[HN Gopher] USGS uses machine learning to show large lithium pot...
       ___________________________________________________________________
        
       USGS uses machine learning to show large lithium potential in
       Arkansas
        
       Author : antidnan
       Score  : 327 points
       Date   : 2024-10-22 17:05 UTC (1 days ago)
        
 (HTM) web link (www.usgs.gov)
 (TXT) w3m dump (www.usgs.gov)
        
       | chromatin wrote:
       | Serious question:
       | 
       | Given the mood alerting properties of lithium, are people living
       | here chiller than would be expected (controlling for instance for
       | poverty / SES) ?
        
         | no_wizard wrote:
         | I am not a health researcher or anyting, but a quick googling
         | seems to suggest its possible that it lowers risks of
         | suicide[0] and other affective disorders, which by extension it
         | would lower the rates of issues that can contribute to these
         | issues I'd think.
         | 
         | That said, I honestly am unsure. It also is a requisite that it
         | must be in the water in sufficient but low amounts
         | 
         | [0]: https://pubmed.ncbi.nlm.nih.gov/32716281/
        
           | kranke155 wrote:
           | It also shrinks your white matter I think, and has other
           | gigantic bad effects.
           | 
           | Source: am bipolar and take 600mg daily.
        
             | astrange wrote:
             | It also causes obesity and may be the cause of American
             | obesity in the South.
             | 
             | https://slimemoldtimemold.com/2021/08/02/a-chemical-
             | hunger-p...
        
               | pfdietz wrote:
               | I wonder how much lithium leaches out of Corningware
               | (made of lithium aluminum silicate glass ceramic),
               | particularly when cooking acid foods. Probably not a huge
               | amount.
        
         | pfdietz wrote:
         | The formation is 7000 feet below the surface, if I understand
         | correctly, so I don't think there would be any communication of
         | its brine with potable groundwater.
        
           | mbreese wrote:
           | I would like to think that if there were any interaction
           | between theses putative deposits to the groundwater that we
           | wouldn't have needed an ML model to find these deposits in
           | the first place!
        
         | renewiltord wrote:
         | Only when Mercury is in retrograde
        
         | coldbrewed wrote:
         | My guess is that the presence of lithium in the groundwater is
         | in trace amounts if at all, while the dosing of lithium is in
         | the domain of ~300mg. A casual search for the quantity of
         | lithium in brine from a mine shows a max of 1400ppm for a rich
         | mine in Chile[1] so drinking straight brine wouldn't get you
         | anywhere near the therapeutic dose. Good question!
         | 
         | [1]:
         | https://www.sciencedirect.com/science/article/abs/pii/S01691...
        
           | dmurray wrote:
           | 1400 ppm is one part in 700, so you'd get your dose from one
           | cup (250 ml) of that brine.
           | 
           | I agree it's not likely you'd get a measurable effect from
           | the local groundwater.
        
         | janice1999 wrote:
         | Potentially. See "Lithium in drinking water linked with lower
         | suicide rates" [1].
         | 
         | [1] https://www.kcl.ac.uk/news/lithium-in-drinking-water-
         | linked-...
        
           | thesuitonym wrote:
           | I would assume any positive effects are balanced out by
           | living in Arkansas.
        
             | hinkley wrote:
             | My only experience with Arkansas was waking up to a
             | speeding ticket at 3 in the morning. Who puts out a speed
             | trap at 3 in the fucking morning?
             | 
             | But if it's anything like Oklahoma...
        
               | elpakal wrote:
               | Um, why were you waking up while driving at 3 in the
               | morning?
        
               | hinkley wrote:
               | Some cars have seats for up to seven people, including
               | the driver.
        
               | andrewinardeer wrote:
               | Happened to me on Ambien.
        
               | hinkley wrote:
               | Hah! No I did my turn behind the wheel from 10-1 so
               | nobody died on my watch. I was in the back.
        
               | rootusrootus wrote:
               | I would have guessed better results in the 1am to 2am
               | time slot, but 3am is not totally out of line. I bet the
               | fraction of drivers at 3am that are drunk is _much_
               | higher than at, say, 3pm.
        
               | hinkley wrote:
               | I think that is a socially damning statement about
               | Arkansas if the drunks are still out driving at 3 am.
        
               | dyauspitr wrote:
               | Towns that make a living by ticketing people passing
               | through.
               | 
               | The worst place in the world for this is Italy. Every
               | time I go there they find some esoteric rule to ticket me
               | for. This time in Padova, apparently I drove in an area
               | where only locals are allowed to drive. Bunch of
               | swindlers.
        
               | thinkindie wrote:
               | Indeed in Italy there are area (mostly historical
               | centres) where cities limit the influx of cars to keep it
               | liveable and walkable, therefore only residents are
               | allowed to bring their car in.
        
               | atq2119 wrote:
               | This is the kind of story that may say more about the
               | story teller than the place it's about.
               | 
               | (I have driven in Italy as a foreigner several times
               | without ever receiving a ticket.)
        
               | dyauspitr wrote:
               | Possibly but having extensively driven all over the rest
               | of Europe without a ticket, I don't think the fault is
               | entirely mine.
        
               | tomrod wrote:
               | Both areas can be great.
        
               | Eumenes wrote:
               | > waking up
               | 
               | you were sleeping and driving? lol
        
               | lightedman wrote:
               | "Who puts out a speed trap at 3 in the fucking morning?"
               | 
               | Cops trying to catch drunks speeding home after the bars
               | have closed. In the south, last call was 2:45AM where I
               | served as a freshly-turned 21 year old.
        
               | hinkley wrote:
               | Good god.
        
             | snakeyjake wrote:
             | People downvoted you to the point that your comment is
             | grayed out and about to be hidden but there is hardly
             | metric by which Arkansas is not in the bottom ten on a list
             | of states.
             | 
             | Infant mortality rate? 3rd most deadly for babies.
             | 
             | Poverty rate? 7th poorest.
             | 
             | Homicide rate? 7th most dangerous.
             | 
             | Obesity rate? 3rd fattest.
             | 
             | Practically any map of any measurable statistic where
             | states are colored red for "bad" and green for "good"
             | Arkansas will be a deep, blood, red.
             | 
             | But it is rude to point that out.
        
               | nativeit wrote:
               | People vote in good faith, I presume. Sometimes a
               | comment's factual basis matters less than its overall
               | contribution to a productive and open discussion.
               | Downvotes in this case are an example of HN's
               | surprisingly effective system for self-moderation working
               | as it should. It isn't vile enough to censor, but it also
               | isn't what a lot of readers come here for. It didn't
               | personally offend me (I didn't vote either way), but I
               | take occasional downvoting that I don't fully agree with
               | in stride, as the overall system seems to work better
               | than most.
        
               | rootusrootus wrote:
               | > But it is rude to point that out.
               | 
               | No, that is not rude at all. Making a flippant derogatory
               | remark gets downvotes, people like to see numbers. Like
               | the ones you just gave...
        
               | silisili wrote:
               | Here's another list -
               | 
               | Highest poverty rate?
               | 
               | Lowest literacy rate?
               | 
               | Last in opportunity?
               | 
               | 8th worst in public safety?
               | 
               | If you guessed California, you'd be right.
               | 
               | Sweeping generalities and handpicked metrics do not tell
               | an entire story.
        
               | EB66 wrote:
               | You are citing the US News "best states" ranking. In that
               | ranking, California is ranked #37 overall and Arkansas is
               | ranked #47 overall. Even your own hand picked data source
               | supports the OP...
        
               | silisili wrote:
               | 37th/50 isn't good. But people never clamor on about how
               | awful California is every time it's mentioned(well,
               | rarely). This same ranking puts states like South Dakota
               | and Indiana ahead, which I'm sure many would object to
               | all the same.
               | 
               | This is the second day in a row I've watched threads
               | about Arkansas of all places devolve into these nasty
               | generalities(yesterday's was about WalMart and
               | Bentonville). I don't live in Arkansas or anything, but I
               | think we as a community can do better than devolve into
               | it over and over, unless the topic at hand was the
               | problems of a state.
        
               | EB66 wrote:
               | I'm not saying that 37 out of 50 is good. I'm saying that
               | 47 out of 50 is bad. Your data source doesn't refute the
               | OPs argument that Arkansas is not a great place to live
               | -- it actually supports the OP.
        
               | lightedman wrote:
               | "But people never clamor on about how awful California is
               | every time it's mentioned(well, rarely)."
               | 
               | Well, here's why it sucks, just so you can feel better.
               | 
               | 1. the apartment rental industry is outright violating a
               | court order that basically sets late fees and needs to
               | outright face criminal charges. See Orozco v Casimiro
               | 
               | 2. Ill-advised farmers up north are consuming tons of
               | water on crops that make zero sense, and in many cases
               | are growing crops that are basically exporting our scarce
               | water overseas. Then they want to complain about a
               | 'government-created dust bowl' when it's their own out of
               | control water usage basically creating and exacerbating
               | the situation. Oh and the desire to live in a floodplain,
               | thus draining the largest lake in the state (if not
               | landlocked lake in the country) and worsening drought
               | conditions for the area for the past near-century.
               | 
               | 3. OTHER STATES keep shipping their homeless here, thus
               | drastically increasing our poverty numbers, artificially,
               | and straining resources we don't really have thanks to
               | ill-advised programs that do nothing to actually address
               | anything.
               | 
               | 4. Thanks to climate change, it's getting fucking HOT.
               | Like, the heat you would normally only experience in the
               | desert, is now a regular occurrence here in the valleys
               | of SoCal. The deserts are actually cooler on occasion.
               | 
               | 5. People can't drive and the cops do nothing even when
               | it happens right in front of them. Oh, speaking of
               | police, did you know many of them are in inter-department
               | gangs? Yea, we just had to outlaw that.
               | 
               | 6. Nobody's fixing the infrastructure. Sure new stuff is
               | being built but that is supposed to be ON TOP of what we
               | already have - and we're just letting what we already
               | have crumble away. Yea internet and some power is going
               | down but that's about it. Roadways, bridges, oh no. Route
               | 66? It's screwed right now. Recent issues we had on the
               | 40 forced a traffic reroute and the weight limit on those
               | little bridges is 3 tons - guess what went over those
               | bridges? Semi trucks with 10 or more tons of freight. You
               | bet those bridges got wrecked, and nobody's fixing them.
               | Ludlow to Cadiz is absolutely wrecked. Thankfully, I have
               | an offroad vehicle and powerline roads exist, so I'm able
               | to still get to digging areas or visit Dish Hill Volcano.
               | 
               | 7. Thanks to new law, fast food workers have a minimum
               | wage over the state minimum wage. So many jobs which
               | require high skill, like what I do in LASERs and LED
               | lighting, get paid less than them (I'm lucky, where I
               | work knows my worth) and it ends up being demoralizing.
               | I'm betting it caused a small hit across a few sectors as
               | people said "I'll pay the $30 to get a license that lets
               | me make $20 an hour" meanwhile starting techs in my
               | sector get $16, or $17 on a night shift differential.
               | 
               | Happy yet? I can keep going. Rabbit hole's deep af.
        
               | silisili wrote:
               | Thanks, I think. But no, I didn't mean to pick on
               | California as a bad state, I thought for some reason most
               | people thought it was a nice state. I do, at least,
               | despite its warts.
               | 
               | All I meant to say is that we can find many reasons every
               | state is bad. But we shouldn't post them every time it's
               | mentioned.
               | 
               | If Meta declared they were opening a huge new office in
               | the bay, we'd get interesting discussion. If they
               | announced they're opening it in Little Rock, we get
               | little more than how awful AR is.
        
               | volkl48 wrote:
               | > Nobody's fixing the infrastructure. Sure new stuff is
               | being built but that is supposed to be ON TOP of what we
               | already have - and we're just letting what we already
               | have crumble away. Yea internet and some power is going
               | down but that's about it. Roadways, bridges, oh no. Route
               | 66? It's screwed right now. Recent issues we had on the
               | 40 forced a traffic reroute and the weight limit on those
               | little bridges is 3 tons - guess what went over those
               | bridges? Semi trucks with 10 or more tons of freight. You
               | bet those bridges got wrecked, and nobody's fixing them.
               | Ludlow to Cadiz is absolutely wrecked. Thankfully, I have
               | an offroad vehicle and powerline roads exist, so I'm able
               | to still get to digging areas or visit Dish Hill Volcano.
               | 
               | I feel like it's extremely misleading to give this
               | example without providing surrounding context.
               | 
               | "Route 66" in this area is a 70 mile, parallel road to
               | I-40 that serves a population of zero or nearly so and is
               | a 2 lane strip of asphalt through the desert left over
               | from before I-40 was constructed. It serves basically no
               | function and no population, today.
               | 
               | It's not very obvious at all that it makes sense to spend
               | money replacing the 100+ timber bridges along the stretch
               | rather than just abandoning most of the road/downgrading
               | it to a 4WD road with no bridges - although
               | repairing/rebuilding it does seem to be what San
               | Bernadino County hopes to eventually do.
               | 
               | Many of the bridges, while partially failing due to age,
               | are also failing due to flooding damage - which is what
               | caused the 3 ton weight restrictions to go in place in
               | the first place and the sections that have been closed
               | since 2014/2017.
               | 
               | -------
               | 
               | Additionally, the road is only officially closed east of
               | Kelbaker Rd, and that section of road has zero
               | population, and there's basically zero regional
               | significance to the closure beyond mildly inconveniencing
               | a few people in Amboy who can now only go West to get to
               | I-40/civilization. (Especially since most reports I've
               | seen suggest you can continue to the unpaved/rarely
               | traveled Cadiz Rd anyway, which was the only connection
               | that could only be accessed from the closed section).
               | 
               | The road from Ludlow to the Dish Hill Volcano is open,
               | just less convenient if you used to get to it from the
               | East.
               | 
               | Citation: https://dpw.sbcounty.gov/operations/road-
               | closures/
        
               | bluedino wrote:
               | When was the last time you heard someone clamoring to
               | move to Nebraska or New Hampshire?
        
               | parsimo2010 wrote:
               | A large portion of the USA sees California as a place to
               | avoid- so those sweeping generalities and those
               | particular metrics might be accurate. California is only
               | a nice place to live if you're rich, and most people are
               | not.
        
               | snakeyjake wrote:
               | >If you guessed California, you'd be right.
               | 
               | No I wouldn't.
               | 
               | California's poverty rate is lower than Arkansas', and
               | California's literacy rate is higher five other states'
               | (practically tied with Arkansas).
               | 
               | https://data.ers.usda.gov/reports.aspx?ID=17826#P675e8969
               | 3a5...
               | 
               | https://nces.ed.gov/surveys/piaac/skillsmap/src/PDF/STATE
               | .pd...
               | 
               | Also, I'm in California right now for work.
               | 
               | It suuuuuuuuuuuuucks. Places with billboards aren't my
               | vibe and when every other one is an ad for a personal
               | injury or drunk driving attorney the place is DEFINITELY
               | not for me.
               | 
               | Still not as bad as Arkansas, though.
        
               | Agree2468 wrote:
               | I think in terms of natural beauty, it's definitely in
               | the upper half. Specifically Ouachita National Forest in
               | my opinion.
        
               | Ancapistani wrote:
               | Our unofficial state motto is "Thank God for
               | Mississippi!"
               | 
               | If not for them, we'd be at the bottom of most of those
               | lists. No one pays attention to the second-worst :)
        
           | stevage wrote:
           | Wow, that is super interesting.
           | 
           | I think I heard that long term usage of lithium has nasty
           | side effects like damaging kidneys, but perhaps not at these
           | very low concentrations.
        
         | AStonesThrow wrote:
         | It may surprise you to learn that lithium is actually a toxic
         | substance. No human being has ever suffered from a lithium
         | deficiency. Lithium is not a natural or healthy component of
         | anyone's diet.
         | 
         | So, the so-called therapeutic dose of lithium is merely a sub-
         | toxic level, and must be monitored by frequent blood tests.
         | 
         | There are horrific side effects from using lithium in the long
         | term, including convulsions, hair loss, diarrhea, suicidal and
         | homicidal ideations, and extreme thirst (polydipsia).
         | 
         | So personally, I would rather not be tapping into lithium
         | reserves for my health.
        
         | jaxgeller wrote:
         | El Dorado, one of the towns in AR that overlaps with the
         | deposits, does have an above avg level of lithium water supply
         | [1].
         | 
         | [1]: I'm working on a DB of water quality,
         | https://www.cleartap.com/water-systems/AR0000550
        
       | hiddencost wrote:
       | Love to see a project that uses bog standard ML techniques and
       | doesn't call them AI. Respect.
        
         | bloopernova wrote:
         | It's the new Hacking vs Cracking. Or calling any computer a PC.
        
           | gowld wrote:
           | In this case it's Fracking
        
         | driggs wrote:
         | Quoth the article:                 The USGS predictive model
         | provides the first estimate of total lithium present in
         | Smackover Formation brines in southern Arkansas, using machine
         | learning, which is a type of artificial intelligence.
        
           | janalsncm wrote:
           | I was disappointed in that line. They could've mentioned it
           | used a random forest, which is much more informative. "ML is
           | a type of AI" isn't even a cocktail party understanding of
           | the topic.
        
             | textlapse wrote:
             | For a layperson, this is an accessible and directionally
             | correct definition.
             | 
             | For the HN audience, of course this is 'technically
             | incorrect'.
             | 
             | The article was written for the (larger) general public.
             | 
             | I am also glad they didn't squeeze in a word salad of LLMs
             | and quantum technology and instead stuck to 'it's just
             | standard ML'.
        
               | gowld wrote:
               | The only informational dividable from the statement is
               | "we used a computer to analyze data".
        
         | ImHereToVote wrote:
         | Nothing bog standard about contemporary ML. If anything calling
         | it AI is underselling it.
         | 
         | This is what it was called back in the day.
         | https://link.springer.com/article/10.1007/BF02478259
        
         | janalsncm wrote:
         | When the tide goes out on the AI hype there's going to be a lot
         | of companies currently using expensive API calls for simple
         | classification tasks that will be quietly revamped to use a
         | simple CNN.
         | 
         | ML is a toolbox of methods. Not every problem needs a
         | transformer.
        
           | cmrdporcupine wrote:
           | > Not every problem needs a transformer.
           | 
           | They do if they want to get the intention of a Venture
           | Capitalist!
        
             | janalsncm wrote:
             | Venture Capitalist Attention Is All You Need!
        
         | Tagbert wrote:
         | ML is one particular field in the overall area of AI.
        
           | nativeit wrote:
           | Isn't it a critical component of everything currently
           | sporting anything remotely close to a legit "AI" label? I
           | wouldn't call cows "one part of a broader beef ecosystem" for
           | example. They're fundamental to it.
        
         | strbean wrote:
         | Are we getting to the critical point where we declassify a
         | bunch of stuff as AI? Used to be expert systems were considered
         | AI. Now anything-not-an-LLM is going to stop being AI?
        
           | lovich wrote:
           | That treadmills been going on for a long time. Didn't OCR
           | used to be classified as AI?
        
             | jpk wrote:
             | Yep, back when programming language syntax started trending
             | toward more natural language, compiler development was
             | considered AI research. Which makes sense, because in an
             | era of assembly on punch cards, computers that could
             | translate higher-level instructions that read more like
             | English into machine code you used to have to write (or
             | punch) by hand probably felt pretty intelligent.
        
       | folli wrote:
       | From the paper's method section, a bit more about which type of
       | ML algo was used:
       | 
       | An RF machine-learning model was developed to predict lithium
       | concentrations in Smackover Formation brines throughout southern
       | Arkansas. The model was developed by (i) assigning explanatory
       | variables to brine samples collected at wells, (ii) tuning the RF
       | model to make predictions at wells and assess model performance,
       | (iii) mapping spatially continuous predictions of lithium
       | concentrations across the Reynolds oolite unit of the Smackover
       | Formation in southern Arkansas, and (iv) inspecting the model for
       | explanatory variable importance and influence. Initial model
       | tuning used the tidymodels framework (52) in R (53) to test
       | XGBoost, K-nearest neighbors, and RF algorithms; RF models
       | consistently had higher accuracy and lower bias, so they were
       | used to train the final model and predict lithium.
       | 
       | Explanatory variables used to tune the RF model included
       | geologic, geochemical, and temperature information for Jurassic
       | and Cretaceous units. The geologic framework of the model domain
       | is expected to influence brine chemistry both spatially and with
       | depth. Explanatory variables used to train the RF model must be
       | mapped across the model domain to create spatially continuous
       | predictions of lithium. Thus, spatially continuous subsurface
       | geologic information is key, although these digital resources are
       | often difficult to acquire.
       | 
       | Interesting to me that RF performed better the XGBoost, would
       | have expected at least a similar outcome if tuned correctly.
        
         | jandrese wrote:
         | Did they actually verify the predictions? In my reading of the
         | article I didn't see any core samples being made to verify the
         | model is correct.
        
           | jofer wrote:
           | There wouldn't be any core for this. It would be a holdout of
           | the brine samples used in training. The thing that would be
           | being produced is brine, so lithium concentrations in brine
           | samples are the validation dataset as well. In other words,
           | this is spatial interpolation.
        
         | tomrod wrote:
         | RF is a heavy hitter when it comes to tabular data. XGBoost is
         | good as well, but more often than not needs and autotuner to
         | really unlock it (e.g pycaret).
        
           | jncfhnb wrote:
           | XGBoost models are random forest models. They're also just
           | consistently better for very little effort.
        
             | prog_1 wrote:
             | you surely mean that both are ensemble models. RFs and GBMs
             | differ in how they fit the data
        
               | jncfhnb wrote:
               | A GBM like XGBoost is an ensemble of trees. It may be
               | that when you load RandomForest modules they fit based on
               | entropy or whatever the typical DecisionTree does but imo
               | the term "random forest" should really convey nothing
               | more than "ensemble of trees".
               | 
               | I'm saying XGBoost would be a subclass of RF
        
             | tomrod wrote:
             | Not only RF, they incorporate GBM too as I understand it.
             | 
             | Often they are the best "just run it and forget it" but
             | compared to tuning they don't always achieve top --
             | sometimes surprisingly so.
             | 
             | XGBoost and similar are solid first stops in model
             | building.
        
         | lordgrenville wrote:
         | So it turns out that there's no theoretical reason that
         | gradient boosting will always outperform RF (which would
         | violate the "no free lunch" theorem). But it does usually seem
         | to be the case in practice, even with small and noisy data.
         | 
         | I would hazard a guess that with better tuning, XGBoost would
         | still have won. (The paper notes that the authors chose a
         | suboptimal set of hyperparameters out of fear of overfitting -
         | maybe the same logic justifies choosing a suboptimal model
         | type...)
        
           | levocardia wrote:
           | That's been my experience. RF tends to do quite well out of
           | the box, and is very fast to fit. It's less of a pain to
           | cross-validate too, with fewer tuning parameters. XGBoost has
           | a huge number of knobs to tune, and its performance varies
           | from god-awful with bad hyperparameters to somewhat better
           | than RF with good ones. Giant PITA with nested cross-
           | validation, etc. though.
           | 
           | I haven't read in detail what their validation strategy is
           | but this seems like the kind of problem where it's not so
           | easy as you'd think -- you need to be very careful about how
           | you stratify your train, dev, and test sets. A random
           | 80/10/10 split would be way too optimistic: your model would
           | just learn to interpolate between geographically proximate
           | locations. You'd probably need to cross-validate across
           | different geographic areas.
           | 
           | This also seems like an application that would benefit from
           | "active learning". given that drilling and testing is
           | expensive, you'd want to choose where to collect new data
           | based on where it would best update your model's accuracty. A
           | similar-ish ML story comes from Flint, MI [1] though the
           | ending is not so happy
           | 
           | [1] https://www.theatlantic.com/technology/archive/2019/01/ho
           | w-m...
        
             | dwattttt wrote:
             | > your model would just learn to interpolate between
             | geographically proximate locations
             | 
             | At a particular scale, this is entirely correct; if what
             | I'm looking for is 'large', a measurement 1m away from a
             | known hit would also be likely to be a hit.
             | 
             | That particular issue sounds like it should be addressed
             | with more negative samples.
        
             | youoy wrote:
             | The drilling and active learning part reminded me of this
             | very nice article on Bayesian Optimization from Distill
             | publication [0].
             | 
             | They explain it for selecting the hyper parameters for ML
             | models:
             | 
             | > In this article, we talk about Bayesian Optimization, a
             | suite of techniques often used to tune hyperparameters.
             | More generally, Bayesian Optimization can be used to
             | optimize any black-box function.
             | 
             | But the example at the beginning of the article is mining
             | gold:
             | 
             | > Let us start with the example of gold mining. Our goal is
             | to mine for gold in an unknown land 1 . For now, we assume
             | that the gold is distributed about a line. We want to find
             | the location along this line with the maximum gold while
             | only drilling a few times (as drilling is expensive).
             | 
             | [0] https://distill.pub/2020/bayesian-optimization/
        
           | eru wrote:
           | The 'no free lunch' theorem is almost useless, because no
           | real world data set is made of white noise.
        
         | jofer wrote:
         | Put another way, this is pretty similar to the interpolation
         | approaches that would normally be used for datasets like this
         | in the world of mineral exploration. Kriging/co-kriging (i.e.
         | gaussian processes) is the more commonly used approach in this
         | particular field due to both the long history and the available
         | hyperparameters for things like spatial aniostropy.
         | 
         | However, kriging is really quite difficult to use with non-
         | continuous inputs. RF is a lot more forgiving there. You don't
         | need to develop a covariance model for discrete values (or a
         | covariance model for how the different inputs relate, either).
        
         | aaronblohowiak wrote:
         | for other folks wonder what the acronym means; RF in this
         | context is Random Forest
        
           | f_devd wrote:
           | For a moment I was excited that they had done surveys
           | entirely on RF backscattering and ML.
        
         | Loic wrote:
         | RF is random forest[0].
         | 
         | We had this discussion a couple of days ago: "Why do Random
         | Forests Work? Understanding Tree Ensembles as Self-Regularizing
         | Adaptive Smoothers".
         | 
         | https://arxiv.org/abs/2402.01502
         | 
         | https://news.ycombinator.com/item?id=41873968
         | 
         | [0]: https://en.wikipedia.org/wiki/Random_forest
        
       | bilsbie wrote:
       | Me thinks we might switch batteries to sodium in just a few
       | years.
        
         | jandrese wrote:
         | I think there will be markets for many different chemistries
         | and there's unlikely to be some total winner in the near
         | future. Each chemistry has its own tradeoffs and use cases.
         | Some will fade and die over time like Ni-Cad, but even that
         | takes longer than you would expect.
         | 
         | It would be amazing for some low weight, low volume, high
         | energy density, high discharge rate, high charge rate, cheaply
         | manufactured from abundant materials, low thermal sensitivity,
         | high thermal tolerance, low passive loss, non-explosive, high
         | cycle count, low memory, shelf stable battery chemistry to
         | appear, but thus far every one fails in several of the
         | categories.
        
           | tln wrote:
           | Where does LFP fail? Today's LFP batteries are getting pretty
           | damn good.
        
             | jandrese wrote:
             | Energy density, weight, cost, and discharge rate.
        
               | pfdietz wrote:
               | They're doing pretty well on cost compared to other Li-
               | ion chemistries.
        
       | idontwantthis wrote:
       | Say Lithium becomes essentially free because we find so much of
       | it...would that drastically lower battery costs? Is our current
       | supply of lithium limiting production?
        
         | astrange wrote:
         | No, lithium is not rare and we have enough of it. It's
         | available from friendly countries like Australia too.
        
         | EA-3167 wrote:
         | The major limiting factor of lithium is not really availability
         | so much as the cost of extraction. China is the leader in this
         | field, not so much because of abundance or stellar technology,
         | but out of a willingness to completely ignore environmental
         | externalities (including those of the power generation involved
         | in the whole process). As a result the price of Chinese lithium
         | is low enough that it would be essentially impossible to
         | compete with them unless a country had similar...
         | "advantages"... or some new and impressive technology.
         | 
         | In the US environmental regulations, the cost of producing
         | power, labor costs, would all drive up the price of the end
         | product in a way that makes it totally noncompetitive. That's
         | also why the US and some other countries are investing in other
         | ways to find lithium (among other things) on seabeds, where
         | it's hoped that extraction would be less expensive. Of course
         | the threat to the seabed environment is a concern, which in
         | turn might drive up prices by imposing regulation, etc etc etc.
        
           | p00dles wrote:
           | What an informative comment, thank you
        
           | engineer_22 wrote:
           | > the price of Chinese lithium is low enough that it would be
           | essentially impossible to compete with them...
           | 
           | In an export model, yes. However, given their negative
           | externalities (including geo-political factors), importing
           | countries may place tariffs on Chinese lithium in order to
           | make use of other sources.
           | 
           | If the total embodied value of lithium in any particular
           | product is small compared to the overall value of the
           | product, the tariff might not represent a significant drag on
           | the indigenous industry.
        
             | Dalewyn wrote:
             | Keyword there is _may_. Putting aside whether the sentiment
             | is justified, it is currently extremely unpopular to impose
             | Chinese tariffs.
             | 
             | It's also worth noting that Chinese prices are so low that
             | certain tariffs can reach the stratosphere (eg: American
             | 100% tariff on Chinese EVs), further making them unpopular
             | with the commons.
        
             | trimethylpurine wrote:
             | Congress plays whack-a-mole with policy while importers
             | shuffle goods or various parts of the manufacturing process
             | to neighboring countries or follow tighter packaging
             | constraints to avoid specific tax rules or earn specific
             | tax incentives. Tariffs are political showmanship. It's not
             | really a viable nor an enforceable option in the modern
             | economy, at least not based on my experience in the
             | industry.
        
               | corimaith wrote:
               | And all that shuffling introduces more costs, creates
               | negative externalities for exports does it not?
        
               | trimethylpurine wrote:
               | Maybe for certain complex manufacturing processes
               | (microprocessors?), but for most goods, not really.
               | India, Vietnam, etc. Same, same.
               | 
               | American labor and real estate (shelf space) are what
               | make up the vast majority of the cost for goods purchased
               | here.
        
           | jandrese wrote:
           | This goes double if your refining and battery production is
           | still in China as well. If you are using the material
           | domestically then the situation could be made more fair with
           | tariffs, but if you're exporting that obviously won't work.
        
           | anon291 wrote:
           | The obvious answer is tariffs.
        
         | kylehotchkiss wrote:
         | Is sand essentially free because we have beaches and deserts
         | full of it? It can be used to make concrete, a valuable
         | material? (Don't forget the shipping, storage, and refining
         | costs)
        
           | Retric wrote:
           | Logistics depends on where you are not the inherent price of
           | the commodity. Plenty of things like air and are freely
           | available but you still need ventilation systems in caves and
           | whatnot. Moving free dirt around when building roads can be
           | extremely expensive due even if it's just being moved a few
           | miles volume adds up.
           | 
           | So yea desert sand is essentially free, even if you pay for
           | shipping.
        
           | pengaru wrote:
           | Not the greatest analogy since the sand found in deserts
           | isn't used for making concrete (wind-blown sand is too
           | rounded/smooth), and there's actually a global shortage of
           | the appropriate (alluvial, iirc) type.
        
         | fakedang wrote:
         | Lithium is too abundant in the world right now (as expected -
         | we've just gotten better at discovering it).
         | 
         | To be honest, the energy problem is more or less a solved
         | problem with the current technologies we have. We just need to
         | accelerate our pace of adoption to hard-reverse on fossil fuels
         | (except Germany). We already have large reserves of Uranium, of
         | which only a small amount is needed to fuel a power plant. We
         | already have lithium battery tech to store the power. We
         | already have solar panels being mass produced and adopted to
         | fill in the gaps. All we need is connecting the dots and making
         | sure these resources play well with each other in symbiosis.
        
         | MangoCoffee wrote:
         | >would that drastically lower battery costs?
         | 
         | I'm skeptical. China is already mass-producing batteries,
         | securing as much lithium as possible. Additionally, US
         | regulations will significantly increase costs for battery
         | manufacturers.
        
         | Tade0 wrote:
         | Lithium currently accounts for ~10% of the cost of the battery,
         | so no.
         | 
         | As proof of that there are sodium-ion batteries on the market
         | right now, but they're not price-competetive yet[0] despite
         | using largely the same infrastructure.
         | 
         | [0] The potential is there though as they have an important
         | advantage: you can safely discharge a sodium-ion battery to 0V
         | for storage/transportation.
        
       | nubinetwork wrote:
       | Related
       | 
       | https://news.ycombinator.com/item?id=41910918
       | 
       | https://news.ycombinator.com/item?id=41907144
        
       | flenserboy wrote:
       | Interesting, & not necessarily in a good way. This method could
       | well presage unprecedented numbers of attempts at eminent domain
       | takings or other means of forcing people out of their properties.
        
         | richwater wrote:
         | National security (by identifying and processing rare earth
         | metals and materials domestically) is vastly more important to
         | society than a few dozen homes somewhere.
        
           | ifdefdebug wrote:
           | sure. just make sure to pay them what their land is worth...
           | with the lithium below.
        
             | jumploops wrote:
             | Do most residential land parcels include mining rights?
        
               | chx wrote:
               | https://www.nolo.com/legal-encyclopedia/who-owns-the-
               | mineral...
               | 
               | > Mineral rights are automatically included as a part of
               | the land in a property conveyance, unless and until the
               | ownership gets separated at some point by an
               | owner/seller.
               | 
               | > Since sellers of land can convey only property that
               | they own, each sale of the land after the minerals are
               | separated automatically includes only the land. Deeds to
               | the land made after the first separation of the minerals
               | will not refer to the fact that the mineral rights are
               | not included.
               | 
               | > in most cases, you cannot determine whether you own the
               | rights to the minerals under your land just by looking at
               | your deed. Owners are sometimes surprised to find out
               | someone else owns the rights to the minerals under their
               | land
               | 
               | > U.S. laws regulating mining and mineral rights
               | typically prohibit mineral owners from damaging or
               | interfering with the use of any homes or other
               | improvements on the land when extracting minerals. As a
               | result, mineral owners do not typically attempt mineral
               | extraction in highly populated areas. This means that if
               | you live in a city, or an area with many houses on small
               | plots of land, you probably won't need to worry about
               | whether or not you own any minerals that might be under
               | you
        
               | lesuorac wrote:
               | idk, but if you're going to buy a house check if it's
               | "Fee Simple" which does include mineral rights.
               | 
               | https://www.rangerminerals.com/what-does-fee-simple-
               | estate-o...
        
             | ct0 wrote:
             | Is there case law on how deep land goes? I could imagine
             | that there will be in the near future.
        
               | engineer_22 wrote:
               | Yes, mineral rights are well defined in US real property
               | law.
        
           | walleeee wrote:
           | Globally price-competitive domestic electric car production
           | is a national security concern only if we are willing to
           | accept a rather short time horizon and a rather narrow
           | definition of security in our analysis.
           | 
           | This kind of article can perhaps be understood as an attempt
           | to turn a federal organization's sails into the prevailing
           | political winds, so to speak, at a time when funding seems
           | insecure. I say this as someone who strongly supports most of
           | the survey's mission. It would be ideal if national power
           | brokers recognized the value of water science, geology,
           | ecology, etc, on their own terms.
        
           | FpUser wrote:
           | And of course you would not mind owners of extraction company
           | leaving all the profits to people who got kicked out of their
           | home. After all they should be happy just fulfilling your
           | "national security" goal.
        
         | scottyah wrote:
         | Which government agency would use eminent domain to take land
         | and start mining? We have historical precedence with the oil
         | industry using various scanning methods in a similar manner,
         | but it was the oil companies who went to the landowners to
         | acquire the rights to extract. Then the government would buy
         | the (usable) product from them.
        
           | fullstop wrote:
           | Local government condemned a bunch of perfectly fine homes in
           | Wisconsin, by declaring them blighted, to make room for a
           | Foxconn plant which never really panned out. Where there is
           | greed there is a way.
        
       | __MatrixMan__ wrote:
       | Great, now ask the AI to engineer a fungal genome that'll help us
       | purify it more easily: Frack in the substrate and spores, harvest
       | fruit bodies on the surface, profit.
        
         | kylehotchkiss wrote:
         | This entire problem will solved without offering human
         | employment in a place that would probably welcome it at this
         | pace.
        
         | moffkalast wrote:
         | I mean, what could possibly go wrong?
        
           | __MatrixMan__ wrote:
           | What are you worried about, zombies that want to eat your
           | batteries?
        
             | moffkalast wrote:
             | Was thinking more about sink holes and the entire area
             | caving in after much of the underground is destabilized
             | and/or removed, but battery eating zombies would be worse.
        
       | greenie_beans wrote:
       | ugh i really don't want people to mine in the mobile basin.
       | that's one of the most diverse ecosystems in north america.
       | https://www.youtube.com/watch?v=8j9coyJeB4Q
        
         | mmaunder wrote:
         | Extracting lithium from brine is cleaner than e.g. extraction
         | from spodumene ore. Also direct lithium extraction from brine
         | is faster, cleaner, smaller footprint, lower energy
         | consumption.
        
           | pfdietz wrote:
           | Someone was telling me a proposed hard rock lithium mine in
           | the US would be powered by burning sulfur. They need the
           | sulfuric acid so produced to dissolve the spondumene anyway,
           | and trucking in solid sulfur is cheaper than trucking in the
           | sulfuric acid made elsewhere.
           | 
           | Sulfur, currently extracted by desulfurization of oil and
           | gas, gets more expensive in the post fossil fuel society, but
           | there are other sources (like pyrite).
        
         | declan_roberts wrote:
         | It seems backwards, but pretty much the only fuel that protects
         | ecosystems on a large scale are fossil fuels and nuclear.
         | 
         | Global reforestation is almost entirely the result of
         | households switching from wood to coal in the 20th century.
        
           | bagels wrote:
           | Uranium is extracted by mining the surface. I don't know ore
           | concentrations though, so maybe not much land area is needed
           | since it is a dense energy source?
        
             | wbl wrote:
             | Depends on the kind of deposit. Some they leech in situ.
        
           | waveBidder wrote:
           | > It seems backwards, but pretty much the only fuel that
           | protects ecosystems on a large scale are fossil fuels and
           | nuclear.
           | 
           | This is ludicrously off-base for fossil fuels, even if we're
           | only talking about local pollutants from the plants
           | themselves, nevermind things like Exxon Valdez or the
           | pipelines or the act of mining. Nuclear seems likely, though
           | as the other commenter noted it's not a magic bullet either.
           | 
           | > Global reforestation is almost entirely the result of
           | households switching from wood to coal in the 20th century.
           | 
           | This is a European phenomena mostly, and is a result of
           | urbanization mostly.
        
             | declan_roberts wrote:
             | What do you think the people in cities burn for fuel to
             | keep themselves warm?
        
               | ianeigorndua wrote:
               | Trash, mostly.
        
               | luckylion wrote:
               | Not really. I live close to Hamburg, Germany. _Very_
               | eager to be eco-friendly and sustainable.
               | 
               | Currently: 64% coal, lots of nat gas, ~20 renewables.
               | 
               | The future plan is to use a lot more industrial waste
               | heat. Burning garbage is done and planned, but nowhere
               | near a major factor. Not to mention that the garbage
               | would also need to come from something: plastics from
               | oil, wood from trees etc.
        
               | UltraSane wrote:
               | Germany shutting down their perfectly safe nuclear
               | reactors instead of their coal plants was so stupid.
               | Germany emits 5 to 6 times more CO2 per J than France.
        
               | Tade0 wrote:
               | They used coal, but apartment blocks use considerably
               | less energy per unit living space vs detached houses
               | thanks to their lower surface area to volume ratio.
        
             | gottorf wrote:
             | > This is ludicrously off-base for fossil fuels, even if
             | we're only talking about local pollutants from the plants
             | themselves, nevermind things like Exxon Valdez or the
             | pipelines or the act of mining.
             | 
             | The energy density of fossil fuels means that those side-
             | effects would be worse with other sources of energy.
             | 
             | > is a result of urbanization mostly
             | 
             | Urbanization, made possible by the economical source of
             | energy that is fossil fuels.
        
               | unusualmonkey wrote:
               | > The energy density of fossil fuels means that those
               | side-effects would be worse with other sources of energy.
               | 
               | Can you expand on this? How does the density of fossil
               | fuel make them a better source of energy than say wind?
        
               | lazide wrote:
               | One oil well can produce an amount of free energy (24/7)
               | that a 100 acre wind farm can only produce sporadically,
               | assuming the well is a reasonably high volume producer.
               | It depends on the specific well/geology.
               | 
               | The issue with fossil fuels is that they liberate fossil
               | carbon, which has larger macro effects on the global
               | environment. (It injects a lot of 'new' carbon into the
               | carbon cycle)
               | 
               | They also do sometimes have some medium sized local
               | effects from spills or contamination. But those can
               | usually be controlled.
               | 
               | Geothermal is also usually 'low footprint/high value',
               | but is only viable in specific limited locations.
               | 
               | Solar, wind, hydropower, tidal energy all have large
               | physical footprints for the amount of energy they
               | produce. Aka 'low density'. All are also somewhat tied to
               | specific, and often limited geology.
               | 
               | For solar for instance, areas with a lot of desert or
               | other open 'non productive' land nearby, it's great
               | (assuming decent insolation). In areas where land is at a
               | premium for other uses, or is very rugged/high
               | maintenance, it definitely is a problem. Aka cities,
               | certain types of high intensity farmland, heavily
               | forested areas, high snow load/storm areas, etc.
               | 
               | Solar is not an awesome economic choice in Siberia, for
               | example. It _is_ an awesome economic choice in Southern
               | California, Arizona, Nevada, etc.
               | 
               | For areas with geography that supports it (typically the
               | right kind of mountain ranges) and rainfall, hydropower
               | is awesome, though has serious side effects on wildlife
               | and river health. For a place that doesn't have the right
               | geography (say England), it's a non starter.
        
               | unusualmonkey wrote:
               | > One oil well can produce an amount of free energy
               | (24/7) that a 100 acre wind farm can only produce
               | sporadically, assuming the well is a reasonably high
               | volume producer. It depends on the specific well/geology.
               | 
               | Except it can't, a 100 acre wind farm can produce energy
               | indefinitely while a oil well will eventually run dry.
               | 
               | The idea that fossil fuels are more ecologically
               | favorable because it's 'dense' needs to address not only
               | external factors, but that fossil fuels are non-
               | renewable.
        
               | lanthade wrote:
               | > Except it can't, a 100 acre wind farm can produce
               | energy indefinitely while an oil well will eventually run
               | dry.
               | 
               | Perhaps more true in that the wind (as far as we know)
               | won't run out but wind turbines do have a limited
               | lifespan. After 20-30 years they usually need to be
               | replaced. Some of the components are recycled but a
               | significant portion - including the blades - are either
               | not recyclable or not economically recyclable. Work is
               | being done on this but there's no guarantee it'll produce
               | dividends.
        
               | unusualmonkey wrote:
               | Sure, but the same likely applies to Oil as well right?
               | Fossil Fuels don't magically extract and refine
               | themselves.
               | 
               | What analysis do you point to that suggests fossil fuels
               | have a smaller impact than, say, wind?
        
               | lazide wrote:
               | It depends entirely on what scope one considers for
               | impact. Do we count maintenance roads? Total land area
               | disturbed? Windmill foundation pads? Global co2 levels?
               | Abandoned equipment in general? Noise levels over how
               | much area?
               | 
               | What is 'leftover' from an abandoned well can be as
               | simple as a buried 6" ground level plug, or as messy as
               | an acre of abandoned equipment and a giant oil
               | spill/hazmat area. Plus a billion tons of atmospheric co2
               | - which is invisible.
               | 
               | If you drive I5 in California through the Central Valley,
               | you'll see hundreds of active oil wells that have been
               | active since the early 1900's, mixed in with active
               | orchards and farmlands. They are a bit hard to find. Like
               | this one [https://maps.app.goo.gl/TiWATTxP1jWmu4Et7?g_st=
               | com.google.ma...]. And this one [https://maps.app.goo.gl/
               | ZSeCzys8W2q4ubeJ9?g_st=com.google.ma...].
               | 
               | What you won't see is that even downtown Los Angeles has
               | similar wells that still produce significant oil hidden
               | in special buildings.
               | 
               | If you take a little detour, you can see the thousands of
               | acres of windmills in Tehachapi that produce similar
               | amounts of total energy. [https://maps.app.goo.gl/TBVn1JU
               | bgqSYTduu5?g_st=com.google.ma...].
               | 
               | And if you keep driving, you can see the thousands of
               | acres of solar farms that are doing similar. [https://map
               | s.app.goo.gl/XGBtWZLppWH7vjqc8?g_st=com.google.ma...]
               | 
               | Oil is so widely used because it is incredibly cheap and
               | easy to use at large scale, with minimal obviously
               | visible consequence.
               | 
               | Because co2 is invisible. And as long as we don't spill
               | large quantities of it, it doesn't seem to cause any
               | visible problems.
               | 
               | The effect of the low density from wind, solar, etc.
               | isn't visible until you go to areas it is widely deployed
               | and then do the math on how much energy they are actually
               | producing, which is a small fraction of what would be
               | produced if the same area was impacted to produce oil or
               | nuclear.
        
               | lazide wrote:
               | Windwills break down. Weather patterns change.
               | 
               | New oil fields get found as well. Many oil wells are
               | still producing from as far back as the early 1900's.
               | 
               | That wind farm as built definitely won't last forever.
               | 
               | So theoretically, sure.
               | 
               | Practically, it isn't as straightforward. Especially if
               | the only land someone has _doesn't actually get good
               | wind_. That's all.
        
           | ZeroGravitas wrote:
           | Contrarianism has definitely entered its self-parody era.
        
           | bastawhiz wrote:
           | Lithium isn't a fuel
        
         | krunck wrote:
         | There is always sodium: https://en.wikipedia.org/wiki/Sodium-
         | ion_battery
        
         | Dalewyn wrote:
         | A significant reason the real holders of power in the world
         | today are Saudi Arabia and China is because we've refused to
         | gather and use our resources while they have theirs.
         | 
         | It's high time we realize that Pax Americana is our era to
         | lose, (re)start mining and (re)start development.
        
           | greenie_beans wrote:
           | the mobile bay already has a lot of oil mining: https://www.g
           | oogle.com/search?client=firefox-b-1-d&q=oil+rig...
           | 
           | we don't need it happening upstream.
           | 
           | and watch as the nations destroy themselves (ecosystems)
        
           | bcrosby95 wrote:
           | The counter view is that it's better to save your natural
           | resources for when you _really need them_ and pay others to
           | exhaust their own, rather than to exhaust yours before you
           | have to.
        
             | pfdietz wrote:
             | And a counter to that is that if you don't flex an economic
             | muscle, it withers away. The ability to extract a natural
             | resource depends on extracting it.
        
           | greenie_beans wrote:
           | we are already extracting a lot of resources around the
           | mobile bay. i recommend that you do some research before you
           | post knee jerk contrarianism comments
        
       | jerf wrote:
       | I read the article carefully, twice. Doesn't have a link to any
       | original paper, of course. And I can't find the answer to my
       | question... did they, you know, _validate_ the model? Did they
       | actually take some samples at new locations and compare it to
       | what the model says?
       | 
       | Or are they literally just announcing that "Hey, we told the
       | computer to tell us something, so it told us something"? Yes,
       | that is how it works. The computer will always tell you something
       | if you make it tell you something. That isn't the hard part. The
       | hard part is getting it to tell you things that correspond to
       | reality.
       | 
       | In the absence of validation, this means very little, especially
       | in an environment where the USGS is fairly incentivized to loudly
       | announce to the world that we've totes got plenty of lithium, my
       | fellow countries, any effort to keep lithium away from us is just
       | a waste of time, look at us just rolling in lithium over here.
       | 
       | Or, maybe they did do the validation, and it's just the reporting
       | that doesn't consider that an important aspect of the story.
       | _Somewhere_ between funding and press release someone 's lost the
       | trail but I don't know who exactly.
        
         | gwern wrote:
         | It has a link to the original paper clearly visible right at
         | the bottom where they usually are in scientific press releases
         | like this?
         | 
         | > The study, which was published in Science Advances, can be
         | found at https://www.science.org/doi/10.1126/sciadv.adp8149 .
        
       | nodesocket wrote:
       | Time to buy some cheap land in southern Arkansas?
        
       | lovich wrote:
       | Oh, is this where the conspiracy theory about the government
       | controlling hurricanes to wipe out the south so that they could
       | get lithium came from?
       | 
       | If not that's funny timing given that was a few weeks ago
        
       | Animats wrote:
       | There's also a big lithium deposit in Nevada, and preparations
       | for mining are underway there.[1] General Motors put in $650
       | million for guaranteed access to the output of this Thacker Mine.
       | 
       | It's in a caldera in a mountain that I-80 bypassed to go through
       | Winnemuca, Nevada. Nearest town is Mill City, NV, which is listed
       | as a ghost town, despite being next to I-80 and a main line
       | railroad track. The mine site is about 12km from Mill City on a
       | dirt road not tracked by Google Street View.
       | 
       | Google Earth shows signs of development near Mill City. Looks
       | like a trailer park and a truck stop. The road to the mine looks
       | freshly graded. Nothing at the mine site yet.
       | 
       | It's a good place for a mine. There are no neighbors for at least
       | 10km, but within 15km, there's good road and rail access.
       | 
       | [1] https://en.wikipedia.org/wiki/Thacker_Pass_lithium_mine
        
         | diggernet wrote:
         | Your description of the location of this mine doesn't match
         | your Wikipedia link.
         | 
         | Searching in Google Maps, Thacker Mine comes up as
         | 40.58448942010599, -117.8912129833345. As you say, that is near
         | I-80 and Mill City, and there is nothing there.
         | 
         | But Wikipedia says it's at 41.70850912415866,
         | -118.05475061324945 in the McDermitt Caldera, nowhere near Mill
         | City or I-80.
         | 
         | I'm thinking probably don't trust Google on this one. :)
        
           | Animats wrote:
           | Right. The Nevada Appeal, which actually has people on the
           | ground, has far more info.[1] North of Thacker Pass is the
           | area to look. The mine is building their own rail yard west
           | of Winnemuca. The mine will be an open-pit mine like a coal
           | mine. Sawtooth Mining division of North American Coal will do
           | the mining. Dig down 350 feet, take out clay with lithium,
           | process, put back clay without lithium. The processing plant
           | will be at Thacker Pass. Big plant, maybe 1800 people.
           | Lithium in clay is a new thing - the usual input is brine.
           | Also a sulfuric acid plant, a power plant, housing, etc.
           | Project assumes a loan of US$2.3 billion from the U.S.
           | Department of Energy.
           | 
           |  _" Lithium Americas will contract with a bus company to
           | drive workers an hour to the site for 10-hour work shifts, he
           | added. An additional two hours will be added for
           | transportation time. If you go to work on our project, you
           | will have free room and board and free transportation to the
           | site every day. You would get three free meals a day."_ If
           | you're an unemployed coal miner in West Virginia, that might
           | look good.
           | 
           | [1] https://www.nevadaappeal.com/news/2024/oct/12/nevada-
           | operati...
        
             | CSSer wrote:
             | And they can all visit us at Burning Man every year!
        
           | mjrpes wrote:
           | Looks like Google got "Thacker Pass Lithium Mine" in the
           | McDermitt Caldera confused with an old gold mine called
           | "Thacker Placer Mine" that was southeast of Mill City:
           | https://westernmininghistory.com/mine-detail/10042614/
        
             | jeffbee wrote:
             | Yeah I asked Google Gemini to make a map showing the three
             | principle lithium developments of Nevada and it pinned the
             | historical Thacker Mine, not the new Thacker Pass Mine.
             | 
             | Then I asked chatgpt and it refused to make a map but said
             | that I should just look on the map for Thacker Pass, which
             | is almost right but it also said I should look northeast of
             | Winnemucca, which isn't correct. It's north and west.
             | 
             | Zero for two, for robots.
        
           | Dylan16807 wrote:
           | I don't trust latitudes and longitudes that are precise down
           | to the nanometer. :)
           | 
           | 4-5 digits should be enough for any use outside of surveying,
           | that's a precision of 10 meters and 1 meter respectively.
           | 
           | Even Wikipedia is making me suspicious by using hundredths of
           | arc seconds, despite linking the document that came from. How
           | do you localize a mining site down to a single foot?
        
             | lobsterthief wrote:
             | I assume single foot would be what they consider to be the
             | center of the mine? Though I don't know how Wikipedia would
             | have that information yet; maybe it's the default output of
             | their map selector or something. An actual survey of the
             | mine would need to be done to know where its center is
        
             | jaystraw wrote:
             | could be artificial precision coming from degs min sec to
             | decimal??
        
             | Animats wrote:
             | Right. If you look at the area in Google Earth, you can see
             | lots of small dirt roads and little round areas which are
             | probably test drilling sites, spread over tens of square
             | kilometers. Like most open-pit mines, it will be big.
             | 
             | If you want exact coordinates, here's the future mine
             | entrance in Google Earth.[1] The county or state widened
             | the road, put in a turn-off, added turning lanes, and
             | posted a "Mine Entrance" road sign. The turn-off dead ends
             | within ten meters at the property line, as of when the
             | picture was taken. The mine hasn't built their side yet.
             | 
             | [1] https://earth.google.com/web/search/Thacker+Pass/@41.69
             | 94929...
        
         | skyfaller wrote:
         | Not everyone agrees that this is a good place for a mine:
         | https://www.protectthackerpass.org/
         | 
         | "to shut down the tar sands, we actually have to shut down the
         | tar sands, not just blow up other mountains elsewhere and hope
         | that leads to the end of the tar sands."
         | 
         | https://maxwilbert.substack.com/p/the-long-shadow-of-the-tar...
        
           | dendrite9 wrote:
           | On the topic of interpolation, I wonder if other areas along
           | the trail of the Yellowstone hotspot might be easier/better
           | sources of lithium. I suspect Nevada makes access easier than
           | areas in the Snake river plain. But some of those areas might
           | be more amenable to Lithium mining with less of an impact.
           | 
           | https://www.usgs.gov/media/images/locations-yellowstone-
           | hots...
           | 
           | I specifically went out of my way on a trip a couple years
           | ago to check out Thacker Pass to see where this planned
           | Lithium mine was going. Unfortunately there was thick smoke
           | followed a significant thunderstorm as a front came through
           | and I didn't get to explore much.
        
           | robocat wrote:
           | We are in a crisis of climate change, biodiversity and
           | habitat loss. Thacker Pass is critical wildlife habitat for
           | threatened, endangered, and endemic species including the
           | greater sage-grouse, pronghorn, Lahontan cutthroat trout, and
           | golden eagles. Thacker Pass, known as Peehee Mu'huh in
           | Paiute, is sacred to regional Native American tribes.
           | It's too late to prevent Phase 1 of the Thacker Pass Lithium
           | Mine, but there are opportunities to help prevent Phase 2.
           | More broadly, we hope to protect the rest of McDermitt
           | Caldera from Southern Oregon down to Thacker Pass from
           | catastrophic lithium mining.
        
           | samatman wrote:
           | You'll never obtain universal agreement for a mine, because
           | there will always be a contingent for whom the correct number
           | of mines is zero. They'll never put it that way, of course.
           | But the decision process they exhibit is "new mine? no", and
           | the consequence of realizing those preferences would be zero
           | new mines.
           | 
           | Fortunately, checking to make sure the entire Internet does
           | not have a website disagreeing with the decision to start a
           | mine, is not part of the process by which mining is started.
        
       | tommykins wrote:
       | Ah spatial autocorrelation, my old friend.
       | 
       | Very good work - but typically we don't build prospectivity
       | models this way (or rather we don't validate them this way
       | anymore). Great to see the USGS starting to dip their toe back in
       | this though, they and the GSC were long the leaders in this, but
       | have dropped it on the last 5-7 years.
        
       | _heimdall wrote:
       | Well I guess this is a good win for short term energy
       | infrastructure, though I'm always pretty torn when its at the
       | cost of ripping open huge swaths of earth to get at the raw
       | material.
       | 
       | It is interesting to see how much of this data could be modelled
       | based on wastewater brines from other industries in the area,
       | assuming we go on to mine the lithium it will say a lot if the ML
       | predictions prove accurate.
       | 
       | One thing I couldn't tell, and its probably just a limitation of
       | how much time I could spend reading the source paper, is what
       | method would be needed to extract the bulk of the lithium
       | expected to be there. If processing brine water is sufficient
       | that may be easier to control externalities than if they have to
       | strip mine and get all the overburden out of the way first.
        
         | jofer wrote:
         | You physically can't remove the overburden for this. The
         | Smackover is at a depth of multiple kilometers in most of these
         | areas.
         | 
         | It's mining brine. I.e. the "mines" are basically deep water
         | wells.
         | 
         | The limestone itself doesn't have any lithium. It's the water
         | in the pores in the limestone that is relatively concentrated
         | in lithium.
         | 
         | In most of these cases, you're already producing brines from
         | the smackover formation as a part of existing oil and gas
         | production, but the brine is being re-injecting after oil is
         | separated from it. The idea is that it's better to keep those
         | and evaporate them down for lithium production.
         | 
         | That does require large evaporation ponds, generally speaking,
         | but it's not strip mining.
        
           | _heimdall wrote:
           | Extremely helpful, thanks for the extra detail here. I have a
           | background in the oil industry and live in a region strip
           | mined for coal (I actually can't tap a useful ground well
           | because of it), but I don't know much about how lithium is
           | actually extracted.
           | 
           | As far as evap ponds go, are there usually chemicals or
           | elements in the same brine water as lithium that is important
           | when evaporating into the atmosphere?
        
             | jofer wrote:
             | There are a lot of things in deep subsurface brine. It
             | really varies.
             | 
             | First and foremost, here are definitely lots of other
             | salts. It is brine, after all. You produce a lot of halite
             | (salt), gypsum, calcite, and all kinds of other evaporite
             | minerals.
             | 
             | There are all kinds of things in smaller concentrations,
             | though.
             | 
             | What comes out of a oil/water separator would need lots of
             | additional processing before going to something like an
             | evap pond. It's relatively hazardous stuff for a lot of
             | reasons other than oil (e.g. it can be rather radioactive).
             | It typically goes through quite a bit of additional
             | processing unless it's being immediately reinjected.
        
               | lazide wrote:
               | Yeah, underground brine is rarely nice to be around,
               | especially when concentrated, but does often have a lot
               | of useful minerals. Related facts, I'm guessing.
        
           | pfdietz wrote:
           | I think they're using better processes than evaporation these
           | days. For example, concentrating the brine using reverse
           | osmosis first.
        
             | jofer wrote:
             | Those are expensive and are avoided when possible. Brine
             | ponds are cheap if you can use them. But with that said,
             | yeah, evaporation ponds don't work especially well on the
             | Gulf Coast.
        
               | pfdietz wrote:
               | The process for here, I was reading, would involve
               | concentration of the lithium with resin absorbers (to
               | separate it from other alkali elements, I imagine),
               | followed by elution into water, reverse osmosis, and only
               | then evaporation. This is called "DLE": Direct Lithium
               | Extraction.
        
               | jofer wrote:
               | Yes, but that's among the most expensive ways of
               | approaching the problem. In regions where it's feasible,
               | evaporation approaches are far cheaper, which is why
               | they're still the most widely used approach. In humid
               | regions with a lot of precipitation like the gulf coast,
               | though, you have to take more expensive and energy-
               | intensive approaches to concentrate things.
        
         | jeffbee wrote:
         | > ripping open huge swaths of earth
         | 
         | Do you have the same trepidation about aluminum, iron, dish
         | soap, and table salt? I ask because the amount of "ripping
         | open" involved in lithium production is like a speck in the eye
         | of a whale compared to all the other mining. In terms of scale
         | all existing and proposed lithium mines are teensy tiny by the
         | standards of mines.
        
           | _heimdall wrote:
           | Sure, yes I do wish that we weren't opening such huge holes
           | as we are for aluminum, iron, coal, etc. I worked in the
           | upstream oil industry for a bit and live in an area heavily
           | coal mined, I just wasn't clear how lithium mining compared
           | and didn't want to assume that damage was on the same scale
           | as the others.
        
             | jeffbee wrote:
             | It's not even close to as large as the footprint of oil and
             | gas. The Thacker Pass project, which is one of several that
             | are all individually described as satisfying global demand,
             | will ultimately disturb only 7000 acres. Fossil fuel wells
             | usually disturb 5 net acres each, and there are five
             | million such wells in America alone.
        
               | lazide wrote:
               | Additionally, that area in Nevada can be - at best -
               | charitably described as moonscape.
               | 
               | Which, for those of us that like moonscape, is a bit sad.
               | But there is a _lot_ of moonscape in that region, and
               | there aren't a huge number of moonscape fans. At least
               | that are going to try to picket any projects. So overall,
               | meh.
               | 
               | That area of Nevada is also pretty economically
               | 'challenged', so why not.
        
               | pfdietz wrote:
               | Also, at some point you need to tell people "you don't
               | own this land, so you don't get to say what gets done to
               | it."
               | 
               | I'm half expecting the future more conservative SCOTUS to
               | shoot down land use regulation as a taking, requiring
               | such regulation to be combined with payment for the value
               | lost instead.
        
               | Schiendelman wrote:
               | If we get there, it will solve the housing crisis single-
               | handedly. My fingers are crossed.
        
               | volkl48 wrote:
               | Thacker Pass appears to be federally owned (Bureau of
               | Land Managment) land.
               | 
               | The public _does_ own this land and does deserve some
               | degree of a say in what 's done with it.
               | 
               | I have no issue with this project, and I certainly don't
               | think that means a loud but tiny opposition should be
               | able to derail it, just noting that this isn't private
               | property and thus public oversight should be higher.
        
               | pfdietz wrote:
               | Yes, and that degree of say comes in the form of voting.
        
               | _heimdall wrote:
               | This is a particularly tricky year to argue voting,
               | particularly for the president, is the right level of
               | public oversight. We were offered two candidates with
               | comparatively little say or visibility (compared to the
               | last few decades) during the primaries.
               | 
               | Trump effectively sat out of the primary season, though
               | primary voters did overwhelmingly support him they did so
               | without ever having the chance to hear him pressed during
               | a debate or contentious interview. There is at least a
               | case with Trump to argue voters already knew they wanted
               | him and simply didn't need a primary, the democrats don't
               | have that argument to make.
               | 
               | The democrats didn't even bother to have a primary _and_
               | went out of their way to pressure debate organizers to
               | block Kennedy entirely before swapping out their
               | candidate last minute.
        
               | ahmeneeroe-v2 wrote:
               | That's not at all how our system works. This is comically
               | wrong.
        
         | jillesvangurp wrote:
         | > cost of ripping open huge swaths of earth to get at the raw
         | material.
         | 
         | This mining offsets mining for other things that is happening
         | at several orders of magnitude larger scale. Oil, coal, gas,
         | etc. mining is huge and lithium batteries plus renewables are
         | already reducing the need for those. So, the transition to
         | renewables and batteries might actually result in a net
         | reduction of mining.
         | 
         | Of course doing lithium mining cleanly and responsibly is an
         | important topic. Especially in places close to where people
         | live. But considering the vast amounts of other stuff we mine
         | already at a much larger scale than we'll ever need to mine
         | lithium, this is a drop in the ocean.
         | 
         | And of course the lithium that is mined can be used and
         | recycled over and over again. Once it is in circulation, we'll
         | be re-using it forever. And given the improvements in battery
         | tech, production processes, etc. the amount currently in
         | circulation is likely to power a larger amount of battery
         | capacity when we do recycle it eventually. Even when
         | considering inevitable losses during recycling.
         | 
         | Lithium recycling processes are working fine already of course
         | but there's very little recycling being done at scale for the
         | simple reason that most lithium batteries in use are still very
         | young and quite far away from needing any recycling. If
         | anything, the improved life times of batteries is pushing the
         | date that we need to be recycling at scale further and further
         | away.
         | 
         | Extraction methods very much depend on composition of the
         | deposits and whether they are in brine or other form and what
         | other materials are present. There's a wide variety of brines,
         | rock compositions, clays, etc with some lithium in them.
        
           | pcl wrote:
           | > _"And of course the lithium that is mined can be used and
           | recycled over and over again. Once it is in circulation, we
           | 'll be re-using it forever. And given the improvements in
           | battery tech, production processes, etc. the amount currently
           | in circulation is likely to power a larger amount of battery
           | capacity when we do recycle it eventually. Even when
           | considering inevitable losses during recycling."_
           | 
           | This point is overlooked so often in these discussions.
           | Lithium is not a consumable in batteries, whereas oil / tar /
           | coal etc. is. So, we do some ugly mining for a bit, and then
           | basically stop once we have the lithium we need for use in
           | batteries over and over again. It's a completely different
           | model than extract-and-burn.
        
             | bitmasher9 wrote:
             | I understand the argument that it's a net positive if we
             | reduce mining, but the ideal green solution probably
             | doesn't include mining. It's accessing a limited resource
             | in a way that damages local ecosystems. It's admitting a
             | comprise.
        
       | rmm wrote:
       | Work in this industry (hard rock mining).
       | 
       | Lithium supply is not an issue. Here in oz we have plenty, there
       | is surplus in market (see current lithium prices).
       | 
       | Conversion however is an issue, majority of plants are in China.
       | Build some refiners that turn it into lithium carbonate and oz
       | will fill them.
        
         | specialist wrote:
         | I eagerly anticipate the day Australia becomes the World's
         | Forge.
         | 
         | All those minerals. All that sunshine. Terrific combo.
         | 
         | h/t Saul Griffith.
        
           | jaza wrote:
           | We could start by at least processing our own steel (we still
           | process some, but not nearly as much as we used to).
           | Newcastle Steelworks, just north of Sydney, was back in the
           | day one of the biggest in the world, but it closed down in
           | the 90s. Nowadays, we ship iron ore (our number 1 export) to
           | China, and literally ship that same material back to
           | Australia as steel. Insane!
        
       | farceSpherule wrote:
       | Will never happen, because, you know... The environment...
       | 
       | People in the U.S. would rather be slaves to China than be self
       | sufficient as we once were...
        
         | FactKnower69 wrote:
         | at what point in history was the US ever anything approaching
         | "self sufficient"? did I miss the american juche autarky period
         | in history class?
        
       | CHB0403085482 wrote:
       | Lithium for everyone!
       | 
       | https://www.nytimes.com/2024/10/21/business/energy-environme...
        
         | metadat wrote:
         | Wall-free: https://archive.today/59cJH
        
       | voidUpdate wrote:
       | > "the amount of lithium present would meet projected 2030 world
       | demand for lithium in car batteries nine times over"
       | 
       | Does that mean the entire field has enough lithium for the
       | requirements of 2030, 9 times? Or in other words, it can supply
       | the lithium needs of car batteries from 2030 to 2039? That's not
       | particularly long...
        
         | bitmasher9 wrote:
         | Lithium is infinitely recyclable. We cannot really predict
         | lithium demand in 2039, because technology changes much.
         | 
         | Look at steel. Most of the steel used is recycled steel, we
         | don't mine a lot of it any more. If you asked someone 90 years
         | ago, they would have assumed global steel demand would continue
         | to rise.
        
           | asdflkjvlkj wrote:
           | In the USA, most steel is recycled. Most of the rest of the
           | world uses basic oxygen furnace by wide margin.
        
       | sidewndr46 wrote:
       | Is lithium even rare enough to matter? I've read that the Salton
       | sea may contain enough lithium to supply years of demand anyways.
       | From my observation, it isn't the presence of lithium that
       | matters. It's how to cheaply exploit it into a commercial
       | product. For most purposes this just boils down to "mine it
       | somewhere without environmental regulations"
        
       ___________________________________________________________________
       (page generated 2024-10-23 23:01 UTC)