[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  : 187 points
       Date   : 2024-10-22 17:05 UTC (5 hours 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:
         | 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.
        
               | 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.
        
               | tomrod wrote:
               | Both areas can be great.
        
             | 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.
        
               | 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.
        
               | Agree2468 wrote:
               | I think in terms of natural beauty, it's definitely in
               | the upper half. Specifically Ouachita National Forest in
               | my opinion.
        
           | 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.
        
       | 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!
        
         | 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.
        
         | 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).
        
         | 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...
        
         | 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).
        
       | 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.
        
       | 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.
        
           | 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.
        
         | 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.
        
         | 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.
        
       | 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
        
             | 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?
        
       | hello_computer wrote:
       | Oh great. Using more taxpayer dollars to spoil nature and prop-up
       | one of Elon's businesses. Leave it in the ground.
        
       | 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.
        
         | 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.
        
             | 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?
        
         | 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)
        
       | 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...
        
           | 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/
        
       | 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.
        
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