[HN Gopher] What Is Entropy? A Measure of Just How Little We Know
       ___________________________________________________________________
        
       What Is Entropy? A Measure of Just How Little We Know
        
       Author : nsoonhui
       Score  : 210 points
       Date   : 2024-12-14 07:49 UTC (15 hours ago)
        
 (HTM) web link (www.quantamagazine.org)
 (TXT) w3m dump (www.quantamagazine.org)
        
       | kqr wrote:
       | > As physicists have worked to unite seemingly disparate fields
       | over the past century, they have cast entropy in a new light --
       | turning the microscope back on the seer and shifting the notion
       | of disorder to one of ignorance. Entropy is seen not as a
       | property intrinsic to a system but as one that's relative to an
       | observer who interacts with that system.
       | 
       | Maybe I have the benefit of giant shoulders, but this seems like
       | a fairly mundane observation. High-entropy states are those
       | macrostates which have many corresponding microstates. The
       | classification of several microstates into the same macrostate,
       | is this not a distinctly observer-centred function?
       | 
       | I.e. if I consider 5 or 6 to be essentially the same outcome of
       | the die, then that will be a more probable (higher-entropy)
       | outcome. But that's just due to my classification, not inherent
       | to the system!
        
         | niemandhier wrote:
         | In physics the requirement for a valid changing the frame of
         | reference is, that the laws of physics transform according to
         | the transformation.
         | 
         | Every observer should discover the same fundamental laws when
         | performing experiments and using the scientific method.
         | 
         | To stay in your analogy, saying 5 and 6 are the same would only
         | work if the rules of the game you play could transform in such
         | a way that an observer making a distinction between the two
         | would arrive at the correctly transformed rules in his frame of
         | reference.
         | 
         | Given that we have things like neutron stars, black holes and
         | other objects that are at the same time objects of quantum
         | physics and general relativity, the statement feels pretty
         | fundamental to me, to a degree even that I wonder if it might
         | be phrased to strongly.
        
           | bubblyworld wrote:
           | I think you may have misunderstood the OP's point - the
           | entropy you calculate for a system depends on how you factor
           | the system into micro and macro states. This doesn't really
           | have anything to do with changes of reference frame - in
           | practice it's more about limitations on the kinds of
           | measurements you can make of the system.
           | 
           | (you can't measure the individual states of all the particles
           | in a body of gas, for instance, so you factor it into
           | macrostate variables like pressure/temperature/volume and
           | such)
        
             | lizzas wrote:
             | Can we take the anthropic out of this? I reckon it'll make
             | things easier.
             | 
             | Instead of me knowing, do other physical objects get
             | affected. I might get anemsia and forget what the dots on a
             | dice mean and say they are all the same: all dotty!
             | 
             | Imagine each hydrogen atom has a hidden guid but this is
             | undetectable and has no effect on anything else. This is a
             | secret from the rest of physics!
             | 
             | I guess!!! (Armchair pondering!) that that guid cannot be
             | taken into account for entropy changes. At least from any
             | practical standpoint.
             | 
             | You could imagine each atom having a guid and come up with
             | a scheme to hash the atom based on where it came from ...
             | but is that info really there and if so does it affect
             | anything physically beyond that atoms current state (as
             | defined by stuff that affects other stuff).
        
               | bubblyworld wrote:
               | What anthropic do you mean? I'm describing properties of
               | models, not people. Physics (probably) doesn't care what
               | you "know".
               | 
               | On the guid idea - fundamental particles are
               | indistinguishable from one another in quantum mechanics,
               | so they don't have anything like a guid even in
               | principle. There is no experiment you could perform on an
               | electron to determine whether it had been swapped out for
               | a "different" one, for instance.
               | 
               | Maybe I'm missing your point though?
        
               | lizzas wrote:
               | Sorry ... I am replying mostly to the dice idea which
               | wasn't you.
               | 
               | Yes correct about the guid idea. My point is the
               | discussion is easier to follow if grounded in reality (as
               | best modelled since that is all we have plus some
               | evidence stored in the same "SSD"!)
        
               | bubblyworld wrote:
               | Oh I see. But on your guid thing, people often describe
               | entropy in terms of the set of micro states of your
               | system (the actually physical states in your model) and
               | the macro states (sets of microstates that are described
               | by a collection of high-level state variables like
               | pressure/temperature).
               | 
               | Physically indistinguishable stuff would have the same
               | _micro state_ , so yeah, they wouldn't affect entropy
               | calculations at all, no matter what macro states you
               | picked.
               | 
               | But I disagree a bit about grounding things in reality -
               | some concepts are quite abstract and having clean
               | examples can be helpful, before you start applying them
               | to the mess that is our universe!
        
             | niemandhier wrote:
             | From a thermodynamics point of view only the differential
             | of the entropy matters, so if there is only a fixed
             | difference between the two computations they do not
             | influence the physics.
             | 
             | If the way one does the coarse graining of states results
             | in different differentials, one way should be the correct
             | one.
             | 
             | There is only one physics.
             | 
             | If I remember one of Plancks relevations was that he could
             | explain why a certain corrections factor was needed in
             | entropy calculations, since phase space had finished cell
             | size.
        
               | bubblyworld wrote:
               | That's true - for instance I believe many of the results
               | of statistical mechanics rely on further assumptions
               | about your choice of macrostates, like the fact that they
               | are ergodic (i.e. the system visits each microstate
               | within a macrostate with equal probability on average).
               | Obviously exotic choices of macrostates will violate
               | these assumptions, and so I would expect the predictions
               | such a model makes to be incorrect.
               | 
               | But ultimately that's an empirical question. Entropy is a
               | more general concept that's definable regardless of
               | whether the model is accurate or not.
        
         | guerrilla wrote:
         | > mundane observation
         | 
         | What makes an observation mundane? I think what you said is
         | insightful and demonstrates intelligence. I don't think it's at
         | all obvious to the masses of students that have poured over
         | introductory physics textbooks. In fact, it seems to me that
         | often entropy is taught poorly and that very few people
         | understood it well but that we are beginning to correct that. I
         | point to the heaps of popsci magazines, documentaries and
         | YouTube videos failing to do anything but confuse the public as
         | additional evidence.
        
           | LudwigNagasena wrote:
           | Maybe if you opened only introductory physics textbooks then
           | it's not mundane; but If you opened introductory information
           | theory textbooks, statistical textbooks, introductions to
           | Bayesian probability theory, articles about MaxEnt
           | thermodynamics including articles by E.T. Jaynes, then it's a
           | quite mundane observation.
        
             | guerrilla wrote:
             | So, what you're saying is, not very mundane at all and, in
             | fact, that it's specialized knowledge requiring advanced
             | education. ;)
        
             | mitthrowaway2 wrote:
             | Jaynes definitely made the case for this a long time ago,
             | and in my opinion he's correct, but I think that view is
             | still not mainstream; or even if mainstream, certainly not
             | dominant. So I think we should welcome other people who
             | reach it on their own journey, even if they aren't the
             | first to arrive there.
        
         | kergonath wrote:
         | > Maybe I have the benefit of giant shoulders, but this seems
         | like a fairly mundane observation.
         | 
         | It is not mundane, and it is also not right, at least for
         | entropy in Physics and Thermodynamics.
         | 
         | > High-entropy states are those macrostates which have many
         | corresponding microstates.
         | 
         | That is how you deduce entropy form a given model. But entropy
         | is also something that we can get from experimental
         | measurements. In this case, the experimental setup does not
         | care about microstates and macrostates, it just has properties
         | like enthalpy, heat capacity and temperature.
         | 
         | We can build models after the fact and say that e.g. the
         | entropy of a given gas matches that predicted by our model for
         | ideal gases, or that the entropy of a given solid matches what
         | we know about vibrational entropy.
         | 
         | That's how we say that e.g. hydrogen atoms are
         | indistinguishable. It's not that they become indistinguishable
         | because we decide so. It's because we can calculate entropy in
         | both cases and reality does not match the model with
         | distinguishable atoms.
         | 
         | > The classification of several microstates into the same
         | macrostate, is this not a distinctly observer-centred function?
         | 
         | It seems that way if we consider only our neat models, but it
         | fails to explain why experimental measurements of the entropy
         | of a given materials are consistent and independent of whatever
         | model the people doing the experiment were operating on.
         | Fundamentally, entropy depends on the probability distribution,
         | not the observer.
        
           | LudwigNagasena wrote:
           | > It is not mundane, and it is also not right, at least for
           | entropy in Physics and Thermodynamics.
           | 
           | Articles about MaxEnt thermodynamics by E.T. Jaynes where he
           | talks about the "anthropomorphic" nature of entropy date back
           | to 1960s. How is that not right in physics?
        
             | kergonath wrote:
             | By the look of it, it is another misguided attempt to apply
             | information theory concepts to thermodynamics. Entropy as
             | information is seductive because that way we think we can
             | understand it better, and it looks like it works. But we
             | need to be careful because even though we can get useful
             | insights from it (like Hawking radiation) it's easy to
             | reach unphysical conclusions.
             | 
             | > How is that not right in physics?
             | 
             | Why would it be right? Was it used to make predictions that
             | were subsequently verified?
        
               | kgwgk wrote:
               | That misguided attempt has resulted in full graduate
               | courses and textbooks. Maybe one look is not all that it
               | takes to fully assess its worthiness.
               | 
               | https://www.amazon.com/Microphysics-Macrophysics-
               | Application...
               | 
               | https://arxiv.org/pdf/cond-mat/0501322
        
               | kergonath wrote:
               | Plenty of bad stuff made its way into textbooks, I saw
               | some really dodgy stuff at uni. And for every
               | uncontroversial statement we can find a textbook that
               | argues that it is wrong. Sorting the good from the bad is
               | the main point of studying science and it is not easy.
               | What is also important is that approaches that can work
               | in some field or context might be misleading or lead to
               | wrong outcomes in others. Information theory is obviously
               | successful and there is nothing fundamentally wrong with
               | it.
               | 
               | Where we should be careful is when we want to apply some
               | reasoning verbatim to a different problem. Sometimes it
               | works, and sometimes it does not. Entropy is a
               | particularly good example. It is abstract enough to be
               | mysterious for a vast majority of the population, hence
               | why these terribly misleading vulgarisation articles pop
               | up so often. Thinking of it in terms of information is
               | sometimes useful, but going from information to knowledge
               | is a leap, and then circling back to Physics is a bit
               | adventurous.
        
               | kgwgk wrote:
               | Plenty of bad stuff makes its way into hackernews
               | comments as well. Saying that "it could be wrong" doesn't
               | really support the "it's wrong" claim, does it?
        
               | kergonath wrote:
               | I did not make that point, though. I rejected an appeal
               | to authority because something was in a textbook. I made
               | no comment about the validity of that person's work in
               | his field, I just pointed out that this transferability
               | was limited.
        
               | kgwgk wrote:
               | My bad, I thought you considered Balian's work another
               | misguided attempt to apply information theory concepts to
               | thermodynamics.
               | 
               | For the record, this is the abstract of the "Information
               | in statistical physics" article: "We review with a
               | tutorial scope the information theory foundations of
               | quantum statistical physics. Only a small proportion of
               | the variables that characterize a system at the
               | microscopic scale can be controlled, for both practical
               | and theoretical reasons, and a probabilistic description
               | involving the observers is required. The criterion of
               | maximum von Neumann entropy is then used for making
               | reasonable inferences. It means that no spurious
               | information is introduced besides the known data. Its
               | outcomes can be given a direct justification based on the
               | principle of indifference of Laplace. We introduce the
               | concept of relevant entropy associated with some set of
               | relevant variables; it characterizes the information that
               | is missing at the microscopic level when only these
               | variables are known. For equilibrium problems, the
               | relevant variables are the conserved ones, and the Second
               | Law is recovered as a second step of the inference
               | process. For non-equilibrium problems, the increase of
               | the relevant entropy expresses an irretrievable loss of
               | information from the relevant variables towards the
               | irrelevant ones. Two examples illustrate the flexibility
               | of the choice of relevant variables and the multiplicity
               | of the associated entropies: the thermodynamic entropy
               | (satisfying the Clausius-Duhem inequality) and the
               | Boltzmann entropy (satisfying the H-theorem). The
               | identification of entropy with missing information is
               | also supported by the paradox of Maxwell's demon. Spin-
               | echo experiments show that irreversibility itself is not
               | an absolute concept: use of hidden information may
               | overcome the arrow of time."
        
               | oh_my_goodness wrote:
               | "We need to be careful", agreed. "It's not mundane",
               | agreed. (It's mundane in information theory because
               | that's how they define entropy.)
               | 
               | "It's [...] not right" (from your first comment), can you
               | give/link a specific physical example? It would be very
               | cool to have a clear counterexample.
        
               | kergonath wrote:
               | > can you give/link a specific physical example?
               | 
               | About the lack of subjectivity of the states? If we
               | consider any bit of matter (for example a crystal or an
               | ideal gas), the macrostate is completely independent of
               | the observer: it's just the state in which the law of
               | physics say that bit of matter should be. In an ideal gas
               | it is entirely determined by the pressure and volume,
               | which are anything but subjective. For a crystal it is
               | more complex because we have to account for things like
               | its shape but the reasoning is the same.
               | 
               | Then, the microstates are just accessible states, and
               | this is also dictated by Physics. For example, it is
               | quite easy to see that a crystal has fewer accessible
               | states than a gas (the atoms' positions are constrained
               | and the velocities are limited to the crystal's vibration
               | modes). We can calculate the entropy in the experimental
               | conditions within that framework, or in the case of
               | correlated liquids, or amorphous solids, or whatever. But
               | the fact that we can come up with different entropies if
               | we make different hypotheses does not mean that any of
               | these hypotheses is actually valid. If we measure the
               | entropy directly we might have a value that is consistent
               | with several models, or none. The actual entropy is what
               | we observe, not the theoretical scaffolding we use to try
               | to make sense of it. And again, this is not subjective.
        
               | oh_my_goodness wrote:
               | Agreed, sure. Of course it's not subjective.
               | 
               | Is there a concrete physical example where the
               | information-theory definition of entropy disagrees with
               | experiment?
        
           | markisus wrote:
           | Maybe the experimental apparatus is not objective. The
           | quantities we choose to measure are dictated by our
           | psychological and physiological limitations. The volume of a
           | container is not objectively defined. An organism which lives
           | at a faster time scale will see the walls of the container
           | vibrating and oscillating. You must convince the organism to
           | average these measurements over a certain time scale. This
           | averaging throws away information. This is the same with
           | other thermodynamic quantities.
        
             | kergonath wrote:
             | > The quantities we choose to measure are dictated by our
             | psychological and physiological limitations.
             | 
             | No. The enthalpy changes measured by a calorimeter are not
             | dependent on our psychological limitations.
             | 
             | > The volume of a container is not objectively defined.
             | 
             | Yes, it is, for any reasonable definition of "objective".
             | We know how to measure lengths, we know how they change
             | when we use different frames of reference so there is no
             | situation in which a volume is subjective.
             | 
             | > An organism which lives at a faster time scale will see
             | the walls of the container vibrating and oscillating.
             | 
             | This does not matter. We defined a time scale from periodic
             | physical phenomena, and then we know how time changes
             | depending on the frame of reference. There is no
             | subjectivity in this, whatever is doing the measurement has
             | no role in it. Time does not depend on how you feel. It's
             | Physics, not Psychology.
             | 
             | > This is the same with other thermodynamic quantities.
             | 
             | No, it's really not. You seem to know just enough
             | vocabulary to be dangerous and I encourage you to read an
             | introductory Physics textbook.
        
               | notfed wrote:
               | Sometimes I wish HN had merit badges. Or if you like, a
               | device to measure the amount of information contained
               | within a post.
        
               | kergonath wrote:
               | I am not sure it would help, I think it would just
               | enhance groupthink. I like how you need to write
               | something obviously stupid or offensive for the downvotes
               | to have a visible effect and that upvotes have no visible
               | effect at all. (Yes, it changes ranking, but there are
               | other factors). People are less prejudiced when they read
               | the comment than if they see that it is already at -3 or
               | +5.
               | 
               | Yes, it means that some posts should be more (or less)
               | visible than they are but overall I think it's a good
               | balance.
               | 
               | Besides, I am not that interested in the absolute amount
               | of information in a post. I want information that is
               | relevant to me, and _that_ is very subjective :)
        
               | whatshisface wrote:
               | The enthalpy changes measured by a calorimeter are
               | dependent on the design of the calorimeter, which could
               | have been a different piece of equipment. In a sense,
               | that makes it dependent on the definition of enthalpy.
               | 
               | If you introduced a new bit of macro information to the
               | definition of an ensemble, you'd divide the number of
               | microstates by some factor. That's the micro level
               | equivalent of macroscopic entropy being undefined up to
               | an additive constant.
               | 
               | The measurables don't tell you S, they only tell you dS.
        
               | kergonath wrote:
               | > The enthalpy changes measured by a calorimeter are
               | dependent on the design of the calorimeter, which could
               | have been a different piece of equipment.
               | 
               | Right, but that is true of anything. Measuring devices
               | need to be calibrated and maintained properly. It does
               | not make something like a distance subjective, just
               | because someone is measuring it in cm and someone else in
               | km.
               | 
               | > If you introduced a new bit of macro information to the
               | definition of an ensemble, you'd divide the number of
               | microstates by some factor. That's the micro level
               | equivalent of macroscopic entropy being undefined up to
               | an additive constant.
               | 
               | It would change the entropy _of your model_. An ensemble
               | in statistical Physics is not a physical object. It is a
               | mental construct and a tool to calculate properties. An
               | actual material would have whatever entropy it wants to
               | have regardless of any assumptions we make. You would
               | just find that the entropy of the material would match
               | the entropy of one of the models better than the other
               | one. If you change your mind and re-run the experiment,
               | you'd still find the same entropy. This happens e.g. if
               | we assume that the experiment is at a constant volume
               | while it is actually under constant pressure, or the
               | other way around.
               | 
               | > In a sense, that makes it dependent on the definition
               | of enthalpy.
               | 
               | Not really. A joule is a joule, a kelvin is a kelvin, and
               | the basic laws of thermodynamics are some of the most
               | well tested in all of science. The entropy of a bunch of
               | atoms is not more dependent on arbitrary definitions than
               | the energy levels of the atoms.
               | 
               | > The measurables don't tell you S, they only tell you
               | dS.
               | 
               | That's true in itself, the laws of Thermodynamics are
               | invariant if we add a constant term to the entropy. But
               | it does not mean that entropy is subjective: two
               | observers agreeing that the thing they are observing has
               | an entropy of 0 at 0 K will always measure the same
               | entropy in the same conditions. And it does not mean that
               | actual entropy is dependent on specific assumptions about
               | the state of the thing.
               | 
               | This is also true of energy, and electromagnetic
               | potentials (and potentials in general). This is unrelated
               | to entropy being something special or subjective.
        
           | kgwgk wrote:
           | > But entropy is also something that we can get from
           | experimental measurements. In this case, the experimental
           | setup does not care about microstates and macrostates, it
           | just has properties like enthalpy, heat capacity and
           | temperature. [...] experimental measurements of the entropy
           | of a given materials are consistent and independent of
           | whatever model the people doing the experiment were operating
           | on. Fundamentally, entropy depends on the probability
           | distribution, not the observer.
           | 
           | https://bayes.wustl.edu/etj/articles/gibbs.vs.boltzmann.pdf
           | 
           | Thermodynamics does have the concept of the entropy of a
           | thermodynamic system; but a given physical system corresponds
           | to many different thermodynamic systems. [...] It is clearly
           | meaningless to ask, "What is the entropy of the crystal?"
           | unless we first specify the set of parameters which define
           | its thermodynamic state. [...] There is no end to this search
           | for the ultimate "true" entropy until we have reached the
           | point where we control the location of each atom
           | independently. But just at that point the notion of entropy
           | collapses, and we are no longer talking thermodynamics! [...]
           | From this we see that entropy is an anthropomorphic concept,
           | not only in the well-known statistical sense that it measures
           | the extent of human ignorance as to the microstate. Even at
           | the purely phenomenological level, entropy is an
           | anthropomorphic concept. For it is a property, not of the
           | physical system, but of the particular experiments you or I
           | choose to perform on it.
        
       | pndy wrote:
       | http://www.thelastquestion.net/ - in case someone missed it
       | somehow
        
         | niemandhier wrote:
         | Wow.
         | 
         | When did we take the turn from sci-fi like that to the ever
         | dystopian laments we read today.
        
           | rcxdude wrote:
           | It's pretty cyclical, there's older sci-fi that's more
           | dystopian and still older sci-fi then that which is
           | optimistic. (and of course, the trends are only trends)
        
           | pixl97 wrote:
           | I mean they had dystopian sci-fi back then too...
           | 
           | Technology changes, yet people remain ever the assholes.
        
         | guerrilla wrote:
         | This is my favorite Isaac Asimov story and the reason I started
         | reading him.
        
           | srean wrote:
           | For all who haven't, please read the other two as well.
           | 
           | Last Answer
           | 
           | Nightfall
        
             | pndy wrote:
             | Gotta mention that _Nightfall_ exists as both Asimov 's
             | short story and a novel he co-wrote with Robert Silverberg
             | nearly 50 years later
        
               | pessimizer wrote:
               | And that the short story is the important one.
        
           | lizzas wrote:
           | This will be my favorite Issac Asimov story and the reason I
           | will start reading him
        
         | WillAdams wrote:
         | Anyone know how to contact the person responsible for that
         | site?
         | 
         | Typo:
         | 
         | >Planetarv
         | 
         | should be "Planetary".
        
       | widea wrote:
       | Entropy, a measure of freedom in a contained environment.
        
         | rapjr9 wrote:
         | Life, a short term attempt to reverse some entropy by creating
         | more entropy.
        
       | perihelions wrote:
       | A related thread from earlier this year,
       | 
       | https://news.ycombinator.com/item?id=41037981 ( _" What Is
       | Entropy? (johncarlosbaez.wordpress.com)"_, 209 comments)
        
       | ChaitanyaSai wrote:
       | Lovely article. The subjective nature of entropy and information
       | immediately makes me think of the IIT theory (integrated
       | information theory) of consciousness and its foundational
       | futility. Information cannot be discussed without perspective.
       | Someone has to define the states. A die have 6 states only to us
       | humans. What about an ant that's likely to have the die land on
       | it? Bringing the observer back into discussions of information is
       | fascinating because it then begs the question: How is the
       | observer put together? And how does a perspective, an I, emerge
       | in a multi-trillion-cell entity? For those interested in this
       | detour, you might like reading this and our book (mentioned in
       | there)
       | 
       | https://saigaddam.medium.com/consciousness-is-a-consensus-me...
        
         | 3abiton wrote:
         | For me CS with Physics BSc, it's always fascinating to still
         | see how entropy is still sich a wild measure.
        
       | tsoukase wrote:
       | My perspective:
       | 
       | 1) entropy is a mathematical concept. Physics apply it, like any
       | other mathematical one
       | 
       | 2) math entropy does not change, everything is reversible, as it
       | is based on known quantities
       | 
       | 3) entropy measures how far we are from perfectly knowing a
       | system
       | 
       | 4) logarithm is chosen to measure entropy because of its
       | convenient properties, not because of any deeper law. It could be
       | a sum, a product etc
       | 
       | 5) the Second thermodynamic law is a tautology: "every system
       | tends to higher entropy state because it is more common" becomes
       | "the more common is the more common"
        
         | currymj wrote:
         | i think those convenient properties are the sign of some deeper
         | law. you do want to work with the exponential and logarithm,
         | same as in so many other places. you don't necessarily want
         | some other generalized "entropy".
        
       | openrisk wrote:
       | Is there a specific name for the art and craft of presenting a
       | topic online (as a web page) using a flow of text interspersed
       | with interactive activities?
       | 
       | Whatever the name of this approach, quantamagazine is definitely
       | good at it!
        
         | gyomu wrote:
         | Some people have coined the term explorable
         | explanation/explorables
         | 
         | https://explorabl.es/
         | 
         | https://en.wikipedia.org/wiki/Explorable_explanation
        
           | openrisk wrote:
           | aah, this is nailing it. It helps to differentiate from game-
           | like experiences and special purpose apps.
           | 
           | Another interesting term from the wiki link is "active
           | essays":
           | 
           | > The related term "active essays" was used by Alan Kay to
           | refer to text-based explorable explanations
           | 
           | But I don't know if by text-based he meant strictly no
           | visuals. Like just ASCII art? :-)
        
         | TheSpiceIsLife wrote:
         | Multimedia?
         | 
         | https://en.m.wikipedia.org/wiki/Multimedia
         | 
         |  _Multimedia refers to the integration of multiple forms of
         | content such as text, audio, images, video, and interactive
         | elements into a single digital platform or application._
        
           | openrisk wrote:
           | Multimedia is fairly general, so it includes this but also
           | much more.
           | 
           | Including video in particular tends to highjack the
           | experience (you switch mode), whereas interactive elements
           | that you explore as you keep reading feel more integrated.
        
         | johnea wrote:
         | I'm pretty sure this is called "writing"
        
       | inshard wrote:
       | Fails to mention Heisenberg uncertainty, which in my opinion is a
       | theoretical ceiling to this approach. Also it needs to account
       | for cost of compute relative potential useful work from these
       | quantum engines. If the energy cost of compute exceeds potential
       | useful work, then it's still net negative (or useless work).
       | Finally there's the question of hidden patterns and the spectrum
       | of randomness. Some systems are more random than others. The
       | potential for useful work within a reasonable energy cost of
       | compute will decline when we travel down the spectrum of
       | randomness. Systems which are at maximal Heisenberg uncertainty,
       | I.e. particles are not entangled, and have no correlation with a
       | superstructure of other entangled particles, will not hold any
       | further improvement to knowledge and thus zero potential work.
       | This is the ultimate entropy of the local and macro system.
       | Probably also the cause of certain violation of conservation of
       | energy principles, such as dark energy.
        
       | daoboy wrote:
       | The interactive graphic that tries to show entropy is subjective
       | doesn't sit right for me.
       | 
       | They fail to properly define the macrostate of the system under
       | consideration, then show two different observed entropies for two
       | different macrostates (Colors for Alice and Shapes for Bob).
       | 
       | That doesn't show entropy is subjective, it shows that defining
       | the system is subjective. The same two macrostates would still
       | have the same entropy
        
         | Serenade wrote:
         | Thank you for articulating what was bothering me about this.
         | 
         | I couldn't quite put my finger on it, but you're right. They
         | are confusing defining the system with defining the entropy of
         | a system and then saying it's the entropy that is subjective.
         | That isn't the case at all. Entropy is just a measurement.
        
         | markisus wrote:
         | Maybe if you take Alice and Bob to be two separate alien
         | species it could make more sense. Alice's species has no
         | measurement devices capable of detecting Bob's version of
         | entropy, and therefore Alice is not able to extract any useful
         | work from Bob's system and vice versa. Therefore any objective
         | definition of entropy needs to include the capabilities of the
         | measurer. Which is just the same as what you were saying about
         | macrostates.
        
       | plank wrote:
       | Interesting to read this, 27 years after my PhD* (theoretical
       | physics), in which I did compare the view WITH and the view
       | WITHOUT 'unknowns' causing entropy as a driver.
       | 
       | * My PhD was about how to treat a (quantum mechanical) system
       | inside a cavity: a cavity with one perfect mirror and one
       | 99.999999% perfect mirror. The (one dimensional) universe was
       | made whole by another perfect mirror at the other side of the
       | non-perfect mirror (in ASCII art:
       | 
       | [100%] --l-- [100-epsilon] ----L------ [100%]
       | 
       | With L >> l. The 'whole universe' solution was simple (using
       | standard quantum mechanics techniques), the 'lossy' 'small
       | universe' was not. But they needed to be the same (physically).
       | Thus using the exact solution for the 'complete' (l+L) universe
       | and comparing it to possible 'small' (l) universe models in which
       | some non-linear term accounted for loss. The connection between
       | how a lossy system (in which entropy exists/is a driving 'force')
       | and a losless system (in which everything is conserved) is thus
       | not a new insight;-0
        
         | mojomark wrote:
         | I read you're comment with interest, but ultimately I can't
         | understand the point being made because I don't know what kind
         | of mirror you're referring to (optical?), I don't know what 'l'
         | or 'L' represent (lateral spacing of mirrors?, vacuum energy
         | desnities?), and the last sentence I think maybe the word 'how'
         | should be deleted?
        
           | plank wrote:
           | Answers to your questions: 1): all the way to the left, a
           | mirror with a reflectivity|r| of 1 (or a 100%). In the middle
           | an |r| of slightly below 1. Yes, optical, system with photons
           | (a and a^dagger with [a,a^dagger]=1). 2) distance between
           | mirrors 1 and 2: l. Distance mirror 2 and 3:L. (Later taking
           | the limit L/l ==>> infinity) 3) the how is actually correct,
           | I guess the word behaves is missing twice: .... how ....
           | behaves and a .... behaves.
        
           | IIAOPSW wrote:
           | The imperfect mirror means that epsilon% of the time the
           | light goes through to a much larger "back room" whereas
           | (1-epsilon)% of the time the light just reflects like normal.
           | The point being made is that this is an extension of an
           | ordinary ideal cavity to include unavoidable (but weak)
           | interaction with the much larger system outside of it (aka
           | the whole universe). It just so happens the much larger
           | external system is also being modeled as a simple 1d cavity.
           | 
           | In other words, entropy is equivalent to bits of information
           | needed to specify the complete state of the system leaking
           | outside of the confines of where those bits are being
           | observed by an experiment (eg tunneling through an imperfect
           | mirror).
           | 
           | Entropy is an accounting tool to keep track of how many bits
           | are missing, and how far this ignorance has percolated into
           | what you can safely predict about the system.
        
         | revskill wrote:
         | So i am curiouys to know how did u invent new knowledge without
         | computer science
        
         | mike_ivanov wrote:
         | Interesting. Could you share a link to your thesis?
        
       | amelius wrote:
       | Makes sense. If we knew the theory of everything and the initial
       | conditions of the universe, then we could just compute the next
       | episode of a series instead of streaming it.
        
         | api wrote:
         | Not necessarily. A theory of everything does not imply either
         | the computability of a future state or determinism.
         | 
         | Even if our ToE is deterministic the universe may be
         | computationally irreducible, meaning it cannot be computed
         | accurately at lower resolution in all cases. Note that such a
         | universe could contain within it regions that are
         | computationally reducible, just not the whole and not all
         | regions.
         | 
         | I would expect a ToE to give us knowable bounds to either
         | determinism or computability. It should tell us what is
         | precisely knowable or predictable and what isn't.
         | 
         | Edit: to understand how a ToE could leave some things
         | unknowable (but tell us what they are) consider the Hubble
         | horizon. Light beyond it will never reach us making
         | sufficiently distant things unknowable.
         | 
         | Limits may be great. It means we can at least subjectively
         | consider ourselves as having free will -- even with a
         | deterministic theory it may be unknowable determinism. It's
         | just like how the speed of light might be why we got to evolve
         | before being bum rushed by aliens.
        
           | FrustratedMonky wrote:
           | "cannot be computed accurately at lower resolution"
           | 
           | The Map is not the Territory.
           | 
           | Our universe is the lowest resolution. So to compute the next
           | instant in our Universe, would need another entire Universe.
           | 
           | We could be the computation occurring.
        
             | api wrote:
             | That's what I meant, but perhaps did not describe well.
        
               | FrustratedMonky wrote:
               | Sorry, I was really just re-stating it, to see if I was
               | grasping the point.
        
         | j7ake wrote:
         | Try it with a chaotic system like a double pendulum you'll see
         | the dynamics are not predictive in the long term.
        
           | adrianN wrote:
           | Is that true? It was my understanding that chaotic systems
           | (with a known initial state) could be predicted to arbitrary
           | precision by throwing enough compute at the problem. Of
           | course knowing the initial state is impossible in the real
           | world, ,,enough" compute might not fit in the observable
           | universe, and quantum mechanics contains true randomness...
        
             | philipov wrote:
             | Yes, chaotic systems can be simulated, and that's the
             | _only_ way to find out what happens with them. The thing
             | one can 't do is reduce them to a closed-form function of
             | _x_ and compute their value for any point along their
             | domain. The only thing we can do is inductively figure out
             | the next _x_ from the current _x_.
        
               | mitthrowaway2 wrote:
               | The issue is more that simulations diverge exponentially
               | with time from any nonzero error in the initial state.
               | With perfect knowledge of the initial conditions and
               | parameters you could simulate the system perfectly, but
               | you'd also need to accumulate zero numerical error along
               | the way.
               | 
               | If you don't demand perfection, then in practice you can
               | do pretty well for short times.
        
       | wtcactus wrote:
       | I remember that somewhere during my physics degree this idea of
       | the article clicked with me.
       | 
       | Entropy is just a simpler way of manifesting properties of a
       | system that we didn't measure because it is too difficult (when I
       | was still at classical physics level) or it's not possible to
       | measure (when quantum mechanics became present in everything we
       | learned).
       | 
       | We use it because we can't measure the position and momentum of
       | every particle (same goes for temperature) so we created theories
       | on how a system with a particular entropy behaves, but it's just
       | a clever way to work with aproximations.
       | 
       | I find this idea fascinating.
        
       | noiv wrote:
       | What about the efficiency to remove entropy? Is there a threshold
       | our combined efforts called science cannot surpass?
       | 
       | Do we need Frank Herbert's spice to progress?
        
         | Trasmatta wrote:
         | A localized reduction of entropy will always result in an
         | increase of entropy in the larger system.
         | 
         | It doesn't matter how efficient your process is, the entropy of
         | the surrounding system will ALWAYS increase as the result of
         | the work needed to effect a localized reduction.
        
           | ganzuul wrote:
           | Unless the surrounding system is already at infinite entropy.
        
       | ziofill wrote:
       | Very nice article. There's an alternative way of thinking of the
       | Gibbs paradox, which is to attach labels to the particles. This
       | naturally makes them distinguishable and increases the total
       | number of possible configurations, and with it the maximum value
       | of the entropy.
        
         | bee_rider wrote:
         | Attaching labels to the particles would make them fundamentally
         | different types of particles, right? So it doesn't seem that
         | surprising that a system with different types of particles
         | would be different.
        
       | zV62drdTw6CM wrote:
       | Happy to see the article being discussed here! I was responsible
       | for the technical implementation of the interactives. If you are
       | interested in the source code, you can find it here:
       | https://github.com/jnsprnw/mip-entropy It's built in Svelte 5
       | with Tailwind.
        
         | azemetre wrote:
         | May I ask why you chose svelte 5 rather than something else?
         | I've noticed that a lot of "one off" interactions are being
         | built with svelte nowadays. What are the benefits of using it?
        
           | zV62drdTw6CM wrote:
           | First, when I joined the project, it wasn't clear how it
           | would be published. Svelte, which outputs compiled
           | JavaScript, can fit into many CMS workflows that
           | newspapers/publishers use.
           | 
           | I believe Svelte was developed by Rich Harris at the NY Times
           | for this very reason.
           | 
           | We ended up using iFrames, so other frameworks like React
           | could have been used.
           | 
           | Second, Svelte is very well suited for these small
           | interactives because it has built-in state, transitions, and
           | reactivity with low overhead.
           | 
           | Third, it was a personal choice, as I now do most of my work
           | in Svelte.
        
             | kqr wrote:
             | > We ended up using iFrames, so other frameworks like React
             | could have been used.
             | 
             | Wait, wasn't one of the original selling points of React
             | that it could be embedded piecewise to enhance
             | interactivity of the parts of pages that needed it? It
             | should certainly not need a separate page!
        
               | gligorot wrote:
               | It's a PITA to extract a stateful react component to a
               | standalone piece of code that can be inserted in a random
               | place (in another page, served via API etc.). Not sure
               | about Svelte, but achieving this in React was
               | unexpectedly hard/impossible in our use case.
        
               | codethief wrote:
               | It doesn't.
        
       | johnea wrote:
       | But consider the "monkeycide paradox". If we start a nuclear war,
       | and kill every single primate on the planet, does the universe
       | cease to exist? Does time start running in reverse? Maybe time
       | would go back to before we nuked everyone out of existence, and
       | life would be like one of those endless time loop anime? Will
       | matter start spewing out of black holes instead of going in
       | because there was no monkey there to watch it? Would it be enough
       | if a dog observed the universe? (they're "like our family" after
       | all) or a squid? What about a yeast cell?
       | 
       | Obviously this is hyperbole 8-) but I think the point is clear.
       | If anyone really believes that the existence of primate life on
       | our little planet "observing the universe" is what makes all
       | physical processes advance, they have some serious issues of
       | overcharged ego.
       | 
       | Of course a theory doesn't have to be completely correct to be
       | useful. Old ideas of heat as a fluid have been supplanted, but
       | they still helped design working systems in their time. Modern
       | ideas of quantum mechanics, as incomplete as they are, still
       | model a concept of "tunneling" that's sufficiently accurate to
       | make semiconductors work.
       | 
       | Or, you can just run with the Rovelli quote from the article:
       | "What they're telling me is bullshit" 8-)
        
       | shorefire wrote:
       | For the longest time I had no real intuition of what entropy
       | actually represented. This veritasium video explained it in a way
       | that finally clicked for me:
       | https://www.youtube.com/watch?v=DxL2HoqLbyA
        
       | TexanFeller wrote:
       | Entropy got a lot more exciting to me after hearing Sean Carroll
       | talk about it. He has a foundational/philosophical bent and likes
       | to point out that there are competing definitions of entropy set
       | on different philosophical foundations, one of them seemingly
       | observer dependent:
       | 
       | - https://youtu.be/x9COqqqsFtc?si=cQkfV5IpLC039Cl5
       | 
       | - https://youtu.be/XJ14ZO-e9NY?si=xi8idD5JmQbT5zxN
       | 
       | Leonard Susskind has lots of great talks and books about quantum
       | information and calculating the entropy of black holes which led
       | to a lot of wild new hypotheses.
       | 
       | Stephen Wolfram gave a long talk about the history of the concept
       | of entropy which was pretty good:
       | https://www.youtube.com/live/ocOHxPs1LQ0?si=zvQNsj_FEGbTX2R3
        
       | Jerrrry wrote:
       | Computers are finite ergo the largest number any computer can
       | compute is all ones in binary.
       | 
       | That's it's Busy Beaver number, but think how easy all ones in
       | binary is to compress from an information theory standpoint.
       | 
       | So the most entrophic state would be the one state requiring the
       | most compression.
        
       | kayo_20211030 wrote:
       | Why has Quanta degenerated into a mad combination of ineffective
       | science communication and breathless, and slightly envious
       | references to yoga retreats in the North of England. It's become
       | a lifestyle magazine for the self-important, science-adjacent
       | middlebrows. Most obviously, it's nerd-sniping for HN.
       | 
       | And before you _instinctively_ (it will be instinctive) downvote
       | me to oblivion, please read the piece and assure yourself that
       | it's not truly a piece of rote trash.
        
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