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by evouga 1520 days ago
One aspect of entropy that I always find counterintuitive is that unlike mass, charge, etc. it is not a physical quantity. In fact, from the point of view of an experimenter with perfect information about a physical system, the entropy of the system is exactly conserved over time (as made precise by Liouville's Theorem). The Second Law survives in this setting only in the most trivial sense that a constant function does not decrease.

It's only when you start making crude measurements---lumping positions into pixels, clouds of particles each with their own kinetic energy into a single scalar called "temperature," etc---that you start to see a nontrivial entropy and Second Law. Different ways of lumping microstates into macrostates will give you different (and inconsistent) notions of entropy.

8 comments

The way to make sense of entropy is to treat it as a subjective quantity. A subjective quantity is a function where the observer's state of knowledge is one of the input arguments.

The article describes it as a measure of hidden information in a system, which is a good description. But that's not a property of the system itself, it's a property of the observer, from whom the information is hidden.

So different observers with different information about a system will have different opinions about its entropy.

My password, for example, to me has zero entropy. I know its microstate. But it's quite secure from someone trying to guess it, and they will think it's quite high in entropy.

If all you know about a system is that it's a kilogram of air at room temperature, it will seem quite high in entropy to you, as many possible microstates are consistent with that description. But if you have godlike knowledge of the exact configuration of every particle in the container, it will seem very low in entropy to you, and that's more than just an accounting difference. Indeed you can use that information to operate a Maxwell's demon and turn the system into a heat engine, splitting the cold and hot molecules into separate spaces and extracting work as though the system really had low entropy to start with. Because it did. To you.

Most of the confusion about entropy comes from what Jaynes calls the mind projection fallacy: the tendency to treat our uncertainty about a system as a property of the system, rather than a property of ourselves.

> The article describes it as a measure of hidden information in a system, which is a good description. But that's not a property of the system itself, it's a property of the observer, from whom the information is hidden.

Was hoping to see someone point this bit out.. I wish references to entropy included this piece of information more frequently. When I was first trying to understand the concept I kept thinking of it as something objective, but as you say it’s a property of the observer

Speaking of observers always rubs me off the wrong way... I don't want to touch on the observer problem, but just to mention something that should be obvious: there's ALWAYS hidden information in any system where time exists. Any "observer" can only know what the world looks like within its light cone. Because quantum mechanics shows that determinism is not possible, it's not possible for any "observer" to know the exact future state of the world outside what was observable within its light cone up until that moment. There's also the problem that you can only store a limited amount of information even given perfect theoretical storage... hence again, some information must be forgotten by whatever the "observer" is... talking about a "perfect observer" that knows all there is to know makes absolutely no sense.
Since entropy seems to be a measure of our ignorance, then there maybe there is no point in discussing a perfect observer (of something that is boundless). Edit: > talking about a "perfect observer" that knows all there is to know makes absolutely no sense.

if there was such a thing as a perfect observer, let’s say it is you, then you would still choose to measure some things, but not others. Unless by “perfect observer” you are referring to something that knows the states of all things simultaneously at all times, in which case that (to me) doesn’t sound like an observer at all, would just be someone/something that knows. So like you said “there is always hidden information” but that information is hidden to someone that is doing the observing and so is dependent on them. Otherwise from what or whom would the information be hidden? What would information even be without an observer?

Whatever is the driving factor behind the laws of physics seems to have “perfect information”. Not implying anything religious.
Entropy in thermodynamics is a statistical effect which acts like a "force" because of the immense number of particles and sub-states in play. A perfect simulation of gas particles bouncing in a two-chamber system will result in the "pressure" equalising because that is overwhelmingly the most likely state to end up in.

To be honest, I hadn't heard of Louisville's Theorem before but it doesn't seem to imply what you're saying -- in fact it is used to prove the fluctuation theorem which quantifies the probability of entropy spontaneously decreasing (as thermodynamic entropy is a statistical effect).

Liouville's Theorem does indeed seem to imply that entropy doesn't change:

https://physics.stackexchange.com/questions/202522/how-is-li...

> One aspect of entropy that I always find counterintuitive is that unlike mass, charge, etc. it is not a physical quantity. In fact, from the point of view of an experimenter with perfect information about a physical system, the entropy of the system is exactly conserved over time

True of energy as well. It can't be directly measured except as a relation between two states.

> One aspect of entropy that I always find counterintuitive is that unlike mass, charge, etc. it is not a physical quantity.

Those physical quantities might be intuitive, but as a physicist Brian Greene once wrote, no one really knows what mass is. We only know that mass bends space-time curve, hence gravity.

> no one really knows what mass is. We only know that mass bends space-time curve, hence gravity.

Mass is much better understood by its role in inertia. Basically mass is the amount of energy you need to exchange with a thing to change its current speed. This observation works from Newtonian mechanics to QM and GR as well.

Now, why do things have mass? The famous E=mc² explains this for most things: they have mass because something inside them has potential or kinetic energy. This works all the way down to the atomic level - the mass of a proton for example is almost entirely explained by the potential energy of the quarks being held together in a small volume; the total mass of the quarks themselves is only a small fraction of that. Now, the mass of the elementary particles is somewhat more complicated, but the Standard Model does have explanations for those - symmetry breaking for fermions, and the Higgs mechanism for the massive bosons.

The next mystery is: why is inertial mass equal to gravitational mass? GR has essentially explained this, by showing that acceleration is equivalent to gravitational attraction depending on your frame of reference.

So overall, I'm not sure what Brian Greene means by that - mass is at least as well understood as other basic properties of particles (charge, spin, color charge).

This lecture by Leonard Susskind explains most of these things about mass in a way I found easy to follow:

https://www.youtube.com/watch?v=JqNg819PiZY

If I can pick your brain, there’s a related concept — entropy production. How does that relate with these ideas?
Not the GP, but entropy production is any process that increases your ignorance about a system (and usually, if you're doing it intentionally, everybody else's ignorance as well).

To produce entropy you have to grow the number of possible microstates that are consistent with available knowledge of the macrostate.

Usually you accomplish that by converting stored energy into heat somehow. A charged capacitor has low entropy compared for the energy it holds; discharge it through a resistor, and you produce a bunch of entropy because that energy can now be distributed in a lot more ways among a lot more degrees of freedom, and nobody can possibly keep track of them.

It's a property of information so if you assume perfect information, of course it becomes trivial.
I would ask why you don't have the same problem with energy?
Not really. Even from a point of view of an experimenter with perfect information, the entropy of the system declines over time as fewer and fewer bits are needed to describe the system.

For example, start with a Glas of warm water and an ice cube in it. Over time, the ice will melt and the range of different temperatures of the molecules decline. Consequently, you need fewer and fewer bits to describe the complete state of the system. It takes fewer Bits to encode all the velocities of a million molecules that all move at a similar speed than to encode all the velocities of a million molecules that move at very different speeds.

The more similar the state of the molecules becomes, the shorter a text becomes that has to describe the complete state of a system. Therefore, entropy is decreasing even from the point of view of an observer with perfect information.

Because ice is solid you can argue it takes less information because the particles aren't moving at all or in together in unison, so it will take less buts to encode.

Furthermore, velocity is also a product of direction as much as speed, so if you take into consideration a solid object may vibrate it's particles in the same direction while a liquid can have it's particles in infinite directions, you're talking about way more information you have to encode.

What is perfect information?

I understood perfect information to include infinite precision knowledge of non-quantized values like position and momentum. To store that information we'd almost always need infinite bits to express the state of even one particle.

(...and cough ignoring uncertainty...)

Using a finite number of bits was described in the comment above as "lumping positions into pixels".

Surely glass of warm water + ice cube is lower entropy state compared to melted icecube mixed in the water.