Entropy Explained, with Sheep (2016)
engineersedge.com
engineersedge.com
Almost all of them have Python code to illustrate concepts.
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1. Entropy of a fair coin toss - https://bytepawn.com/what-is-the-entropy-of-a-fair-coin-toss...
2. Cross entropy, joint entropy, conditional entropy and relative entropy - https://bytepawn.com/cross-entropy-joint-entropy-conditional...
3. Entropy in Data Science - https://bytepawn.com/entropy-in-data-science.html
4. Entropy of a [monoatomic] ideal gas with coarse-graining - https://bytepawn.com/entropy-of-an-ideal-gas-with-coarse-gra...
5. All entropy related posts - https://bytepawn.com/tag/entropy.html
I was extra confused when I discovered that a spread out cloud of hydrogen is lower entropy than the same cloud gravitationally bound together in a star. So entropy isn’t just about “spreading out,” either.
I found that Legos provide a really nice example to illustrate entropy, so I’ll share that here.
Consider a big pile of Legos, the detritus of many past projects. Intuitively, a pile of Legos is high entropy because it is disordered—but if we are trying to move beyond order/disorder, we need to relate it to micro states and macro states.
Therefore, a pile of Legos is high entropy because if you randomly swap positions of the pieces it will all be the same macrostate—ie a big pile of Legos. Nevertheless, each of the Lego pieces is still in a very specific position— and if we could clearly snapshot all those positions, that would be the specific microstate. That means that the macrostate of the pile has an astronomical number of possible microstates — there are many ways to reorganize the pieces that still look like a pile.
On the other hand, consider a freshly built Lego Death Star. This is clearly low entropy. But to understand why in terms of microstates, it is because very few Legos can be swapped or moved without it not really being a Death Star anymore. The low entropy is because there are very few microstates (specific Lego positions) that correspond to the given macro state (being a Death Star).
This specific case helped me grok Boltzmann entropy. To extend it, consider a box with a small ice crystal in it: this has many fewer possible microstates than the same box filled with steam. In the steam, molecules can pretty much we swapped and moved anywhere and the macrostate is the same. With the crystal, if you start randomly swapping molecules to different microstates, it stops being an ice crystal quickly. So an ice crystal is low entropy.
Now, the definition of what counts as a macrostate is very important in this… but this comment is long enough and I still haven’t gotten to the gym…
(Not refuting entropy as the order of time at all, just noting a visual example is not great evidence.)
“The most misunderstood concept in physics", by Veritasium (YouTube, 2023) (https://youtu.be/DxL2HoqLbyA?si=5a_4lCnuv85lRb57)
No-one would believe the scientists explaining that although highly improbable, the uncracked egg does make scientific sense.
In other words, most humans have bad intuition about large numbers. And I'm not talking about "small" large numbers like "how many Teslas could Elon buy". I mean "how many atoms are in a chicken egg" (and what are their statistical properties at room temperature)
I really think education is mostly about providing higher-level intuitions - making correct thought habitual and thus easy.
Part of what's so attractive about this particular article is how it would mesh with related fields (chemistry, statistics, politics, evolution, astophysics, climate science, etc)
If you want to reference a relevant sci-fi, I'd say Asimov's The Last Question is a better fit.
It isn’t though.
Entropy is a fancy word for potential distribution over negative potential. Negative potential is the “surface area” over which potential may distribute. The “number of possible arrangements” casually fits into this, yet misses some unintuitive possibilities, like the resistive variance or other characteristics not preempted by who ever constructed the intellectual model.
Idealists insist entropy is a scalar state resolve of delta probability in their model. They are self deceived. Entropy is the existential tendency for potential to distribute toward equilibrium.
As long as boffins can throw away results that do not correlate, they can insist it is anything they like.
I don't understand this. Please elucidate.
It doesn't make sense because what they wrote makes no sense. Probably some looney with their own definition of entropy.
Resistance controls the rate of flow of any potential. That you cannot parse English without an exact match of phrase is kind of ironic.
I guess when arguing convention I shouldn’t be too casual with my own language.
Entropy is the distribution of potential over negative potential. In every case. Period. All the other words we use describe how this happens in a specific context (thermal or information).
Can you find an established definition that can be more succinctly regarded as this?
Also I like insisting it is a phenomenon of existential reality, not a conceptual tool of the human mind.
Then explain what is and how this relates to a manifold surface area?
1 point by xtrapol8 1 day ago | hide | past | favorite
Entropy is an existential property describing the distribution of potential. Popularly leading minds in physics, math, and information theory have long upheld a number of standing definitions which do not consistently coincide with observable or functional Truth (causing enumerations and conditions.) These have represented the best of our ideas, and have been accepted among you generationally as immutable and foundational.
These definitions are imperfect and addressing it as such has triggered a blowback of condescension revealing hypocrisy within the cult of science.
I contended this monumental revelation as substantial, edging forward the understanding of all human kind.
Entropy is an existential force, not an abstract idea. Entropy is the distribution of potential toward equilibrium.
Our Universe IS NOT COMPOSED OF STATES. States are momentary values taken under measurement (as extolled by a recent Nobel Prize.) If science can say “the universe is not locally real”, it is time to say entropy is not a number of states, it is potential distributing.
The conceptual resistance this idea has provoked reveals an intellectually brittle character among the very ideas of discovery and understanding. This inflexibility demonstrates a blindness towards one’s own learned misconceptions, the antithesis of advanced learning (which resolves our simple truths.)
Entropy is not a construct of the mind, and it is not limited to known states of a modeled problem, in existential reality it includes all possibilities even those breaking intellectual models.
Potential - the great mystery, I’m pretty sure if I nail this I will solve “the grand unified field theory” and/or the “unified theory of everything” though don’t cringe, I think I’m on to something. EVERYTHING is potential. Existential existence is potential. Information is potential. Hungry? An orange is potential for the equilibrium of your hunger.
Whatever light is may be tied in a knot and that is the basis of all matter. Potential is state unresolved. When QM theorists describe the super amplitude which resolves through interference, that super amplitude is universal potential. This gives rise to state. State is NOT the fundamental aspect. There is no smallest particle building up to the universe, there is potential subdividing into smaller particles through resolve. That is potential.
Negative potential is another way of saying wherever potential is not. Like an ion is missing an electron. The negative potential attracts the electron of another. A different way of saying this is “potential distributes to equilibrium” though “negative potential” is technically more descriptive. Heat moves towards lower heat, only technically if heat is at equilibrium everything is still moving wherever the math shows a gap sufficiently for the thermal flux to vibrate (negative potential still exists at thermal equilibrium).
Check out Roger Penrose’s Road to Reality, he devotes chapters to manifold surface areas. Essentially three dimensional space is not honest. Space-time actually has hyper-dimensional curvature (accretion and planetary ecliptics for instance show how spacial distribution forms an axis)
Let’s talk about electricity. Voltage is literally defined as the potential (negative and positive), where an abundance of electron excitation may be closed in a circuit. Entropy is the fundamental force that causes the electrons (the negative is actually the “positive potential”) to rush to the positive side (which is technically the negative potential, don’t blame me lots have noticed this oddity over the century.) if you add resistance, this turns into heat, slowing the entropic property of voltage equilibrium down. This heat could be insulated, which would slow its dissipation (that talk of entropy may be slowed through resistance.) Heat is not entropy, however heat is the final exhaust of all work, making it the obvious measure (thus the laws of thermodynamics.)
Seeing things this way teach us something important which unifies our understanding of “entropy” in both physics and information theory.
For information, toss a handful of marbles (packed and “ordered” by your grip) into the air and entropy will cause them to spread spacially along the “manifold” of the force arc of your toss.
I will post an additional comment with the content of my HN post which was censored. It didn’t include all the explanations, though I worded my whole point more carefully. Thanks again for being more curious than anti-karmic, this one gave me a beating!
That's because it's nonsense.