#FridayPhysicsFun - Last week I gave a talk about Karl Popper's critique of historicism and how this strikes at macrohistory and future studies. But what does physics say we cannot predict?
Classical mechanics has "Laplace's demon" (born in 1814): it knows all the positions and momenta of every particle in the universe, the full set of mechanical laws, and should then in principle be able to predict the future state at any point in time. en.wikipedia.org/wiki/Laplace%2…
Most obviously, if it didn't know the full initial state it would eventually fail: gravity from remote unconsidered particles would drag other particles out of expected alignment. But even approximating the locations would cause trouble.
Indeed, in standard classical mechanics the location of a particle is a real number: it has an infinite number of digits, so the demon would need a literally infinite amount of information.
But even a discrete universe is problematic. Wolpert showed that the demon cannot exist in the universe, since then one could set up a situation where it needs to predict the opposite of its own prediction. sciencedirect.com/science/articl…
Some of the arguments against the demon deal with thermodynamics: entropy always increases, one cannot reconstruct past positions and momenta from the current state, but classical mechanics is reversible.
I think this is too hasty. Normally you cannot unscramble eggs, but that is because you have too little resources - the demon is arbitrarily competent.
The real problem, which showed up for its brother Maxwell's demon, is that computation has actual thermodynamic cost (and storage needs) and hence Laplace's demon requires more resources than there is in the universe.
This and Wolpert's argument force the demon to live outside the universe, but that is just an argument against it being something practical and real: even a theoretical agent on the outside if it is well-defined enough is a powerful argument for determinism.
But even in simple classical mechanics there are failures of determinism. Norton's dome is a situation where the equations of motion have an infinite number of possible solutions. The demon would not know what to predict! en.wikipedia.org/wiki/Norton%27…pitt.edu/~jdnorton/Good…
This kind of singularity problem also shows up for classical point masses moving under gravity - what happens if two collide? They can also accelerate to infinity or oscillate in weird ways that cannot be continued. en.wikipedia.org/wiki/Painlev%C…
But even finite-sized systems without sharp singularities can be unpredictable because of chaos: initial uncertainties grow exponentially until they dominate. Deterministic chaos is very real.
In short, classical mechanics is way less deterministic and reversible than most people think. More weather than clockwork. jstor.org/stable/687650?…
All of this was before quantum mechanics. Quantum indeterminacy suggests that there is *no* hidden reason for the outcomes of a measurement and hence it is essentially "uncaused" in some sense (at least by hidden variables).
This requires at least three-dimensional Hilbert spaces to ensure that Gleason's theorem applies arxiv.org/abs/0903.2744 By using spatially separated measurements on entangled particles their randomness can also be certified by Bell's theorem arxiv.org/abs/0911.3427
The Heisenberg uncertainty relation is also fundamental: there are certain things (like position and momentum) you cannot simultaneously measure with arbitrary precision. Bad news for the demon, who needs both.
Still, it should be noted that quantum mechanics also conserves information. In a sense every measurement "scrambles the egg" of the measured system while giving a well defined omelette measurement. (Art by Jens-Flemming Sörensen)
Indeed, if you have the initial wave function of the entire universe the demon can just evolve it forward in time with the Schrödinger equation. (There are people who think observations *really* collapse it, but MWI people like me would just say the measurements are in there!)
In practice predictions are always about (1) entertainment, or (2) making some decision about what to do. For that infinite precision is not needed. (The important thing about the second case is that you can be wrong.)
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OK, what is it that I am missing when people go on about environmental impact of ML? Strubell et al estimate of 284 tons CO2equiv for big transformer training is about what you get for 300 tons of steel: short railway bridge. Industrial countries produce megatons steel annually.
My guess: original point "your computation actually has environmental impact and cost" got transmuted - by not comparing to other *industrial* things - into "your computation is a serious environmental issue".
Energy cost of computation/comms *as a whole* does matter (Koomey's law needs to be speeded up), but the ML focus seems more be to knock something with currently high prestige compared to corporate database management or webservers.
#FridayPhysicsFun - One of the weirdest physical effects I know about is the Casimir effect (in my mental ranking it is just a step down from the Aharanov-Bohm effect). physicsworld.com/a/the-casimir-…
If you place two uncharged conductive surfaces close together in vacuum, there is an attractive force between them. Why? Because the vacuum between them has less energy than the vacuum outside them. en.wikipedia.org/wiki/Casimir_e…scholarpedia.org/article/Casimi…
Empty space, according to quantum field theory, is full of possible electromagnetic waves and they all have a finite zero-point energy. However, normally the only thing that matters is differences between this energy and fields with actual waves.
New paper out by Andrew E. Snyder-Beattie, me, Eric Drexler and @mbbonsall about how the timing of evolutionary transitions on Earth suggests intelligent life is rare: liebertpub.com/doi/full/10.10…
There is life on Earth but this is not evidence for life being common in the universe! This is since observing life requires living *observers*. Even if life is very rare, the observers will all see they are on planets with life. Observation selection effects need to be handled!
Observer selection effects are annoying can produce apparently paradoxical effects such that your friends on average have more friends than you or that our existence "prevents" recent giant meteor impacts. But one can control for them with some ingenuity! fhi.ox.ac.uk/wp-content/upl…
#FridayPhysicsFun - Today I made a loaf of bread. I also learned that bread spontaneously forms heat pipes that move heat and moisture more efficiently. And that the internal structure kind of imitates the large scale structure of the universe.
The heat pipe info is from Nathan Myhrvold and Francisco J. Migoya in their book Modernist Bread, based on earlier research by food scientists. physicsworld.com/a/the-physics-…
When you heat dough in the oven, at first the surface heats up and starts to dry out. Water diffuses outward, and there is likely some capillary action causing wicking too.
Everybody has seen light caustics since they are everywhere: reflections and refractions in glasses and cups, the net pattern cast by sunlit waves on walls and boats, rainbows & halos.
Caustics happen when a lot of light rays get bundled together. The term caustic comes from the Greek word kaustos for "burnt" - the concentrated light at the focal point of a magnifying glass is hot. en.wikipedia.org/wiki/Caustic_(…
Friday physics fun: One of my favourite papers is Fukugita, M., & Peebles, P. J. E. (2004). The cosmic energy inventory. The Astrophysical Journal, 616(2), 643. arxiv.org/abs/astro-ph/0…
The paper attempts to estimate how much mass-energy of different kinds there are in the universe. Is there more plasma than gas? Is there more light than infrared radiation? Are there more primeval neutrinos than "new" cosmic rays?
It turns out that most of the mass-energy contents of the universe are dark matter and dark energy, with a small slice of normal baryonic matter, and a tiny fraction of energy of various kinds. public.flourish.studio/visualisation/…