Normally the word “chaos” evokes a lack of order: a hectic day, a teenager’s bedroom, tax season. And the physical understanding of chaos is not far off. It’s something that is extremely difficult to predict, like the weather. Chaos allows a small blip (the flutter of a butterfly wing) to grow into a big consequence (a typhoon halfway across the world), which explains why weather forecasts more than a few days into the future can be unreliable. Individual air molecules, which are constantly bouncing around, are also chaotic—it’s nearly impossible to pin down where any single molecule might be at any given moment.

Now, you might wonder why anyone would care about the precise location of a single air molecule. But you might care about a property shared by a whole bunch of molecules, such as their temperature. Perhaps unintuitively, it is the chaotic nature of the molecules that allows them to fill up a room and reach a single temperature. The individual chaos ultimately gives rise to collective order.

Being able to use a single number (the temperature) to describe a bunch of particles bouncing around in some crazy, unpredictable way is extremely convenient, but it doesn’t always happen. So, a team of theoretical physicists at JQI set out to understand when this description applies.

“The ambitious goal here is to understand how chaos and the universal tendency of most physical systems to reach thermal equilibrium arises from fundamental laws of physics,” says JQI Fellow Victor Galitski, who is also a professor of physics at the University of Maryland (UMD).

As a first step towards this ambitious goal, Galitski and two colleagues set out to understand what happens when many particles, each of which is chaotic on its own, get together. For example, the motion of a single puck in an air hockey game, bouncing uninterrupted off the walls, is chaotic. But what happens when a lot of these pucks are let loose onto the table? And furthermore, what would happen if the pucks obey the rules of quantum physics?

In a paper published recently in the journal *Physical Review Letters*, the team studied this air hockey problem in the quantum realm. They discovered that the quantum version of the problem (where pucks are really quantum particles like atoms or electrons) was neither ordered nor chaotic, but a little bit of both, according to one common way of measuring chaos. Their theory was general enough to describe a range of physical settings, including molecules in a container, a game of quantum air hockey, and electrons bouncing around in a disordered metal, such as copper wire in your laptop.

“We always thought it was a problem that’s been solved a long time ago in some textbook,” says Yunxiang Liao, a JQI postdoc and the first author on the paper. “It turns out it’s a more difficult problem than we imagined, but the results are also more interesting than we imagined.”

One reason this problem has remained unsolved for so long is that once quantum mechanics enters the picture, the usual definitions of chaos don’t apply. Classically, the butterfly effect—tiny changes in initial conditions causing drastic changes down the line—is often used as a definition. But in quantum mechanics, the very notion of initial or final position doesn’t quite make sense. The uncertainty principle says that the position and speed of a quantum particle can’t be precisely known at the same time. So, the particle’s trajectory isn’t very well defined, making it impossible to track how different initial conditions lead to different outcomes.

One tactic for studying quantum chaos is to take something classically chaotic, like a puck bouncing around an air hockey table, and treat it quantum mechanically. Surely, the classical chaos should translate over. And indeed, it does. But when you put more than one quantum puck in, things become less clear.

Classically, if the pucks can bounce off each other, exchanging energy, they will eventually all reach a single temperature, exposing the collective order of the underlying chaos. But if the pucks don’t bump into each other, and instead pass through each other like ghosts, their energies will never change: the hot ones will stay hot, the cold ones will stay cold, and they’ll never reach the same temperature. Since the pucks don’t interact, collective order can’t emerge from the chaos.

The team took this game of ghost air hockey into the quantum mechanical realm expecting the same behavior—chaos for one quantum particle, but no collective order when there are many. To check this hunch, they picked one of the oldest and most widely used (albeit not the most intuitive) tests of quantum chaos.

Quantum particles can’t just have any energy, the available levels are ‘quantized,’ which basically means they are restricted to particular values. Back in the 1970s, physicists found that if the quantum particles behaved in predictable ways, their energy levels were completely independent of one another—the possible values didn’t tend to bunch up or spread out, on average. But if the quantum particles were chaotic, the energy levels seemed to avoid each other, spreading out in distinctive ways. This energy level repulsion is now often used as one of the definitions of quantum chaos.

Since their hockey pucks didn’t interact, Liao and her collaborators weren’t expecting them to agree on a temperature, meaning that they wouldn’t see any indications of the underlying single-puck chaos. The energy levels, they thought, would not care about each other at all.

Not only did they find theoretical evidence of some level of repulsion, a hallmark of quantum chaos, but they also found that some of the levels tended to bunch together rather than repel, a novel phenomenon that they couldn’t quite explain. This deceptively simple problem turned out to be neither ordered nor chaotic, but some curious combination of the two that hadn’t been seen before.

The team was able to uncover this hybrid using an innovative mathematical approach. “In previous numerical studies, researchers were only able to include 20 or 30 particles,” says Liao. “But using our mathematical approach from random matrix theory, we could include 500 or so. And this approach also allows us to calculate the analytic behavior for a very large system.”

Armed with this mathematical framework, and with piqued interest, the researchers are now extending their calculations to gradually allow the hockey pucks to interact little by little. “Our preliminary results indicate that thermalization may happen via spontaneous breaking of reversibility—the past becomes mathematically distinct from the future,” says Galitski. “We see that small disturbances get exponentially magnified and destroy all remaining signatures of order. But this is another story.”

Reference: “Many-Body Level Statistics of Single-Particle Quantum Chaos” by Yunxiang Liao, Amit Vikram and Victor Galitski, 18 December 2020, *Physical Review Letters*.

DOI: 10.1103/PhysRevLett.125.250601

In addition to Liao and Galitski, Amit Vikram, a JQI graduate student in physics at UMD, was an author on the paper.

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* CONNECTING THE CONCEPT OF A DETERMINISTIC EVENT WITH A NON-DETERMINISTIC ONE *

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… Albert Einstein, was a kind of a person, that believed in a deterministic events, and his famous saying was, that the God doesn’t play with dices, some others prefer to believe that non-deterministic events are the one in the nature.

I think that those people don’t get that the coin has two sides: head and tail. Ups, there is third one, and it is called rim, of a coin.

However, emergence can provide a link, and this are two examples one from deterministic to non-deterministic and vice versa.

An example from a non-deterministic to a deterministic one>

An example, goes like this. A coin toss can end up as a tail or as a head, and that is an example of a non-deterministic event, but if you have multiple of tosses they will bring, to a deterministic event, known as normal distribution.

An example from a deterministic to a non-deterministic one>

If you have a two body system, you have a deterministic system, for Newton, as well as to AA.

However, if you have three body system, there is an example of non-deterministic system.

So! The question is, what is a real relationship between: deterministic and non-deterministic, events…

… and time, too…

The whole universe is deterministic. Tossing a coin is deterministic. A ten body system is deterministic. All chaotic systems are deterministic. Determinism is the name of a process it doesn’t mean you can personally determine the future. It just means the future outcome is ‘determined’ by the current conditions according to cause and effect.

So, I think your question has no meaning.

As for time, it’s not real, it’s only a human thought concept to make understanding and communicating ‘change’ easier.

“We see that small disturbances get exponentially magnified and destroy all remaining signatures of order. But this is another story.”

If nature had a way of destroying order, surely there wouldn’t be any order now. I thought information, which I think it’s the same as order, couldn’t be destroyed or created according to quantum mechanics.

… No! …

… oh no!

-https://en.wikipedia.org/wiki/Double_pendulum,

-https://en.wikipedia.org/wiki/Three-body_problem.

etc…

… “So, I think your question has no meaning.”

the first of all it is not a question, the same old…

“So! The question is, what is a real relationship between: deterministic and non-deterministic, events…”

Looks like a question to me!

…

https://en.wikipedia.org/wiki/Brownian_motion

Newton’s physics is nice, but all devils will not comply

…

xABBAAA, Thank you for your friendly and fully descriptive reply.

What planet are you on? Have you found somewhere in the universe where the particles in pendulums and 3 body systems don’t obey the laws of physics and ’cause and effect’ for the interaction of particles?

You’ve missed a key point in both articles you referenced. The first paragraph of each article said the systems were chaotic. Your misunderstanding chaotic.

https://en.wikipedia.org/wiki/Chaos_theory

From the chaos article;

“The butterfly effect, an underlying principle of chaos, describes how a small change in one state of a deterministic nonlinear system can result in large differences in a later state (meaning that there is sensitive dependence on initial conditions).”

and;

“This can happen even though these systems are deterministic, meaning that their future behavior follows a unique evolution[7] and is fully determined by their initial conditions, with no random elements involved.”

Please note the use of the word deterministic.

I’ll say once again “the whole universe is deterministic”

… struggling to defend the determinism, that is so last century…

… and I say No!… to that!

… so yo can determine where electron is, in all of that chaos… another funny one!

… beam with multiple supports, is nice one, too …

Can yo pleas help me with that one, I am kind of in a dispute with determinism …