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# An exceptional view of phase transitions in non-equilibrium systems

Phase transitions in certain non-equilibrium systems cannot be described using the classical laws of statistical mechanics. A mathematical approach involving features called exceptional points now solves this far-reaching problem.

Newton’s third law, which states that every action has an equal and opposite reaction, is such a foundational element of classical mechanics that it is often taken for granted. But an increasing number of studies involve non-equilibrium systems in which the equality of action and reaction is broken, leading to non-reciprocal interactions between the constituent elements of the system1. The standard machinery of classical statistical mechanics is incapable of describing the phase transitions that occur in such systems. Writing in Nature, Fruchart et al.2 report that a mathematical model involving exceptional points — locations in the parameter space of a system at which two or more modes of the system coalesce into a single mode — successfully captures the behaviour of non-reciprocal phase transitions. The findings pave the way for the future analysis and eventual harnessing of these phase transitions in a variety of applications.

What is a non-reciprocal interaction, and how can it arise? In its simplest form, a non-reciprocal interaction between elements A and B is one in which A does not have the same effect on B as B has on A. Such interactions are impossible if all forces in the system are conservative — that is, if the total work done by the forces is independent of the path taken, a condition that guarantees the overall conservation of energy. Non-reciprocal interactions are therefore associated with either a gain or a loss of energy.

Strongly non-reciprocal interactions and non-conservative forces can arise in social interactions, such as those that occur when pedestrians avoid each other, or when birds fly together as a flock3. These systems are examples of ‘active matter’, in which each element (a person or bird, in our examples) contains an internal energy source that injects energy into the system by enabling each element to move under its own propulsion4. By contrast, ordinary non-active matter is purely passive, such as a leaf drifting on a river in response to the underlying currents.

Let’s consider the example of non-reciprocal interactions between flocking birds (Fig. 1a). To maintain a flocking arrangement, each bird adjusts its flight on the basis of the movement of the other birds in its immediate vicinity. Bird eyes, however, did not evolve to provide vision in all directions simultaneously. Instead, each bird responds only to other birds within its forward cone of vision5. If bird A is in the vision cone of bird B, then B responds to the motion of A; but if B is outside the vision cone of A, then A does not respond to the motion of B. In other words, the equivalence of action and reaction is lost.

In materials, non-reciprocal interactions are generally associated with the loss of a property called detailed balance, which arises when the reversal of a process occurs at the same rate as the process itself. When detailed balance is violated, the propagation of a signal in one direction differs from that in the opposite direction, either as a result of energy losses or because energy is injected by some type of pumping device. Imagine, for example, a system in which an elastic beam connects two devices that are sensitive to the compression or extension of the beam6. When the length of the beam is varied, the devices consume power and exert a torsional force on the beam. By contrast, a torque exerted on the beam by an outside force does not produce a response from the devices. Non-reciprocal interactions therefore arise from the asymmetry between torque and compression of the beam.

Non-reciprocal systems can undergo phase transitions in which a spontaneously broken symmetry is regained dynamically. For example, in the Vicsek model of flocking birds3, a steady-state flock flies in a particular direction, thereby breaking spatial symmetry (Fig. 1b). When the interactions between birds are non-reciprocal, a state can emerge in which the birds fly in circles (Fig. 1c). The spatial symmetry in this state is restored because the birds fly in all directions. Importantly, this state has a chirality — the birds either all fly clockwise or all fly anticlockwise — that is stabilized by the many interactions between the birds. This stabilization prevents the system from flipping back and forth between the two chiralities, which would produce an average chirality of zero.

Fruchart et al. now show that the emergence of the chiral state occurs at a transition between symmetry and broken symmetry that is controlled by an exceptional point. By contrast, transitions in systems at equilibrium occur at mathematically distinct ‘critical points’ that are associated with the closing of an energy gap, which causes two distinct states of the system to have the same energy. The energy of a dynamic system can be described numerically by a mathematical function called a Hamiltonian, and fundamental modes of the system are characterized by vectors known as eigenvectors. The Hamiltonian of a system that has non-reciprocal interactions is non-Hermitian1, which means that the eigenvectors are not fully independent. When the directions of these eigenvectors are varied by changing a control parameter of the system, two of the eigenvectors can coalesce at an exceptional point.

The authors show that in a many-body system, one of the two overlapping modes is known as a long-wavelength Goldstone mode, and is associated with the breaking of rotational invariance. In the case of a flock of birds, the Goldstone mode corresponds to a uniform movement of all birds along the flocking direction, whereas other modes control the relative motion of birds within the flock with respect to each other.

At the exceptional point, the complete overlap of the Goldstone mode with one of the other modes allows the system to freely switch between all possible ground states, instead of remaining trapped in one state. For the birds, this corresponds to the emergence of chiral rotation across the entire system. In other words, Fruchart et al. report how symmetry that was spontaneously broken on one side of the exceptional point can be dynamically restored.

Although exceptional points have received considerable attention in photonics7, where they have been shown to describe properties such as the one-way transmission of light through a material, Fruchart and colleagues expand their use to many-body systems that are out of equilibrium. Indeed, the authors’ findings apply to any system containing two key ingredients: non-reciprocal interactions and a spontaneously broken continuous symmetry. This opens up the possibility of engineering devices whose function depends on the behaviour of a non-reciprocal system that is close to its exceptional-point transition — by analogy to existing devices that exploit behaviour near ordinary phase transitions (such as a refrigerator, which repeatedly vaporizes and condenses its coolant).

For example, materials could be developed that exhibit one-way elasticity — that is, in which mechanical waves propagate undisturbed in one direction, but are totally reflected in the opposite direction. Devices could be engineered to produce coherent phonons, the mechanical equivalent of a laser beam. And it might be possible to develop mechanical strain cloaking, in which a portion of a material is fully isolated from vibrations or shocks.

Nature 592, 355-356 (2021)

## References

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Ivlev, A. V. et al. Phys. Rev. X 5, 011035 (2015).

2. 2.

Fruchart, M., Hanai, R., Littlewood, P. B. & Vitelli, V. Nature 592, 363–369 (2021).

3. 3.

Vicsek, T., Czirók, A., Ben-Jacob, E., Cohen, I. & Shochet, O. Phys. Rev. Lett. 75, 1226–1229 (1995).

4. 4.

Bechinger, C. et al. Rev. Mod. Phys. 88, 045006 (2016).

5. 5.

Lavergne, F. A., Wendehenne, H., Bauerle, T. & Bechinger, C. Science 364, 70–74 (2019).

6. 6.

Chen, Y., Li, X., Scheibner, C., Vitelli, V. & Huang, G. Preprint at https://arxiv.org/abs/2009.07329 (2020).

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Miri, M.-A. & Alu, A. Science 363, eaar7709 (2019).

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