Physics of Living Systems, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA.
Phys Rev E. 2018 Mar;97(3-1):032115. doi: 10.1103/PhysRevE.97.032115.
In most interacting many-body systems associated with some "emergent phenomena," we can identify subgroups of degrees of freedom that relax on dramatically different time scales. Time-scale separation of this kind is particularly helpful in nonequilibrium systems where only the fast variables are subjected to external driving; in such a case, it may be shown through elimination of fast variables that the slow coordinates effectively experience a thermal bath of spatially varying temperature. In this paper, we investigate how such a temperature landscape arises according to how the slow variables affect the character of the driven quasisteady state reached by the fast variables. Brownian motion in the presence of spatial temperature gradients is known to lead to the accumulation of probability density in low-temperature regions. Here, we focus on the implications of attraction to low effective temperature for the long-term evolution of slow variables. After quantitatively deriving the temperature landscape for a general class of overdamped systems using a path-integral technique, we then illustrate in a simple dynamical system how the attraction to low effective temperature has a fine-tuning effect on the slow variable, selecting configurations that bring about exceptionally low force fluctuation in the fast-variable steady state. We furthermore demonstrate that a particularly strong effect of this kind can take place when the slow variable is tuned to bring about orderly, integrable motion in the fast dynamics that avoids thermalizing energy absorbed from the drive. We thus point to a potentially general feedback mechanism in multi-time-scale active systems, that leads to the exploration of slow variable space, as if in search of fine tuning for a "least-rattling" response in the fast coordinates.
在与某些“涌现现象”相关的大多数相互作用多体系统中,我们可以识别出自由度的子组,它们在截然不同的时间尺度上弛豫。这种时间尺度的分离在非平衡系统中特别有帮助,其中只有快速变量受到外部驱动;在这种情况下,可以通过消除快速变量来证明,慢坐标实际上经历了具有空间变化温度的热浴。在本文中,我们研究了根据慢变量如何影响快速变量达到的驱动准稳态的性质,这种温度景观是如何出现的。众所周知,在存在空间温度梯度的情况下,布朗运动导致概率密度在低温区域积累。在这里,我们关注对低有效温度的吸引力对慢变量的长期演化的影响。在用路径积分技术对一般类过阻尼系统定量推导温度景观之后,我们然后在一个简单的动力系统中说明了,对低有效温度的吸引力对慢变量具有微调效应,选择在快速变量稳态中导致异常低力波动的配置。此外,我们证明了当慢变量被调谐以避免从驱动中吸收的能量热化时,这种特别强烈的效应可以发生。因此,我们指出了多时间尺度主动系统中一种潜在的一般反馈机制,该机制导致对慢变量空间的探索,就好像在快速坐标中寻找“最小振动”响应的微调一样。