对时间依赖过程的动力蒙特卡洛算法进行重新审视:从开放循环控制到反控制
Supraja S Chittari1, Zhiyue Lu1
1Department of Chemistry, University of North Carolina-Chapel Hill, Chapel Hill, North Carolina 27599, USA.
The Journal of chemical physics
|July 25, 2024
概括
我们开发了一种新的方法来模拟反控制的随机系统,提高准确性并避免常见的模拟错误. 这种方法为现有算法提供了统一的视图,也是复杂系统动态的强大工具.
科学领域:
- 计算物理 计算物理
- 化学动力学 化学动力学
- 随机过程 随机过程
背景情况:
- 模拟反控制的随机系统,由于复杂的动态,存在重大挑战.
- 当前用于开放循环控制的方法在应用于反控制系统时经常不足.
研究的目的:
- 为时间依赖的随机系统引入一种新的单步轨迹概率分析.
- 为现有的动力蒙特卡洛 (KMC) 算法提供统一的视角和替代证明.
- 为反控制的随机系统开发精确的KMC算法.
主要方法:
- 开发了一个单步轨迹概率分析框架.
- 在开放循环控制下对依赖时间的KMC算法进行了重新检查并提供了统一的证明.
- 介绍了一种基于轨迹概率分析的新型反控制KMC算法.
主要成果:
- 轨迹概率分析为现有的开放循环KMC算法提供了统一的证明.
- 新的反控制KMC算法准确模拟了与状态依赖的外部控制系统.
- 这种新方法成功地避免了在其他模拟方法中看到的人工Zeno效应.
结论:
- 轨迹概率分析为随机系统的KMC算法提供了一个统一的视角.
- 这项工作为模拟反控制的随机系统提供了一个强大而准确的工具.
- 开发的算法提高了复杂,可控动态系统的模拟保真度.
相关概念视频
Open and closed-loop control systems
705
Control systems are foundational elements in automation and engineering. They are broadly categorized into open-loop and closed-loop systems. These classifications hinge on the presence or absence of feedback mechanisms, significantly influencing the system's performance, complexity, and application.
An open-loop control system operates without feedback from the output. It consists of two primary elements: the controller and the controlled process. The controller receives an input signal...
An open-loop control system operates without feedback from the output. It consists of two primary elements: the controller and the controlled process. The controller receives an input signal...
705
Time-Domain Interpretation of PD Control
87
Proportional-Derivative (PD) control is a widely used control method in various engineering systems to enhance stability and performance. In a system with only proportional control, common issues include high maximum overshoot and oscillation, observed in both the error signal and its rate of change. This behavior can be divided into three distinct phases: initial overshoot, subsequent undershoot, and gradual stabilization.
Consider the example of control of motor torque. Initially, a positive...
Consider the example of control of motor torque. Initially, a positive...
87
Feedback control systems
303
Feedback control systems are categorized in various ways based on their design, analysis, and signal types.
Linear feedback systems are theoretical models that simplify analysis and design. These systems operate under the principle that their output is directly proportional to their input within certain ranges. For instance, an amplifier in a control system behaves linearly as long as the input signal remains within a specific range. However, most physical systems exhibit inherent nonlinearity...
Linear feedback systems are theoretical models that simplify analysis and design. These systems operate under the principle that their output is directly proportional to their input within certain ranges. For instance, an amplifier in a control system behaves linearly as long as the input signal remains within a specific range. However, most physical systems exhibit inherent nonlinearity...
303
Control System Problem
110
In an open-loop system, such as a basic thermostat, the poles of the transfer function influence the system's response but do not determine its stability. However, when feedback is introduced to form a closed-loop system, such as an advanced thermostat that adjusts heating based on room temperature, stability is governed by the new poles of the closed-loop transfer function.
When forming a closed-loop system, issues can arise if the poles cross into the unstable region, leading to potential...
When forming a closed-loop system, issues can arise if the poles cross into the unstable region, leading to potential...
110
Control Systems
1.1K
Control systems are everywhere in contemporary society, influencing diverse applications from aerospace to automated manufacturing. These systems can be found naturally within biological processes, such as blood sugar regulation and heart rate adjustment in response to stress, as well as in man-made systems like elevators and automated vehicles. A control system is essentially a network of subsystems and processes that collaboratively convert specific inputs into desired outputs.
At the heart...
At the heart...
1.1K
Effects of feedback
543
Feedback in control systems plays a critical role in shaping various operational parameters, extending beyond simple error reduction to influence stability, bandwidth, gain, impedance, and sensitivity. Understanding these effects requires examining a basic feedback system characterized by defined input, output, error, and feedback signals.
Feedback significantly modifies the gain of a control system. The gain of a system without feedback is altered by a factor of one plus GH, where G represents...
Feedback significantly modifies the gain of a control system. The gain of a system without feedback is altered by a factor of one plus GH, where G represents...
543


