The Source of Disturbance Matters: External, Internal, and Control-Generated Noise in Adaptive Regulation· 自适应调节中的噪声
Adaptive regulation can itself perturb the state it is intended to stabilize. In replicated simulations of an adaptive agent, we compare external disturbance, persistent internally generated disturbance, and control-generated disturbance under regulation-first and disturbance-first ordering. Persistent internal disturbance produces the largest exposure and regulatory burden within the tested parameter grid. When positive controller updates generate an immediate disturbance cost, increasing that cost produces a nonmonotonic response: effective disturbance initially rises, variability across stochastic runs increases over an intermediate range, and corrective activity becomes strongly suppressed at higher costs. The results show how disturbance source and timing shape exposure and controller
探讨不同噪声源对自适应调节系统的影响
- 核心方法
- 通过复制模拟自适应代理,在不同噪声源(外部、内部和控制生成)下,比较了调节优先和噪声优先两种顺序下的系统表现。
- 适合谁读
- 适合控制理论研究者和工程师阅读
- 要解决的问题
- 这篇论文探讨了外部噪声、内部生成的噪声和控制生成的噪声在自适应调节过程中对系统稳定性的影响。
- 关键实验
- 关键实验包括在不同噪声源和调节顺序下,观察系统的有效噪声、随机运行的变异性以及纠正活动的变化。
- 主要贡献
- 揭示了持久的内部噪声在测试参数范围内产生了最大的暴露和监管负担,并分析了正向控制器更新成本增加时的非单调响应。
- 意义与局限
- 该研究强调了噪声源和时机对自适应调节系统性能的重要影响,有助于优化控制系统设计,但仅限于特定参数范围内的观察。