Particle filter based remote control for processes with communication delays

Hayato Naka, M. Deng, Y. Noge
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引用次数: 1

Abstract

Sensor-to-controller delay in a remote control system possessing wireless devices is considered in this paper. There is a concern that communication delay would increase when wireless communication is used instead of wired one. The purpose of this paper is to design the networked control system against increased communication delay by using a particle filter. It is assumed that there are three types of communication delay. They are based on uniform distribution, normal distribution, and constant. One of them occurs in our simulation. A particle filter is a method for statistically estimating unobservable values from observable ones and model equations. The influence of each communication delay is reduced by using estimated output in simulation.
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基于粒子滤波的通信延迟过程远程控制
研究了具有无线设备的远程控制系统中传感器到控制器的时延问题。有人担心,如果用无线通信代替有线通信,通信延迟会增加。本文的目的是利用粒子滤波器来设计网络控制系统,以防止通信延迟的增加。假设存在三种类型的通信延迟。它们基于均匀分布、正态分布和常数。其中之一出现在我们的模拟中。粒子滤波是一种从可观测值和模型方程中统计估计不可观测值的方法。在仿真中采用估计输出来减小各通信延迟的影响。
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