A Novel PDF Shape Control Approach for Nonlinear Stochastic Systems

doi:10.1109/JAS.2022.105755

CASIA OpenIR > 学术期刊 > IEEE/CAA Journal of Automatica Sinica

	A Novel PDF Shape Control Approach for Nonlinear Stochastic Systems
	Lingzhi Wang; Guo Xie; Fucai Qian; Jun Liu; Kun Zhang
发表期刊	IEEE/CAA Journal of Automatica Sinica
ISSN	2329-9266
	2022
卷号	9 期号:8 页码:1490-1498
摘要	In this work, a novel shape control approach of the probability density function (PDF) for nonlinear stochastic systems is presented. First, we provide the formula for the PDF shape controller without devising the control law of the controller. Then, based on the exact analytical solution of the Fokker-Planck-Kolmogorov (FPK) equation, the product function of the polynomial and the exponential polynomial is regarded as the stationary PDF of the state response. To validate the performance of the proposed control approach, we compared it with the exponential polynomial method and the multi-Gaussian closure method by implementing comparative simulation experiments. The results show that the novel PDF shape control approach is effective and feasible. Using an equal number of parameters, our method can achieve a similar or better control effect as the exponential polynomial method. By comparison with the multi-Gaussian closure method, our method has clear advantages in PDF shape control performance. For all cases, the integral of squared error and the errors of first four moments of our proposed method were very small, indicating superior performance and promising good overall control effects of our method. The approach presented in this study provides an alternative for PDF shape control in nonlinear stochastic systems.
关键词	Fokker-Planck-Kolmogorov (FPK) equation nonlinear control nonlinear stochastic systems probability density function (PDF)
DOI	10.1109/JAS.2022.105755
引用统计
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/49656
专题	学术期刊_IEEE/CAA Journal of Automatica Sinica
推荐引用方式 GB/T 7714	Lingzhi Wang,Guo Xie,Fucai Qian,et al. A Novel PDF Shape Control Approach for Nonlinear Stochastic Systems[J]. IEEE/CAA Journal of Automatica Sinica,2022,9(8):1490-1498.
APA	Lingzhi Wang,Guo Xie,Fucai Qian,Jun Liu,&Kun Zhang.(2022).A Novel PDF Shape Control Approach for Nonlinear Stochastic Systems.IEEE/CAA Journal of Automatica Sinica,9(8),1490-1498.
MLA	Lingzhi Wang,et al."A Novel PDF Shape Control Approach for Nonlinear Stochastic Systems".IEEE/CAA Journal of Automatica Sinica 9.8(2022):1490-1498.

条目包含的文件		下载所有文件
文件名称/大小	文献类型	版本类型	开放类型	使用许可
JAS-2021-1023.pdf（1521KB）	期刊论文	出版稿	开放获取	CC BY-NC-SA	浏览下载