Positive Markov Jump Linear Systems

P. Bolzern, P. Colaneri
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引用次数: 52

Abstract

This paper presents a comprehensive study of continuous-time Positive Markov Jump Linear Systems (PMJLS). A PMJLS can be seen as a dynamical system that switches within a finite set of linear timeinvariant subsystems according to a stochastic switching signal modeled as a Markov chain, and describes the time-evolution of nonnegative variables under nonnegative inputs. Contrary to the well-studied general class of Markov Jump Linear Systems (MJLS), positivity endows the model with peculiar properties. The paper collects some existing results together with original developments on the stability analysis of PMJLS and the study of their input-output properties. In particular, conditions for stability of PMJLS are discussed, mainly based on Linear Programming problems. Similar computational tools are derived to analyze performance measures, such as L1, L2 and L∞ costs and the respective input-output induced gains. The second part of the paper is devoted to the class of Dual switching Positive Markov Jump Linear Systems (D-PMJLS), namely PMJLS affected by an additional switching variable which can be either an unknown disturbance or a control signal available to the designer for stabilization and performance optimization. We discuss several problems, including stability, performance analysis, stabilization via switching control, and optimization. Some application examples are introduced to motivate the interest in PMJLS and D-PMJLS. P. Bolzern and P. Colaneri. Positive Markov Jump Linear Systems. Foundations and Trends © in Systems and Control, vol. 2, no. 3-4, pp. 275–427, 2015. DOI: 10.1561/2600000006. Full text available at: http://dx.doi.org/10.1561/2600000006
正马尔可夫跳变线性系统
对连续时间正马尔可夫跳变线性系统(PMJLS)进行了全面的研究。PMJLS可以看作是一个动态系统,它在有限的线性时不变子系统中根据随机切换信号建模为马尔可夫链,并描述了非负输入下非负变量的时间演化。与研究得很好的一般马尔可夫跳线性系统(MJLS)相反,正性赋予模型特殊的性质。本文收集了一些已有的研究成果以及PMJLS稳定性分析和投入产出特性研究方面的新进展。特别地,主要基于线性规划问题,讨论了PMJLS的稳定性条件。类似的计算工具被导出来分析性能指标,如L1, L2和L∞成本和各自的输入-输出诱导增益。论文的第二部分研究了一类双开关正马尔可夫跳变线性系统(D-PMJLS),即受附加开关变量影响的PMJLS,该开关变量可以是未知的干扰,也可以是可供设计人员用于稳定和性能优化的控制信号。我们讨论了几个问题,包括稳定性,性能分析,通过切换控制稳定和优化。介绍了一些应用实例,以激发人们对PMJLS和D-PMJLS的兴趣。P. Bolzern和P. Colaneri。正马尔可夫跳变线性系统。基础与趋势©in Systems and Control, vol. 2, no. 5。3-4, pp. 275-427, 2015。DOI: 10.1561 / 2600000006。全文可在:http://dx.doi.org/10.1561/2600000006
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