Aggregation and reduction techniques for hierarchical GCSPNs

P. Buchholz
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引用次数: 30

Abstract

The classes of stochastic well-formed colored nets (SWNs) and hierarchical generalized colored stochastic Petri nets (HGCSPNs) have been recently introduced for the specification and analysis of complex systems. SWNs allow the specification of models including symmetries in a very compact way and additionally can be used to generate a reduced Markov chain (MC) from the net specification by exploiting symmetries in the model. HGCSPNs allow a modular specification of a net using several smaller parts. This decomposition of the net specification can also be used to handle the state explosion of the underlying MC by describing the generator matrix using only much smaller subnet matrices. The author combines SWNs and HGCSPNs, allowing the automatic generation of a reduced MC from the hierarchical net specification. Approximative aggregation techniques for hierarchical nets are introduced.<>
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分层gcspn的聚合和约简技术
随机良形有色网(SWNs)和分层广义有色随机Petri网(HGCSPNs)最近被引入到复杂系统的描述和分析中。swn允许以一种非常紧凑的方式规范包含对称性的模型,并且还可以通过利用模型中的对称性从网络规范生成简化的马尔可夫链(MC)。hgcspn允许使用几个较小的部件对网络进行模块化规范。通过只使用小得多的子网矩阵来描述生成器矩阵,网络规范的这种分解还可以用于处理底层MC的状态爆炸。作者结合了swn和hgcspn,允许从分层网络规范自动生成减少的MC。介绍了层次网络的近似聚合技术。
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