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Methodological construction of product-form stochastic Petri nets for performance evaluation

机译:产品形式随机Petri网的性能评估方法构建

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摘要

Product-forms in StochasticPetrinets (SPNs) are obtained by a compositional technique for the first time, by combining small SPNs with product-forms in a hierarchical manner. In this way, performance engineering methodology is enhanced by the greatly improved efficiency endowed to the steady-state solution of a much wider range of Markov models. Previous methods have relied on analysis of the whole net and so are not incremental—hence they are intractable in all but small models. We show that the product-form condition for open nets depends, in general, on the transition rates, whereas closed nets have only structural conditions for a product-form, except in rather pathological cases. Both the “building blocks” formed by the said small SPNs and their compositions are solved for their product-forms using the Reversed Compound Agent Theorem (RCAT), which, to date, has been used exclusively in the context of process-algebraic models. The resulting methodology provides a powerful, general and rigorous route to product-forms in large stochastic models and is illustrated by several detailed examples.
机译:随机Petrinets(SPNs)中的产品形式是第一次通过组合技术获得的,方法是将小型SPN与产品形式以分层方式组合在一起。这样,通过极大范围内的马尔可夫模型的稳态解赋予的效率大大提高了性能工程方法。先前的方法依赖于对整个网络的分析,因此不是增量方法,因此它们在除小模型外的所有模型中都是难处理的。我们表明,开放网的产品形式条件通常取决于过渡率,而封闭网仅具有产品形式的结构条件,除非在相当病理的情况下。由所述小型SPN形成的“构造单元”及其组成均使用逆向复合剂定理(RCAT)求解其产品形式,该定理迄今仅在过程代数模型的上下文中使用。由此产生的方法为大型随机模型中的产品形式提供了强大,通用且严格的途径,并通过几个详细的示例进行了说明。

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