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不确定性建模中概率系统验证与优化控制的形式技术

Formal Techniques for the Verification and Optimal Control of Probabilistic Systems in the Presence of Modeling Uncertainties

作者:Alberto Puggelli 作者单位:EECS Department, University of California, Berkeley 加工时间:2015-04-08 信息来源:EECS 索取原文[210 页]
关键词:不确定性建模;概率系统;优化控制;形式技术
摘 要:We present a framework to design and verify the behavior of stochastic systems whose parameters are not known with certainty but are instead affected by modeling uncertainties, due for example to modeling errors, non-modeled dynamics or inaccuracies in the probability estimation. Our framework can be applied to the analysis of intrinsically randomized systems (e.g., random back off schemes in wireless protocols) and of abstractions of deterministic systems whose dynamics are interpreted stochastically to simplify their representation (e.g., the forecast of wind availability).
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