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通过动态双分解的分布式关联非线性系统MPC

Distributed MPC of Interconnected Nonlinear Systems by Dynamic Dual Decomposition

作者:A. Grancharova;T. A. Johansen 加工时间:2015-08-29 信息来源:科技报告(Other) 索取原文[16 页]
关键词:分散非线性模型;预测控制;在线优化
摘 要:A suboptimal approach to distributed Nonlinear Model Predictive Control (NMPC) for systems consisting of nonlinear subsystems with nonlinearly coupled dynamics subject to both state and input constraints is proposed. The approach applies a dynamic dual decomposition method to reformulate the original centralized NMPC problem into a distributed quasi-NMPC problem by linearization of the nonlinear system dynamics and taking into account the couplings between the subsystems. The developed approach is based entirely on distributed on-line optimization (by gradient iterations) and can be applied to large-scale nonlinear systems. The theoretical results related to the application of the distributed MPC approach to both linear and nonlinear systems are outlined and some simulation results are provided.
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