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Optimum Energy Management of PEM Fuel Cell Systems Based on Model Predictive Control

机译:基于模型预测控制的PEM燃料电池系统的最佳能量管理

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This work presents an optimum energy management framework, which is developed for integrated Polymer Electrolyte Membrane (PEM) fuel cell systems. The objective is to address in a centralized manner the control issues that arise during the operation of the fuel cell (FC) system and to monitor and evaluate the system’s performance at real time. More specifically the operation objectives are to deliver the demanded power while operating at a safe region, avoiding starvation, and concurrently minimize the fuel consumption at stable temperature conditions. To achieve these objectives a novel Model Predictive Control (MPC) strategy is developed and demonstrated. A semiempirical experimentally validated model is used which is able to capture the dynamic behaviour of the PEMFC. Furthermore, the MPC strategy was integrated in an industrial-grade automation system to demonstrate its applicability in realistic environment. The proposed framework relies on a novel nonlinear MPC (NMPC) formulation that uses a dynamic optimization method that recasts the multivariable control problem into a nonlinear programming problem using a warm-start initialization method and a search space reduction technique which is based on a piecewise affine approximation of the variable’s feasible space.
机译:该工作介绍了最佳的能量管理框架,该框架是为集成聚合物电解质膜(PEM)燃料电池系统而开发的。目标是以集中方式解决燃料电池(FC)系统运行期间出现的控制问题,并在实时监测和评估系统的性能。更具体地说,操作目标是在安全区域运行时提供所需的电力,避免饥饿,并同时最小化稳定温度条件下的燃料消耗。为了实现这些目标,开发和证明了一种新颖的模型预测控制(MPC)策略。使用半透镜实验验证的模型,其能够捕获PEMFC的动态行为。此外,MPC策略集成在工业级自动化系统中,以展示其在现实环境中的适用性。所提出的框架依赖于使用动态优化方法的新型非线性MPC(NMPC)制剂,该方法使用热启动初始化方法和基于分段仿射的搜索空间减少技术重新定位多变量控制问题。变量可行空间的近似。

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