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Energy-efficiency-oriented Gradient-based Economic Predictive Control of Multiple-Chiller Cooling Systems ?

机译:以能效导向的基于梯度的梯度的经济预测控制多冷却器冷却系统

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The growing use of air conditioning systems has become one of the main drivers of energy consumption in buildings. Many efforts are being made to develop new designs and control strategies to improve energy efficiency and minimise electricity consumption. In this work, a model for a case study of multiple-chiller-based cooling system is presented, based on surrogate models derived from information provided by manufacturers, and the study of the economic performance index. Then, an economic predictive control strategy will aim to operate the system optimizing the efficiency of the plant. Instead of the classical two-layer economic predictive control structure, where the reference to be tracked by the controller is given by a real-time optimizer, here we consider a single-layer control strategy where the gradients with respect to the manipulated inputs of the economic performance index are included in the cost function of the model predictive controller. The resulting optimization problem to be solved on line is a QP, which considerably eases the optimization problem, while also avoiding discrepancies between layers that could lead to loss of feasibility.
机译:不断增长的空调系统使用已成为建筑物能耗的主要驱动因素之一。正在进行许多努力来开发新的设计和控制策略,以提高能源效率并降低电力消耗。在这项工作中,基于来自制造商提供的信息的代理模型以及经济绩效指标的研究,提出了一种用于多冷水填充的冷却系统的案例研究模型。然后,经济预测控制策略将旨在运营系统优化植物效率的系统。而不是经典的双层经济预测控制结构,其中由控制器跟踪的参考由实时优化器给出,这里我们考虑了一个单层控制策略,其中梯度相对于操纵输入的梯度经济性能指数包含在模型预测控制器的成本函数中。在线上解决的结果优化问题是QP,其显着减轻了优化问题,同时还避免了可能导致可行性损失的层之间的差异。

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