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Energy efficiency improvement through MPC-based peripherals management for an industrial process test-bench

机译:通过基于MPC的外围设备管理的能效改进进行工业过程测试台

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High energy costs evince the growing need for energy efficiency in industrial companies. This paper presents a solution at the industrial machine level to obtain efficient energy consumption. Therefore, a controller inspired by the well-known model predictive control (MPC) strategy was developed for the management of peripheral devices. The validation of the control requires a test-bench to emulate the energy consumption of a manufacturing machine. The test-bench has four devices, two used to emulate the periodic and fixed energy consumption of the manufacturing process and two as peripherals, subject to rules associated with the process. Consequently, a subspace identification (SI) was employed to identify energy models to simulate the behavior of the device. As a final step, a performance comparison between a rule-based control (RBC) and the proposed predictive-like controller revealed the remarkable energy savings. The MPC results show an energy saving of around 3% with respect to RBC as well as an instant maximum energy consumption reduction of 8%, approximately.
机译:高能源成本估计避免了越来越多的工业公司能源效率需求。本文介绍了工业机器水平的解决方案,以获得有效的能耗。因此,开发了由众所周知的模型预测控制(MPC)策略的控制器用于管理外围设备。对控制的验证需要测试台来模拟制造机器的能量消耗。测试台具有四个设备,两个设备用于模拟制造过程的周期性和固定能耗,并且通过与该过程相关联的规则来提高制造过程的周期性和固定能耗。因此,采用子空间识别(SI)来识别能量模型以模拟设备的行为。作为最后一步,基于规则的控制(RBC)和所提出的预测控制器之间的性能比较揭示了显着的节能。对于RBC,MPC结果显示了大约3%的节能,以及即时最大能耗减少8%。

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