Implementation of Model Predictive Controllers in Programmable Logic Controllers using IEC 61131-3 standard

Pablo Krupa, D. Limón, T. Alamo
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引用次数: 13

Abstract

This work presents a tool for implementing Model Predictive Controllers (MPC) in Programmable Logic Controllers (PLC). This tool is a Matlab library that automatically generates the controller’s code using IEC 61131-3 standards so that it can be directly imported into the PLC’s programming platform as an FBD block, which is designed to work using the cyclic mode of the PLC and has a limited maximum execution time. A hand-tailored optimization algorithm based on a fast gradient method named FISTA has been developed in order to reduce the necessary memory and computational resources. A complete architecture has been designed surrounding the MPC which provides the overall controller with a series of additional capabilities. The properties of the controller have been validated via a test-bed using a Modicom M340 PLC to control a quadruple-tank system. In addition, tests have been conducted in order to study the memory requirements.
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采用IEC 61131-3标准的可编程逻辑控制器中模型预测控制器的实现
这项工作提出了一种在可编程逻辑控制器(PLC)中实现模型预测控制器(MPC)的工具。该工具是一个Matlab库,它使用IEC 61131-3标准自动生成控制器代码,以便可以将其直接导入PLC的编程平台作为FBD块,该模块设计用于使用PLC的循环模式工作,并且具有有限的最大执行时间。为了减少所需的内存和计算资源,提出了一种基于快速梯度法的手工定制优化算法——FISTA。围绕MPC设计了一个完整的体系结构,为整个控制器提供了一系列附加功能。该控制器的性能已通过Modicom M340 PLC控制四缸系统的试验台进行了验证。此外,还进行了测试,以研究内存需求。
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