Implementation of FPGA based model predictive control for MIMO systems

Sajin Gopi, V. M. Vaidyan, M. V. Vaidyan
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引用次数: 5

Abstract

In conventional ways of fast responding and high performing model predictive control using Field Programmable Gate Arrays (FPGA), the approaches developed are applicable only to Single Input Single Output System (SISO). Many real time systems are Multiple Input Multiple Output (MIMO) systems and loop interaction is a major concern and has to be reduced in control of MIMO systems. Also, direct digital control with ability to solve the Quadratic Programming (QP) problem online, which can be applied to complex systems with fast response time and/or embedded applications and with limited computational resource for supervisory control approach, is required in many complex industrial MIMO systems. A novel direct digital control of Model predictive controller with FPGA for a MIMO system which considers and reduces loop interaction and which can also be implemented with very less investment is proposed here. The system was modeled from first principles and then simulated in Labview environment for MIMO system. Implementation of the system and response was verified for a stirred tank system. The proposed system has good performance in terms of reduction in loop interaction which is a major concern in implementation of controller for MIMO systems. Also, direct digital control of MIMO system instead of supervisory control was accomplished.
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基于FPGA的MIMO系统模型预测控制的实现
传统的基于现场可编程门阵列(FPGA)的快速响应和高性能模型预测控制方法仅适用于单输入单输出系统(SISO)。许多实时系统是多输入多输出(MIMO)系统,环路交互是一个主要问题,必须在MIMO系统的控制中减少。此外,在许多复杂的工业MIMO系统中,需要能够在线解决二次规划(QP)问题的直接数字控制,这可以应用于具有快速响应时间和/或嵌入式应用的复杂系统,并且用于监控方法的计算资源有限。针对MIMO系统,提出了一种基于FPGA的模型预测控制器直接数字控制的新方法,该方法考虑并减少了环路交互,并且可以以很少的投资实现。首先对系统进行了原理建模,然后在MIMO系统的Labview环境中进行了仿真。在一个搅拌槽系统中验证了该系统的实现和响应。该系统在减少环路相互作用方面具有良好的性能,而环路相互作用是MIMO系统控制器实现中的主要问题。实现了对MIMO系统的直接数字控制,而不是监控。
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