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Implementation of FPGA based model predictive control for MIMO systems

机译:基于FPGA的MIMO系统模型预测控制的实现。

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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.
机译:在使用现场可编程门阵列(FPGA)的快速响应和高性能模型预测控制的常规方式中,开发的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,环路交互是主要问题,在MIMO系统的控制中必须减少环路交互。此外,在许多复杂的工业领域中,需要具有能够在线解决二次编程(QP)问题的能力的直接数字控制,该数字控制可应用于具有快速响应时间和/或嵌入式应用程序且计算资源有限的复杂系统。 MIMO系统。本文提出了一种新颖的直接预测模型,该模型具有用于FPGA的MIMO系统的模型预测控制器,该模型考虑并减少了环路交互作用,并且还可以用很少的投资来实现。该系统从最初的原理建模,然后在Labview环境中针对MIMO系统进行了仿真。该系统的实施和响应已在搅拌釜系统中得到验证。所提出的系统在减少环路交互方面具有良好的性能,这是实现用于MIMO系统的控制器中的主要问题。此外,完成了对MIMO系统的直接数字控制,而不是监督控制。

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