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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:以使用现场可编程门阵列(FPGA)的快速响应和高性能预测控制的传统方式,所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,环路交互是一个主要问题,必须减少MIMO系统的控制。此外,在许多复杂的工业中,许多复杂的工业中需要,可以将具有快速响应时间和/或嵌入式应用程序应用于复杂系统的转次编程(QP)问题的直接数字控制。 MIMO系统。用于模型预测控制器的模型预测控制器的新型直接数字控制,用于MIMO系统,其考虑并降低环路交互,也可以用非常少的投资来实现。该系统由第一个原理建模,然后在LabVIEW环境中模拟MIMO系统。搅拌罐系统验证了系统和响应的实施。该系统在循环交互的减少方面具有良好的性能,这是实施MIMO系统控制器的主要问题。此外,完成了MIMO系统的直接数字控制而不是监控控制。

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