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IMPROVED ONLINE CONTROL CALCULATION FOR MODELS CONTAINING NEAR COLINEARITY AND UNCERTAINTY

机译:包含近共线性和不确定性的模型的改进的在线控制计算

摘要

A method, apparatus, and computer program product for increasing closed-loop stability in a MPC controller controlling a process where there are significant uncertainties in the model used by the controller. This invention focuses on the improvement of the robustness of the steady-state target calculation. This is achieved through the use of a user defined robustness factor, which is then used to calculate an economic objective function giveaway tolerance and controlled variable constraint violation tolerance. The calculation engine uses these tolerances to find a solution that minimize the target changes between control cycles and prevent weak direction moves caused by near collinearity in the model. If the controller continues to exhibit large variations in the process, it can slow down the manipulated variable movement to stabilize the process.
机译:一种用于在控制过程的MPC控制器中增加闭环稳定性的方法,装置和计算机程序产品,其中该控制器使用的模型存在很大的不确定性。本发明着重于提高稳态目标计算的鲁棒性。这是通过使用用户定义的鲁棒性因子来实现的,然后将其用于计算经济目标函数的放弃公差和受控变量约束违规公差。计算引擎使用这些容差来找到一种解决方案,该解决方案可最大程度地减少控制周期之间的目标变化,并防止由于模型中接近共线性而导致的弱方向移动。如果控制器在过程中继续表现出较大的变化,则可能会减慢受控变量的移动速度,从而稳定过程。

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