Generalized Predictive Control Using Genetic Aglorithms (GAGPC). An Application to Control of a Non-linear Process with Model Uncertainty

机译：使用遗传算法（GAGPC）的广义预测控制。模型不确定性在非线性过程控制中的应用

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Predictive Control is one of the msot powerful techniques in process control, but its application in non-linear processes is challenging. This is basically because the optimization method commonly used limints the kind of functions which can be minimized. The aim of this work is to show how the combination of Genetic Algorithms (GA) and Generalized Predictive Contrl (GPC), what we call GAGPC, can be applied to non-linear process control. This paper also shows GAGPC performance when controlling non-linear processes with model uncertanties. Success in this area will open the door to using GAGPC for a better control of industrial processes.

机译：预测控制是过程控制中最强大的技术之一，但是其在非线性过程中的应用则具有挑战性。这基本上是因为常用的优化方法限制了可以最小化的功能种类。这项工作的目的是展示如何将遗传算法（GA）和广义预测控制（GPC）的组合（我们称为GAGPC）应用于非线性过程控制。本文还展示了在控制带有模型不确定性的非线性过程时的GAGPC性能。在这一领域的成功将为使用GAGPC更好地控制工业流程打开大门。

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《International conference on industrial and engineering applications of artificial intelligence and expert systems;IEA-98-AIE》|1998年|p.428-437|共10页
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Xavier Blasco; Miguel Martinez; Juan Senent; Javier Sanchis;
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中图分类自动化技术、计算机技术;
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1. Fuzzy model predictive control of non-linear processes using genetic algorithms [J] . Haralambos Sarimveis, George Bafas Fuzzy sets and systems . 2003,第1期

机译：基于遗传算法的非线性过程的模糊模型预测控制
2. Use of uncertainty polytope to describe constraint processes with uncertain time-delay for robust model predictive control applications [J] . Gongsheng Huang, Shengwei Wang ISA Transactions . 2009,第4期

机译：使用不确定性多面体描述具有不确定时间延迟的约束过程，用于鲁棒模型预测控制应用
3. Non-linear model predictive control for models with local information and uncertainties [J] . Kristjan Azman, Jus Kocijan Transactions of the Institute of Measurement and Control . 2008,第5期

机译：具有局部信息和不确定性的模型的非线性模型预测控制
4. Generalized Predictive Control Using Genetic Aglorithms (GAGPC). An Application to Control of a Non-linear Process with Model Uncertainty [C] . Xavier Blasco, Miguel Martinez, Juan Senent, International conference on industrial and engineering applications of artificial intelligence and expert systems . 1998

机译：遗传琼脂（GAGPC）的广义预测控制。用模型不确定性控制非线性过程的应用
5. Genetic algorithm based non-linear modeling and its application to control and mechanical diagnostics. [D] . Jeon, Yoo chan. 1994

机译：基于遗传算法的非线性建模及其在控制和机械诊断中的应用。
6. Predictive quality assurance of a linear accelerator based on the machine performance check application using statistical process control and ARIMA forecast modeling [O] . Wayo Puyati, Amnach Khawne, Michael Barnes, 2020

机译：基于机器性能检查应用使用统计过程控制和ARIMA预测建模的基于机器性能检查应用的线性加速器的预测质量保证
7. Generalized Predictive Control Using Genetic Algorithms (GAGPC). An Application to Control of a Non-linear Process with Model Uncertainty [O] . Xavier Blasco, Miguel Martinez, Juan Senent, 1998

机译：基于遗传算法的广义预测控制（GaGpC）。模型不确定性控制非线性过程的应用
8. Advances in Generalized and Constrained Generalized Predictive Control withApplication to a Dynamometer Model [R] . Rossiter, J. A., Kouvaritakis, B. 1993

机译：广义约束广义预测控制在测功机模型中的应用进展

Generalized Predictive Control Using Genetic Aglorithms (GAGPC). An Application to Control of a Non-linear Process with Model Uncertainty

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