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Particle Swarm Optimization Based Adaptive PID Controller for pH-Neutralization Process

机译:基于粒子群优化的PH - 中和过程的自适应PID控制器

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Though conventional PID controllers (CPID) are effectively used in a wide range of industrial processes, they usually fail to provide satisfactory performance for third order systems (pH-neutralization process) due to large overshoots and oscillation. Nonlinear and adaptive PID controllers (APID) are being developed towards achieving the desired control performance for such systems. In this study, we make an attempt to develop particle swarm optimization (PSO) based adaptive PID controller (PSO-APID) in order to attain adequate servo as well as regulatory performance. While designing our PSO-APID, first we formulate the structure of the adaptive PID controller followed by its optimal parameter estimation for a given system using PSO. Performances of PSO-APID for pH neutralization process are compared with those of CPID and APID reported in the leading literature. From detailed performance analysis PSO-APID is found to provide significantly improved performance over others.
机译:虽然传统的PID控制器(CPID)在各种工业过程中有效地使用,但由于大的过冲和振荡,它们通常无法为第三订单系统(PH中和过程)提供令人满意的性能。正在开发非线性和自适应PID控制器(APID)朝向实现这种系统的所需控制性能。在这项研究中,我们试图开发基于粒子群优化(PSO)的自适应PID控制器(PSO-APID),以获得足够的伺服以及法规性能。在设计我们的PSO-API模型时,首先我们制定自适应PID控制器的结构,然后使用PSO的给定系统的最佳参数估计。将PHO-Apid的性能与pH中和过程的PHO-APID进行比较,并与中国人民币报告的CPID和APID。从详细的性能分析中,发现PSO-APID为对他人提供了显着提高的性能。

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