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通过多目标优化和多准则决策制定的具有一阶加时滞(FOPDT)模型的降阶自抗扰控制的解析整定规则

Analytical tuning rules for Reduced-order Active Disturbance Rejection Control with FOPDT models through Multi-Objective optimization and multi-criteria decision-making.

作者信息

Srikanth M V, Yadaiah Narri

机构信息

Department of Electrical and Electronics Engineering, Shri Vishnu Engineering College for Women, Vishnupur, Bhimavaram 534 202, Andhra Pradesh, India.

Department of Electrical and Electronics Engineering, Jawaharlal Nehru Technological University Hyderabad, College of Engineering, Kukatpally, Hyderabad, Telangana State 500085, India.

出版信息

ISA Trans. 2021 Aug;114:370-398. doi: 10.1016/j.isatra.2020.12.035. Epub 2020 Dec 21.

DOI:10.1016/j.isatra.2020.12.035
PMID:33397582
Abstract

Active Disturbance Rejection Control (ADRC) emerged as a promising control solution in various engineering domains. However, increased ADRC order makes it difficult to implement and tune in practice. On the other hand, Reduced-order ADRC (RADRC) structure solves this issue with the appropriate tuning of its parameters to achieve the desired performance. This paper aims to develop analytical tuning rules for RADRC for processes approximated as First-order plus dead-time models (FOPDT). These rules meet the conflicting goals of tracking and disturbance rejection restricted by robustness specification. The tuning rules are derived based on a multi-stage approach. In the first stage, the tuning problem is formulated as a multi-objective optimization problem with appropriate constraints. A Multi-objective Quasi-Oppositional Rao-1 (MOQO-Rao-1) Algorithm solves the optimization problem to produce a collection of Pareto-optimal solutions (alternatives) in the second stage. In the third stage, using the Best-Worst based PROMETHEE method, the best one is chosen among the available options. Finally, using linear regression, analytical tuning rules are developed. Separate tuning rules are proposed for lag-dominated and dead-time dominated cases. Simulation experiments on benchmark industrial processes are performed, and the findings assess the efficacy of the suggested tuning rules relative to the methods recently published. The proposed tuning rules are experimentally validated to assess their applicability in the practical scenario. Besides, the closed-loop system's stability with the suggested tuning rules is confirmed by the small-gain theorem and the dual-locus process.

摘要

自抗扰控制(ADRC)在各个工程领域中成为一种很有前景的控制解决方案。然而,ADRC阶数的增加使其在实际应用中难以实现和调整。另一方面,降阶自抗扰控制(RADRC)结构通过对其参数进行适当调整来解决这个问题,以实现所需的性能。本文旨在为近似为一阶加纯滞后模型(FOPDT)的过程开发RADRC的解析调整规则。这些规则满足了受鲁棒性规范限制的跟踪和抗干扰的相互冲突目标。调整规则是基于多阶段方法推导出来的。在第一阶段,将调整问题表述为具有适当约束的多目标优化问题。在第二阶段,一种多目标准对立 Rao-1(MOQO-Rao-1)算法解决该优化问题,以生成一组帕累托最优解(备选方案)。在第三阶段,使用基于最佳 - 最差的PROMETHEE方法,从可用选项中选择最佳方案。最后,使用线性回归开发解析调整规则。针对滞后主导和纯滞后主导的情况提出了单独的调整规则。对基准工业过程进行了仿真实验,研究结果评估了所建议的调整规则相对于最近发表的方法的有效性。所提出的调整规则经过实验验证,以评估其在实际场景中的适用性。此外,通过小增益定理和双轨迹过程确认了所建议调整规则下闭环系统的稳定性。

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