Optimized fast non-singular integral terminal sliding mode control of immune response and HCMV infection of renal transplant recipient

IF 6.5 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS ISA transactions Pub Date : 2024-12-01 Epub Date: 2024-09-13 DOI:10.1016/j.isatra.2024.09.009
Nimra Nazeer , Iftikhar Ahmad , Isra Nazir , Shahzad Ahmed
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Abstract

Kidneys are the most commonly transplanted organs, and renal transplant is the best treatment for patients with advanced stages of renal disease. Immunosuppressive drugs are used after renal transplant to prevent the body from rejecting the transplanted kidney and ensure its proper kidney functioning. However, suppression of the immune system increases the risk of viral infections and other complications. Therefore, careful monitoring and management of immunosuppressive and antiviral drugs are essential for the success of the transplants. This article presents a hybrid fast non-singular integral terminal sliding mode control technique to adjust the efficacies of these drugs in renal transplant recipients, ensuring successful transplants and preventing viral infections. The proposed strategy tracks system trajectories to reference values and adjusts the treatment plan accordingly. The Lyapunov stability theorem is used to prove the asymptotic stability of the closed-loop system. Several simulation studies are conducted in MATLAB/Simulink environment to evaluate the performance of the proposed control technique in maintaining a balance between over-suppression and under-suppression. Genetic Algorithm is used to optimize the gain values to further improve the performance of the proposed control technique. Its performance is compared with two other variants of terminal sliding mode controllers to demonstrate its effectiveness against them.
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肾移植受者免疫反应和 HCMV 感染的优化快速非矢量积分终端滑动模式控制
肾脏是最常见的移植器官,肾移植是肾病晚期患者的最佳治疗方法。肾移植后会使用免疫抑制剂,以防止机体对移植肾产生排斥反应,并确保肾脏的正常功能。然而,抑制免疫系统会增加病毒感染和其他并发症的风险。因此,对免疫抑制剂和抗病毒药物进行仔细监测和管理对移植手术的成功至关重要。本文提出了一种混合快速非矢量积分终端滑模控制技术,用于调整肾移植受者体内这些药物的药效,确保移植成功并防止病毒感染。所提出的策略根据参考值跟踪系统轨迹,并相应地调整治疗方案。利用李亚普诺夫稳定性定理证明了闭环系统的渐近稳定性。在 MATLAB/Simulink 环境中进行了多次仿真研究,以评估所提出的控制技术在保持过度抑制和抑制不足之间的平衡方面的性能。遗传算法用于优化增益值,以进一步提高拟议控制技术的性能。将其性能与其他两种终端滑模控制器进行了比较,以证明其有效性。
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来源期刊
ISA transactions
ISA transactions 工程技术-工程:综合
CiteScore
11.70
自引率
12.30%
发文量
824
审稿时长
4.4 months
期刊介绍: ISA Transactions serves as a platform for showcasing advancements in measurement and automation, catering to both industrial practitioners and applied researchers. It covers a wide array of topics within measurement, including sensors, signal processing, data analysis, and fault detection, supported by techniques such as artificial intelligence and communication systems. Automation topics encompass control strategies, modelling, system reliability, and maintenance, alongside optimization and human-machine interaction. The journal targets research and development professionals in control systems, process instrumentation, and automation from academia and industry.
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