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Metaheuristics Algorithm for Tuning of PID Controller of Mobile Robot System

作   者:
Harsh GoudPrakash Chandra SharmaKashif NisarMuhammad Reazul HaqueAg. Asri Ag. IbrahimNarendra Singh YadavPankaj SwarnkarManoj GuptaLaxmi Chand
作者机构:
Multimedia University Bhopal JECRC University KoreaIndian Institute of Information TechnologyFaculty of Computing and Informatics Seongdong-gu India Manipal University Malaysia Seoul Kota Kinabalu University Malaysia Sabah Rajasthan 04763 Jalan UMS NagpurDepartment of Computer Science and Engineering Selangor Persiaran MultimediaSchool of Computing & Information Technology 88400 63100 Sabah CyberjayaMaulana Azad National Institute of TechnologyFaculty of Computing & InformaticsDpartment of Electronics and Communication Engineering Hanyang University Jaipur
关键词:
genetic algorithmPID controllermobile robot systemfirefly algorithmMetaheuristic algorithm
期刊名称:
Computers, materials & continua
i s s n:
1546-2218
年卷期:
2022 年 72 卷 2 Pt.2 期
页   码:
3481-3492
页   码:
摘   要:
Robots in the medical industry are becoming more common in daily life because of various advantages such as quick response, less human interference, high dependability, improved hygiene, and reduced aging effects. That is why, in recent years, robotic aid has emerged as a blossoming solution to many challenges in the medical industry. In this manuscript, meta-heuristics (MH) algorithms, specifically the Firefly Algorithm (FF) and Genetic Algorithm (GA), are applied to tune PID controller constraints such as Proportional gain Kp Integral gain Ki and Derivative gain Kd. The controller is used to control Mobile Robot System (MRS) at the required set point. The FF arrangements are made based on various pre-analysis. A detailed simulation study indicates that the proposed PID controller tuned with Firefly Algorithm (FF-PID) for MRS is beneficial and suitable to achieve desired closed-loop system response. The FF is touted as providing an easy, reliable, and efficient tuning technique for PID controllers. The most suitable ideal performance is accomplished with FF-PID, according to the display in the time response. Further, the observed response is compared to those received by applying GA and conventional off-line tuning techniques. The comparison of all tuning methods exhibits supremacy of FF-PID tuning of the given nonlinear Mobile Robot System than GA-PID tuning and conventional controller.
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