{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,2]],"date-time":"2026-05-02T03:57:22Z","timestamp":1777694242007,"version":"3.51.4"},"reference-count":72,"publisher":"SAGE Publications","issue":"2","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["ICA"],"published-print":{"date-parts":[[2023,3,15]]},"abstract":"<jats:p>To guarantee their locomotion, biped robots need to walk stably. The latter is achieved by a high performance in joint control. This article addresses this issue by proposing a novel human-simulated fuzzy (HF) membrane control system of the joint angles. The proposed control system, human-simulated fuzzy membrane controller (HFMC), contains several key elements. The first is an HF algorithm based on human-simulated intelligent control (HSIC). This HF algorithm incorporates elements of both multi-mode proportional-derivative (PD) and fuzzy control, aiming at solving the chattering problem of multi-mode switching while improving control accuracy. The second is a membrane architecture that makes use of the natural parallelisation potential of membrane computing to improve the real-time performance of the controller. The proposed HFMC is utilised as the joint controller for a biped robot. Numerical tests in a simulation are carried out with the planar and slope walking of a five-link biped robot, and the effectiveness of the HFMC is verified by comparing and evaluating the results of the designed HFMC, HSIC and PD. Experimental results demonstrate that the proposed HFMC not only retains the advantages of traditional PD control but also improves control accuracy, real-time performance and stability.<\/jats:p>","DOI":"10.3233\/ica-230698","type":"journal-article","created":{"date-parts":[[2023,2,7]],"date-time":"2023-02-07T11:36:42Z","timestamp":1675769802000},"page":"105-120","source":"Crossref","is-referenced-by-count":19,"title":["A human-simulated fuzzy membrane approach for the joint controller of walking biped robots"],"prefix":"10.1177","volume":"30","author":[{"given":"Xingyang","family":"Liu","sequence":"first","affiliation":[{"name":"School of Electrical Engineering, Southwest Jiaotong University, Chengdu, Sichuan, China"}]},{"given":"Gexiang","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Automation, Chengdu University of Information Technology, Chengdu, Sichuan, China"}]},{"given":"Muhammad Shahid","family":"Mastoi","sequence":"additional","affiliation":[{"name":"School of Electrical Engineering, Southwest Jiaotong University, Chengdu, Sichuan, China"}]},{"given":"Ferrante","family":"Neri","sequence":"additional","affiliation":[{"name":"Nature Inspired Computing and Engineering Research Group, Department of Computer Science, University of Surrey, Guildford, Surrey, UK"}]},{"given":"Yang","family":"Pu","sequence":"additional","affiliation":[{"name":"School of Electrical Engineering, Sichuan University, Chengdu, Sichuan, China"}]}],"member":"179","reference":[{"issue":"5712","key":"10.3233\/ICA-230698_ref1","doi-asserted-by":"crossref","first-page":"1082","DOI":"10.1126\/science.1107799","article-title":"Efficient bipedal robots based on passive-dynamic walkers","volume":"307","author":"Collins","year":"2005","journal-title":"Science"},{"issue":"5718","key":"10.3233\/ICA-230698_ref2","doi-asserted-by":"crossref","first-page":"58","DOI":"10.1126\/science.1111110","article-title":"Walking made simple","volume":"308","author":"Alexander","year":"2005","journal-title":"Science"},{"issue":"7","key":"10.3233\/ICA-230698_ref3","doi-asserted-by":"crossref","first-page":"888","DOI":"10.1109\/TSMC.2015.2487240","article-title":"Gait Planning of Omnidirectional Walk on Inclined Ground for Biped Robots","volume":"46","author":"Yu","year":"2016","journal-title":"IEEE Transactions on Systems, Man, and Cybernetics: Systems"},{"key":"10.3233\/ICA-230698_ref4","doi-asserted-by":"crossref","unstructured":"Hu D, Li S. 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