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In this paper, a human lower limb gait information acquisition device is developed, ten types of human lower limb gait data are collected, and a human gait recognition model is constructed using the RNN-FCN algorithm. The experimental results demonstrate that the RNN-FCN algorithm achieves an average recognition classification accuracy of 94.43% in the experiments, outperforming the other four algorithms. <\/jats:p>","DOI":"10.1142\/s0218001425500065","type":"journal-article","created":{"date-parts":[[2025,3,11]],"date-time":"2025-03-11T09:14:35Z","timestamp":1741684475000},"source":"Crossref","is-referenced-by-count":0,"title":["Gait Recognition by Combining Recurrent Neural Network and Fully Convolutional Network"],"prefix":"10.1142","volume":"39","author":[{"ORCID":"https:\/\/orcid.org\/0009-0004-0632-0598","authenticated-orcid":false,"given":"Xinbin","family":"Zhang","sequence":"first","affiliation":[{"name":"Academy for Engineering and Technology, Fudan University, 220 Handan Road, Shanghai 200433, P.\u00a0R.\u00a0China"},{"name":"Shanghai Aerospace Control Technology Research Institute, 1555 Zhongchun Road, Shanghai 201108, P.\u00a0R.\u00a0China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6874-4765","authenticated-orcid":false,"given":"Weixiang","family":"Xiong","sequence":"additional","affiliation":[{"name":"School of Mechanical and Power Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai 200237, P.\u00a0R.\u00a0China"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-1801-7756","authenticated-orcid":false,"given":"Zhihao","family":"Yang","sequence":"additional","affiliation":[{"name":"School of Mechanical and Power Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai 200237, P.\u00a0R.\u00a0China"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-2807-4486","authenticated-orcid":false,"given":"Qinghong","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Mechanical and Power Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai 200237, P.\u00a0R.\u00a0China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1233-1136","authenticated-orcid":false,"given":"Jianjun","family":"Yan","sequence":"additional","affiliation":[{"name":"School of Mechanical and Power Engineering, Shanghai Key Laboratory of Intelligent Sensing and Detection Technology, East China University of Science and Technology, 130 Meilong Road, Shanghai 200237, P.\u00a0R.\u00a0China"}]}],"member":"219","published-online":{"date-parts":[[2025,4,28]]},"reference":[{"doi-asserted-by":"publisher","key":"S0218001425500065BIB001","DOI":"10.1007\/s10064-020-01922-8"},{"volume-title":"Conf. and Workshop on Neural Information Processing Systems","year":"2016","author":"Chen J.","key":"S0218001425500065BIB003"},{"key":"S0218001425500065BIB004","first-page":"424","volume-title":"Medical Image Computing and Computer-Assisted Intervention \u2014 MICCAI 2016, Lecture Notes in Computer Science","volume":"9901","author":"\u00c7i\u00e7ek \u00d6.","year":"2016"},{"doi-asserted-by":"publisher","key":"S0218001425500065BIB005","DOI":"10.1109\/EMBC.2013.6609816"},{"doi-asserted-by":"publisher","key":"S0218001425500065BIB006","DOI":"10.1109\/TIP.2007.901238"},{"doi-asserted-by":"publisher","key":"S0218001425500065BIB007","DOI":"10.1207\/s15516709cog1402_1"},{"doi-asserted-by":"publisher","key":"S0218001425500065BIB008","DOI":"10.3389\/fnbot.2020.00058"},{"doi-asserted-by":"publisher","key":"S0218001425500065BIB009","DOI":"10.1109\/ICECCME52200.2021.9591136"},{"doi-asserted-by":"publisher","key":"S0218001425500065BIB010","DOI":"10.1109\/ICORR.2019.8779375"},{"doi-asserted-by":"publisher","key":"S0218001425500065BIB011","DOI":"10.1162\/neco.1997.9.8.1735"},{"doi-asserted-by":"publisher","key":"S0218001425500065BIB012","DOI":"10.1080\/02626667.2021.2003367"},{"doi-asserted-by":"publisher","key":"S0218001425500065BIB013","DOI":"10.1016\/j.robot.2017.06.010"},{"doi-asserted-by":"publisher","key":"S0218001425500065BIB014","DOI":"10.1163\/1568553054455103"},{"doi-asserted-by":"publisher","key":"S0218001425500065BIB015","DOI":"10.1109\/EMBC.2014.6944273"},{"doi-asserted-by":"publisher","key":"S0218001425500065BIB016","DOI":"10.1177\/0278364906065505"},{"doi-asserted-by":"publisher","key":"S0218001425500065BIB017","DOI":"10.1115\/1.2168164"},{"key":"S0218001425500065BIB018","first-page":"143","volume":"19","author":"LeCun Y.","year":"1989","journal-title":"Connect. 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