{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,30]],"date-time":"2025-07-30T14:20:12Z","timestamp":1753885212648,"version":"3.41.2"},"reference-count":31,"publisher":"World Scientific Pub Co Pte Ltd","issue":"01","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Model. Simul. Sci. Comput."],"published-print":{"date-parts":[[2023,2]]},"abstract":"<jats:p> Presently, the design process of the AI remote server can enable the user to evaluate whether an authorized user can gain emotional responses when they establish an emotional product interface in the approach of the interaction with the device. Therefore, it is necessary for user experience and the ability to address the user\u2019s emotional expectations. This paper proposes an artificial intelligence-based user face recognition response system (AI-UFRRS) to monitor users\u2019 emotions in real life continually and provide new insights into their emotional responses and transitions. The user face recognition response system design is analyzed based on device intelligence. Eventually, the response system is improved and strategy based on an intelligent device. The proposed AI-UFRRS utilizes reinforcement learning technologies to maintain emotional processing in substantial information relating to the user\u2019s identity. This paper offers AI remote strategies to reduce identification information and maximize information on emotions formed by reinforcement learning. The results suggest that the system provided can perform a convolute transformation to maintain user recognition accuracy and reduce face identity recognition. Thus, the experimental results of AI-UFRRS show the improved accuracy ratio of 95.6%, the recognition rate of 93.4%, emotion ratio of 95.5%, high response system ratio of 96.3%, and to increase user identification ratio of 91.8% and reduced false acceptance rate of 19.2%, the false rejection rate of 19.5% compared to other methods. <\/jats:p>","DOI":"10.1142\/s1793962323410052","type":"journal-article","created":{"date-parts":[[2021,11,29]],"date-time":"2021-11-29T10:59:07Z","timestamp":1638183547000},"source":"Crossref","is-referenced-by-count":2,"title":["Design and simulation of AI remote terminal user identity recognition system based on reinforcement learning"],"prefix":"10.1142","volume":"14","author":[{"given":"Yan","family":"Chen","sequence":"first","affiliation":[{"name":"Information Engineering Institute, Yongzhou Vocational Technical College, Yongzhou 425100, P. R. China"}]}],"member":"219","published-online":{"date-parts":[[2021,12,31]]},"reference":[{"journal-title":"IEEE Sens. J.","year":"2021","author":"Tran D. N.","key":"S1793962323410052BIB001"},{"key":"S1793962323410052BIB002","doi-asserted-by":"crossref","first-page":"173779","DOI":"10.1109\/ACCESS.2020.3023939","volume":"8","author":"Wang K.","year":"2020","journal-title":"IEEE Access"},{"issue":"3","key":"S1793962323410052BIB003","doi-asserted-by":"crossref","first-page":"e49","DOI":"10.1002\/itl2.49","volume":"1","author":"Nguyen N. T.","year":"2018","journal-title":"Internet Technol. Lett."},{"key":"S1793962323410052BIB004","doi-asserted-by":"crossref","first-page":"7","DOI":"10.1145\/3414045.3415946","volume-title":"Proc. 2nd ACM MobiCom Workshop on Drone Assisted Wireless Communications for 5G and Beyond","author":"Budhiraja I.","year":"2020"},{"key":"S1793962323410052BIB005","doi-asserted-by":"crossref","first-page":"506","DOI":"10.1007\/978-3-030-35653-8_33","volume-title":"Int. Conf. Future Data and Security Engineering","author":"Hiremath P. N.","year":"2019"},{"key":"S1793962323410052BIB006","doi-asserted-by":"crossref","first-page":"159081","DOI":"10.1109\/ACCESS.2019.2949741","volume":"7","author":"Zhang H.","year":"2019","journal-title":"IEEE Access"},{"issue":"7","key":"S1793962323410052BIB007","doi-asserted-by":"crossref","first-page":"856","DOI":"10.1177\/0278364920916531","volume":"39","author":"Fan T.","year":"2020","journal-title":"Int. J. Robot. Res."},{"journal-title":"Complex Intell. Syst.","year":"2020","author":"Gomathi P.","key":"S1793962323410052BIB008"},{"issue":"4","key":"S1793962323410052BIB009","doi-asserted-by":"crossref","first-page":"7733","DOI":"10.1007\/s10586-017-1323-4","volume":"22","author":"Kumar P. M.","year":"2019","journal-title":"Cluster Comput."},{"key":"S1793962323410052BIB010","doi-asserted-by":"crossref","first-page":"104090","DOI":"10.1016\/j.imavis.2020.104090","volume":"106","author":"Afza F.","year":"2021","journal-title":"Image Vision Comput."},{"issue":"7","key":"S1793962323410052BIB011","doi-asserted-by":"crossref","first-page":"7735","DOI":"10.1109\/TVT.2020.2990482","volume":"69","author":"Huang S.","year":"2020","journal-title":"IEEE Trans. Veh. Technol."},{"key":"S1793962323410052BIB012","doi-asserted-by":"crossref","first-page":"756","DOI":"10.1016\/j.future.2020.10.001","volume":"115","author":"Shakeel P. M.","year":"2021","journal-title":"Future Gener. Comput. Syst."},{"issue":"3","key":"S1793962323410052BIB013","doi-asserted-by":"crossref","first-page":"757","DOI":"10.1007\/s10845-020-01722-7","volume":"32","author":"Sharif A.","year":"2021","journal-title":"J. Intell. Manuf."},{"issue":"1","key":"S1793962323410052BIB014","doi-asserted-by":"crossref","first-page":"87","DOI":"10.1109\/MSP.2020.2988287","volume":"38","author":"Fernando T.","year":"2020","journal-title":"IEEE Signal Process. Mag."},{"journal-title":"Future Gener. Comput. Syst.","year":"2020","author":"Shakeel P. M.","key":"S1793962323410052BIB015"},{"journal-title":"IEEE Internet Things J.","year":"2020","author":"Manogaran G.","key":"S1793962323410052BIB016"},{"issue":"1","key":"S1793962323410052BIB017","doi-asserted-by":"crossref","first-page":"116","DOI":"10.1109\/MWC.001.1900262","volume":"27","author":"Hu J.","year":"2020","journal-title":"IEEE Wirel. Commun."},{"key":"S1793962323410052BIB018","doi-asserted-by":"crossref","first-page":"324","DOI":"10.1016\/j.comcom.2020.03.005","volume":"154","author":"Joo H.","year":"2020","journal-title":"Comput. Commun."},{"journal-title":"IEEE Trans. Reliab.","year":"2020","author":"Irshad A.","key":"S1793962323410052BIB019"},{"key":"S1793962323410052BIB020","doi-asserted-by":"crossref","first-page":"383","DOI":"10.1016\/j.compeleceng.2018.09.022","volume":"72","author":"Chen T.","year":"2018","journal-title":"Comput. Elec. Eng."},{"key":"S1793962323410052BIB021","doi-asserted-by":"crossref","first-page":"1720","DOI":"10.1109\/TIFS.2020.3042049","volume":"16","author":"Heartfield R.","year":"2020","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"key":"S1793962323410052BIB022","doi-asserted-by":"crossref","first-page":"995","DOI":"10.1016\/j.future.2017.11.013","volume":"108","author":"Sajjad M.","year":"2020","journal-title":"Future Gener. Comput. Syst."},{"issue":"2","key":"S1793962323410052BIB023","doi-asserted-by":"crossref","first-page":"303","DOI":"10.1007\/s10772-020-09792-x","volume":"24","author":"Kumaran U.","year":"2021","journal-title":"Int. J. Speech Technol."},{"key":"S1793962323410052BIB024","doi-asserted-by":"crossref","first-page":"145513","DOI":"10.1109\/ACCESS.2020.3014796","volume":"8","author":"Galbally J.","year":"2020","journal-title":"IEEE Access"},{"issue":"2","key":"S1793962323410052BIB025","doi-asserted-by":"crossref","first-page":"733","DOI":"10.12928\/telkomnika.v18i2.14106","volume":"18","author":"Ghazal M. T.","year":"2020","journal-title":"Telkomnika"},{"issue":"6","key":"S1793962323410052BIB026","doi-asserted-by":"crossref","first-page":"1097","DOI":"10.1007\/s00371-019-01715-5","volume":"36","author":"Abdellatef E.","year":"2020","journal-title":"Vis. Comput."},{"issue":"3","key":"S1793962323410052BIB027","doi-asserted-by":"crossref","first-page":"222","DOI":"10.1504\/IJBET.2020.107759","volume":"33","author":"Yoganand A. V.","year":"2020","journal-title":"Int. J. Biomed. Eng. Technol."},{"issue":"3","key":"S1793962323410052BIB028","doi-asserted-by":"crossref","first-page":"785","DOI":"10.3390\/s20030785","volume":"20","author":"Lee H.","year":"2020","journal-title":"Sensors"},{"issue":"19","key":"S1793962323410052BIB029","doi-asserted-by":"crossref","first-page":"5523","DOI":"10.3390\/s20195523","volume":"20","author":"Alay N.","year":"2020","journal-title":"Sensors"},{"key":"S1793962323410052BIB030","doi-asserted-by":"crossref","first-page":"273","DOI":"10.1016\/j.neucom.2019.10.117","volume":"408","author":"Kumar D.","year":"2020","journal-title":"Neurocomputing"},{"issue":"1","key":"S1793962323410052BIB032","first-page":"272","volume":"9","author":"Saravanan V.","year":"2012","journal-title":"Int. J. Comput. Sci. Iss."}],"container-title":["International Journal of Modeling, Simulation, and Scientific Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S1793962323410052","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,3,22]],"date-time":"2023-03-22T07:10:46Z","timestamp":1679469046000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/10.1142\/S1793962323410052"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,12,31]]},"references-count":31,"journal-issue":{"issue":"01","published-print":{"date-parts":[[2023,2]]}},"alternative-id":["10.1142\/S1793962323410052"],"URL":"https:\/\/doi.org\/10.1142\/s1793962323410052","relation":{},"ISSN":["1793-9623","1793-9615"],"issn-type":[{"type":"print","value":"1793-9623"},{"type":"electronic","value":"1793-9615"}],"subject":[],"published":{"date-parts":[[2021,12,31]]},"article-number":"2341005"}}