{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,14]],"date-time":"2025-05-14T02:48:15Z","timestamp":1747190895505,"version":"3.40.5"},"reference-count":27,"publisher":"Wiley","license":[{"start":{"date-parts":[[2022,1,7]],"date-time":"2022-01-07T00:00:00Z","timestamp":1641513600000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Scientific Programming"],"published-print":{"date-parts":[[2022,1,7]]},"abstract":"<jats:p>The artificial intelligence education system promotes the rooting of artificial intelligence in the education field and accelerates its entry into the era of intelligent education. This article focuses on the development of the artificial intelligence education system and proposes an artificial intelligence education system based on differential evolution algorithm optimization support vector machine. First, the processing of educational demand information data is automated, then a differential evolution algorithm is built to optimize the support vector machine model, and the model is used to implement various educational tasks to achieve automated education. The test results show that the model classification accuracy, classification recall rate, classification accuracy rate, and F1-score value are 4 items. Performances have been improved to improve the efficiency of education work and provide a reference for exploring the application and practice of artificial intelligence in education.<\/jats:p>","DOI":"10.1155\/2022\/5379646","type":"journal-article","created":{"date-parts":[[2022,1,7]],"date-time":"2022-01-07T17:21:19Z","timestamp":1641576079000},"page":"1-7","source":"Crossref","is-referenced-by-count":6,"title":["Artificial Intelligence Education System Based on Differential Evolution Algorithm to Optimize SVM"],"prefix":"10.1155","volume":"2022","author":[{"given":"Weilin","family":"Long","sequence":"first","affiliation":[{"name":"Tianjin Modern Vocational Technology College, Tianjin 300350, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0374-9618","authenticated-orcid":true,"given":"Yi","family":"Gao","sequence":"additional","affiliation":[{"name":"College of Information Technical Science, Nankai University, Tianjin 300071, China"}]}],"member":"311","reference":[{"issue":"9","key":"1","first-page":"27","article-title":"Application scenario analysis and system design of intelligent assistants in education","volume":"392","author":"D. Liu","year":"2019","journal-title":"China Audio-Visual Education"},{"issue":"3","key":"2","first-page":"5","article-title":"Actual analysis of artificial intelligence education application: methods and limits of teaching automation","volume":"530","author":"Z. Zhang","year":"2019","journal-title":"China Distance Education"},{"key":"3","first-page":"98","article-title":"Research on the design of self-education system of resource intelligence course","volume":"6","author":"Q. Sun","year":"2019","journal-title":"Research in Audio-Visual Education"},{"issue":"3","key":"4","first-page":"95","article-title":"Application analysis and design of artificial intelligence in educational videos","volume":"323","author":"P. Wang","year":"2020","journal-title":"Audio-Visual Education Research"},{"issue":"24","key":"5","first-page":"6","article-title":"Review of the application of a new generation of artificial intelligence technology in power system scheduling operation","volume":"694","author":"J. Zhao","year":"2020","journal-title":"Automation of Electric Power Systems"},{"volume-title":"In-depth Understanding of AutoML and AutoDL: Building an Automated Machine Learning and Deep Learning Platform","year":"2019","author":"J. Wang","key":"6"},{"issue":"11","key":"7","first-page":"43","article-title":"Research on the semantic analysis model and application of MOOC comments from the perspective of big data","volume":"38","author":"L. Wu","year":"2017","journal-title":"Audio-visual Education Research"},{"issue":"6","key":"8","first-page":"590","article-title":"Early education system design based on CNN intelligent AI assistant","volume":"32","author":"M. Shen","year":"2020","journal-title":"Journal of Zhejiang University of Science and Technology"},{"volume-title":"Application of Deep Learning in Student Education Recommendation System","year":"2020","author":"S. Jiang","key":"9"},{"key":"10","first-page":"186","article-title":"The application of automated methods in the design of educational artificial intelligence systems","volume":"17","author":"X. Yu","year":"2021","journal-title":"Electronic Technology and Software Engineering"},{"first-page":"8","article-title":"Research on the application of artificial intelligence industry based on big data in education innovation","author":"Y. Liu","key":"11"},{"issue":"1","key":"12","first-page":"36","article-title":"A performance prediction decision-making system using machine learning technology under the background of smart education","volume":"33","author":"G. Li","year":"2021","journal-title":"Journal of Ningde Normal University (Natural Science Edition)"},{"issue":"6","key":"13","first-page":"42","article-title":"The application and prospect of artificial intelligence in the field of physical education","volume":"36","author":"W. Ma","year":"2020","journal-title":"Journal of Sports Adult Education"},{"volume-title":"Design and Performance Optimization of AI Algorithm Education System for Educational Robots","year":"2020","author":"Q. Hu","key":"14"},{"issue":"S1","key":"15","first-page":"135","article-title":"Research on network education system based on machine learning","volume":"39","author":"W. Zhong","year":"2018","journal-title":"Journal of Communications"},{"key":"16","first-page":"64","article-title":"Educational application and innovative exploration of machine learning in the perspective of artificial intelligence","volume":"1","author":"M. Yu","year":"2018","journal-title":"Big Data Era"},{"issue":"22","key":"17","first-page":"179","article-title":"Analysis of the application of artificial intelligence in the field of education","volume":"20","author":"Z. Wang","year":"2018","journal-title":"China New Telecommunications"},{"key":"18","first-page":"133","article-title":"Research on \u201cartificial intelligence + education\u201d system based on big data","volume":"5","author":"X. Yue","year":"2018","journal-title":"Computer Products and Circulation"},{"issue":"1","key":"19","first-page":"93","article-title":"Educational application of open source artificial intelligence system tensorflow","volume":"28","author":"L. Shi","year":"2018","journal-title":"Modern Educational Technology"},{"key":"20","article-title":"Key technologies and applications of adaptive learning for intelligent education","volume":"1-13","author":"E. Chen","year":"2021","journal-title":"Journal of Intelligent Systems"},{"key":"21","first-page":"110","article-title":"Thoughts on the teaching reform of the \u201cdatabase\u201d course integrating the cultivation of computational thinking","volume":"11","author":"W. Lan","year":"2020","journal-title":"Computer Age"},{"key":"22","first-page":"167","article-title":"Talking about the application of artificial intelligence based on expert system in the field of education","volume":"3","author":"S. Zhang","year":"2020","journal-title":"Digital World"},{"key":"23","first-page":"54","article-title":"Exploration of the application of \u201cAI+education\u201d in the United States","volume":"1","author":"S. Zhang","year":"2020","journal-title":"Shanghai Information Technology"},{"issue":"11","key":"24","first-page":"169","article-title":"The future has come\u2014looking at artificial intelligence and education","volume":"36","author":"J. Ran","year":"2019","journal-title":"Communication Power Technology"},{"key":"25","first-page":"79","article-title":"Research on artificial intelligence and future education development under the background of new economy","volume":"47","author":"W. Li","year":"2019","journal-title":"Marketing Industry"},{"issue":"1","key":"26","first-page":"110","article-title":"Research on the classification of steel plate surface defects based on SVM with ant colony and particle swarm optimization","volume":"46","author":"A. Li","year":"2020","journal-title":"China Test"},{"issue":"4","key":"27","first-page":"115","article-title":"Credit risk assessment model based on SVM hybrid integration","volume":"52","author":"C. Yun","year":"2016","journal-title":"Computer Engineering and Applications"}],"container-title":["Scientific Programming"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2022\/5379646.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2022\/5379646.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2022\/5379646.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,1,7]],"date-time":"2022-01-07T17:21:19Z","timestamp":1641576079000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/sp\/2022\/5379646\/"}},"subtitle":[],"editor":[{"given":"Baiyuan","family":"Ding","sequence":"additional","affiliation":[]}],"short-title":[],"issued":{"date-parts":[[2022,1,7]]},"references-count":27,"alternative-id":["5379646","5379646"],"URL":"https:\/\/doi.org\/10.1155\/2022\/5379646","relation":{},"ISSN":["1875-919X","1058-9244"],"issn-type":[{"type":"electronic","value":"1875-919X"},{"type":"print","value":"1058-9244"}],"subject":[],"published":{"date-parts":[[2022,1,7]]}}}