{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T04:25:16Z","timestamp":1750220716135,"version":"3.41.0"},"reference-count":34,"publisher":"Association for Computing Machinery (ACM)","issue":"4","license":[{"start":{"date-parts":[[2019,9,4]],"date-time":"2019-09-04T00:00:00Z","timestamp":1567555200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"The Hunan Province Science and Technology Project Funds","award":["2018TP1036"],"award-info":[{"award-number":["2018TP1036"]}]},{"name":"The National Science Foundation of China","award":["61873131 and 61572261"],"award-info":[{"award-number":["61873131 and 61572261"]}]},{"name":"National Key Research and Development Program of China","award":["2018YFB0803400"],"award-info":[{"award-number":["2018YFB0803400"]}]},{"name":"The Hunan Provincial Natural Science Foundation for Distinguished Young Scholars","award":["2018JJ1025"],"award-info":[{"award-number":["2018JJ1025"]}]},{"name":"The Nature Science Foundation of Jiangsu for Distinguished Young Scientist","award":["BK20170039"],"award-info":[{"award-number":["BK20170039"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":["ACM Trans. Cyber-Phys. Syst."],"published-print":{"date-parts":[[2019,10,31]]},"abstract":"<jats:p>In recent years, rapid development of sensing and computing has led to very large datasets. There is an urgent demand for innovative data analysis and processing techniques that are secure, privacy-protected and sustainable. In this article, taking human activities and interactions with Cyber-Physical Systems (CPS) into consideration, we propose a human behavior learning system based on Channel State Information (CSI) utilizing a series of algorithms for data analysis and processing. Aiming to recognize a set of gestures, our system is designed based on the observation that different gestures have different effects on signals and specific gesture signals have a unique energy spectrum. Specifically, an improved Linear Discriminant Analysis Algorithm (I-LDA) is devised to reduce the dimension of human behavior signals. Additionally, behaviors are learned by Logistic Regression Algorithm (LRA). Bandwidth ratios in an energy spectrum are selected as features to eliminate the impact of speed differences on results. The system is based on commercial off-the-shelf WiFi devices and we conduct a large number of experiments in a typical indoor environment to evaluate its performance. Experimental results show that our system is robust with average recognition accuracy of up to 96%.<\/jats:p>","DOI":"10.1145\/3342219","type":"journal-article","created":{"date-parts":[[2019,9,5]],"date-time":"2019-09-05T12:14:48Z","timestamp":1567685688000},"page":"1-19","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":4,"title":["Improved LDA Dimension Reduction Based Behavior Learning with Commodity WiFi for Cyber-Physical Systems"],"prefix":"10.1145","volume":"3","author":[{"given":"Fu","family":"Xiao","sequence":"first","affiliation":[{"name":"Nanjing University of Posts and Telecommunications, Jiangsu High Technology Research Key Laboratory for Wireless Sensor Networks, Nanjing, Jiangsu Province, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jing","family":"Chen","sequence":"additional","affiliation":[{"name":"Nanjing University of Posts and Telecommunications, Nanjing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhetao","family":"Li","sequence":"additional","affiliation":[{"name":"Xiangtan University, Key Laboratory of Hunan Province for Internet of Things and Information Security, Key Laboratory of Intelligent Computing and Information Processing of Ministry of Education, Xiangtan, Hunan Province, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Haiping","family":"Huang","sequence":"additional","affiliation":[{"name":"Nanjing University of Posts and Telecommunications, Jiangsu High Technology Research Key Laboratory for Wireless Sensor Networks, Nanjing, Jiangsu Province, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lijuan","family":"Sun","sequence":"additional","affiliation":[{"name":"Nanjing University of Posts and Telecommunications, Jiangsu High Technology Research Key Laboratory for Wireless Sensor Networks, Nanjing, Jiangsu Province, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2019,9,4]]},"reference":[{"key":"e_1_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2015.7218525"},{"volume-title":"Proceedings of the 11th USENIX Conference on Networked Systems Design and Implementation (NSDI\u201914)","author":"Adib Fadel","key":"e_1_2_1_2_1"},{"key":"e_1_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1145\/2789168.2790109"},{"key":"e_1_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1109\/WoWMoM.2017.7974315"},{"key":"e_1_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1109\/IAEAC.2017.8054245"},{"key":"e_1_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1145\/2993369.2996327"},{"key":"e_1_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1145\/2964284.2967203"},{"key":"e_1_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2017.2754578"},{"volume-title":"Sleepy: Wireless channel data driven sleep monitoring via commodity WiFi devices","year":"2018","author":"Gu Y.","key":"e_1_2_1_9_1"},{"key":"e_1_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2013.2256919"},{"key":"e_1_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCCN.2015.7288485"},{"key":"e_1_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.5555\/2616448.2616477"},{"key":"e_1_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1145\/3025453.3025641"},{"key":"e_1_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1145\/2971648.2971738"},{"key":"e_1_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1145\/2746285.2746303"},{"key":"e_1_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1109\/MSN.2016.035"},{"key":"e_1_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1145\/2500423.2500436"},{"volume-title":"Proceedings of the 3rd European Conference-Volume II on Computer Vision -","author":"James","key":"e_1_2_1_18_1"},{"key":"e_1_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2013.28"},{"key":"e_1_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1145\/2942358.2942393"},{"key":"e_1_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1145\/2639108.2639112"},{"key":"e_1_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2016.2557795"},{"key":"e_1_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1145\/2973750.2973776"},{"key":"e_1_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1145\/2740070.2626330"},{"key":"e_1_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1109\/SAHCN.2018.8397120"},{"key":"e_1_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1145\/2789168.2790093"},{"key":"e_1_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1145\/3078855"},{"key":"e_1_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2015.2430294"},{"key":"e_1_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-006-8112-5"},{"key":"e_1_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1145\/2543581.2543592"},{"key":"e_1_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2016.2567393"},{"key":"e_1_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1093\/cercor\/bhr152"},{"key":"e_1_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.1109\/INFCOM.2013.6567118"},{"key":"e_1_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2017.2679578"}],"container-title":["ACM Transactions on Cyber-Physical Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3342219","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3342219","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T22:33:22Z","timestamp":1750199602000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3342219"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,9,4]]},"references-count":34,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2019,10,31]]}},"alternative-id":["10.1145\/3342219"],"URL":"https:\/\/doi.org\/10.1145\/3342219","relation":{},"ISSN":["2378-962X","2378-9638"],"issn-type":[{"type":"print","value":"2378-962X"},{"type":"electronic","value":"2378-9638"}],"subject":[],"published":{"date-parts":[[2019,9,4]]},"assertion":[{"value":"2018-08-01","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2019-05-01","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2019-09-04","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}