{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,22]],"date-time":"2026-01-22T04:15:46Z","timestamp":1769055346311,"version":"3.49.0"},"reference-count":40,"publisher":"Wiley","license":[{"start":{"date-parts":[[2020,6,4]],"date-time":"2020-06-04T00:00:00Z","timestamp":1591228800000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["2019M661096"],"award-info":[{"award-number":["2019M661096"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["2016011968"],"award-info":[{"award-number":["2016011968"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["LQ2017008"],"award-info":[{"award-number":["LQ2017008"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Doctoral Research Startup Fund Project of Liaoning Province","award":["2019M661096"],"award-info":[{"award-number":["2019M661096"]}]},{"name":"Doctoral Research Startup Fund Project of Liaoning Province","award":["2016011968"],"award-info":[{"award-number":["2016011968"]}]},{"name":"Doctoral Research Startup Fund Project of Liaoning Province","award":["LQ2017008"],"award-info":[{"award-number":["LQ2017008"]}]},{"name":"Liaoning Education Department","award":["2019M661096"],"award-info":[{"award-number":["2019M661096"]}]},{"name":"Liaoning Education Department","award":["2016011968"],"award-info":[{"award-number":["2016011968"]}]},{"name":"Liaoning Education Department","award":["LQ2017008"],"award-info":[{"award-number":["LQ2017008"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Wireless Communications and Mobile Computing"],"published-print":{"date-parts":[[2020,6,4]]},"abstract":"<jats:p>Predicting urban traffic is of great importance to smart city systems and public security; however, it is a very challenging task because of several dynamic and complex factors, such as patterns of urban geographical location, weather, seasons, and holidays. To tackle these challenges, we are stimulated by the deep-learning method proposed to unlock the power of knowledge from urban computing and proposed a deep-learning model based on neural network, entitled Capsules TCN Network, to predict the traffic flow in local areas of the city at once. Capsules TCN Network employs a Capsules Network and Temporal Convolutional Network as the basic unit to learn the spatial dependence, time dependence, and external factors of traffic flow prediction. In specific, we consider some particular scenarios that require accurate traffic flow prediction (e.g., smart transportation, business circle analysis, and traffic flow assessment) and propose a GAN-based superresolution reconstruction model. Extensive experiments were conducted based on real-world datasets to demonstrate the superiority of Capsules TCN Network beyond several state-of-the-art methods. Compared with HA, ARIMA, RNN, and LSTM classic methods, respectively, the method proposed in the paper achieved better results in the experimental verification.<\/jats:p>","DOI":"10.1155\/2020\/6896579","type":"journal-article","created":{"date-parts":[[2020,6,4]],"date-time":"2020-06-04T23:35:30Z","timestamp":1591313730000},"page":"1-15","source":"Crossref","is-referenced-by-count":14,"title":["Capsules TCN Network for Urban Computing and Intelligence in Urban Traffic Prediction"],"prefix":"10.1155","volume":"2020","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5072-5611","authenticated-orcid":true,"given":"Dazhou","family":"Li","sequence":"first","affiliation":[{"name":"College of Computer Science and Technology, Shenyang University of Chemical Technology, Shenyang 110016, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6811-3851","authenticated-orcid":true,"given":"Chuan","family":"Lin","sequence":"additional","affiliation":[{"name":"Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province, Dalian University of Technology, Dalian 116024, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5971-7602","authenticated-orcid":true,"given":"Wei","family":"Gao","sequence":"additional","affiliation":[{"name":"College of Computer Science and Technology, Shenyang University of Chemical Technology, Shenyang 110016, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zeying","family":"Chen","sequence":"additional","affiliation":[{"name":"College of Computer Science and Technology, Shenyang University of Chemical Technology, Shenyang 110016, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zeshen","family":"Wang","sequence":"additional","affiliation":[{"name":"School of Computer Science and Engineering, Northeastern University, Shenyang 110819, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Guangqi","family":"Liu","sequence":"additional","affiliation":[{"name":"Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China"},{"name":"University of Chinese Academy of Sciences, Beijing 100049, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2019.2950418"},{"key":"2","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2019.2958696"},{"key":"3","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2019.06.016"},{"key":"6","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2020.01.002"},{"key":"7","doi-asserted-by":"publisher","DOI":"10.1109\/MWC.2017.1600304WC"},{"key":"9","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.2017.1700236"},{"key":"10","doi-asserted-by":"publisher","DOI":"10.1016\/j.apenergy.2019.01.056"},{"key":"11","doi-asserted-by":"publisher","DOI":"10.1016\/j.energy.2019.07.131"},{"key":"12","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.2019.1800629"},{"key":"13","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2018.2872439"},{"key":"14","doi-asserted-by":"publisher","DOI":"10.1109\/MNET.2018.1800115"},{"key":"15","doi-asserted-by":"publisher","DOI":"10.1016\/j.energy.2018.01.029"},{"key":"16","year":"1979"},{"issue":"773","key":"17","first-page":"47","year":"1980","journal-title":"Transportation Research Record"},{"key":"18","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)0733-947X(1995)121:3(249)"},{"key":"19","doi-asserted-by":"publisher","DOI":"10.1016\/S0968-090X(97)82903-8"},{"key":"20","doi-asserted-by":"publisher","DOI":"10.3141\/1678-22"},{"key":"21","doi-asserted-by":"publisher","DOI":"10.3141\/1776-25"},{"key":"22","doi-asserted-by":"publisher","DOI":"10.3141\/1857-09"},{"key":"23","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)0733-947X(2003)129:6(664)"},{"key":"24","doi-asserted-by":"publisher","DOI":"10.1109\/TITS.2009.2021448"},{"key":"25","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)0733-947X(1991)117:2(178)"},{"key":"26","doi-asserted-by":"publisher","DOI":"10.1049\/iet-its.2011.0123"},{"key":"28","doi-asserted-by":"publisher","DOI":"10.3141\/1836-18"},{"key":"29","doi-asserted-by":"publisher","DOI":"10.1109\/TITS.2013.2267735"},{"key":"30","doi-asserted-by":"publisher","DOI":"10.1109\/TITS.2011.2174051"},{"key":"31","doi-asserted-by":"publisher","DOI":"10.1016\/j.sbspro.2013.11.170"},{"key":"32","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)0733-947X(2006)132:2(114)"},{"key":"33","doi-asserted-by":"publisher","DOI":"10.1109\/TITS.2008.2011693"},{"key":"34","doi-asserted-by":"publisher","DOI":"10.1111\/j.1468-0394.2010.00567.x"},{"key":"35","doi-asserted-by":"publisher","DOI":"10.1177\/0361198106196500103"},{"issue":"1","key":"36","first-page":"48","volume":"38","year":"2008","journal-title":"Journal of Jilin University"},{"issue":"12","key":"37","first-page":"7","volume":"23","year":"2003","journal-title":"Computer Application"},{"issue":"2","key":"38","first-page":"256","volume":"32","year":"2002","journal-title":"Journal of Southeast University: Natural Science Edition"},{"issue":"2","key":"39","first-page":"43","volume":"5","year":"2015","journal-title":"Intelligent Computers and Applications"},{"key":"40","first-page":"3856","volume-title":"Dynamic routing between capsules","year":"2017"},{"key":"42","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-22796-8_17"},{"key":"43","doi-asserted-by":"publisher","DOI":"10.5194\/gmd-7-1247-2014"},{"key":"45","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2008.2001400"},{"key":"47","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"}],"container-title":["Wireless Communications and Mobile Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/wcmc\/2020\/6896579.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/wcmc\/2020\/6896579.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/wcmc\/2020\/6896579.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,6,4]],"date-time":"2020-06-04T23:35:37Z","timestamp":1591313737000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/wcmc\/2020\/6896579\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,6,4]]},"references-count":40,"alternative-id":["6896579","6896579"],"URL":"https:\/\/doi.org\/10.1155\/2020\/6896579","relation":{},"ISSN":["1530-8669","1530-8677"],"issn-type":[{"value":"1530-8669","type":"print"},{"value":"1530-8677","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,6,4]]}}}