{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,5]],"date-time":"2026-06-05T04:57:11Z","timestamp":1780635431997,"version":"3.54.1"},"publisher-location":"Cham","reference-count":13,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030411138","type":"print"},{"value":"9783030411145","type":"electronic"}],"license":[{"start":{"date-parts":[[2020,1,1]],"date-time":"2020-01-01T00:00:00Z","timestamp":1577836800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2020]]},"DOI":"10.1007\/978-3-030-41114-5_5","type":"book-chapter","created":{"date-parts":[[2020,2,26]],"date-time":"2020-02-26T17:02:24Z","timestamp":1582736544000},"page":"53-65","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Deep Reinforcement Learning Based Computation Offloading for Mobility-Aware Edge Computing"],"prefix":"10.1007","author":[{"given":"Minyan","family":"Shi","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Rui","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Erwu","family":"Liu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhixin","family":"Xu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Longwei","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2020,2,27]]},"reference":[{"issue":"4","key":"5_CR1","doi-asserted-by":"publisher","first-page":"1607","DOI":"10.1007\/s11277-014-2102-7","volume":"80","author":"Y Wang","year":"2015","unstructured":"Wang, Y., Chen, I.R., Wang, D.C.: A survey of mobile cloud computing applications: perspectives and challenges. Wirel. Pers. Commun. 80(4), 1607\u20131623 (2015)","journal-title":"Wirel. Pers. Commun."},{"key":"5_CR2","unstructured":"Yi, S., Li, C., Li, Q.: Mobile edge computing: a survey on architecture and computation offloading. IEEE Commun. Surv. Tutor. 1 (2017)"},{"issue":"1","key":"5_CR3","first-page":"1","volume":"26","author":"J Ren","year":"2017","unstructured":"Ren, J., et al.: Exploiting mobile crowdsourcing for pervasive cloud services: challenges and solutions. IEEE Commun. Mag. 26(1), 1\u201312 (2017)","journal-title":"IEEE Commun. Mag."},{"issue":"2","key":"5_CR4","doi-asserted-by":"publisher","first-page":"36","DOI":"10.1109\/MC.2017.43","volume":"12","author":"K Zhang","year":"2017","unstructured":"Zhang, K., Mao, Y., Leng, S., He, Y., Zhang, Y.: Mobile-edge computing for vehicular networks: a promising network paradigm with predictive offloading. IEEE Commun. Mag. 12(2), 36\u201344 (2017)","journal-title":"IEEE Commun. Mag."},{"key":"5_CR5","doi-asserted-by":"publisher","unstructured":"Liu, J., Mao, Y., Zhang, J., et al.: Delay-optimal computation task scheduling for mobile-edge computing systems. In: IEEE International Symposium on Information Theory, Barcelona, Spain, pp. 1451\u20131455 (2016). \nhttps:\/\/doi.org\/10.1109\/ISIT.2016.7541539","DOI":"10.1109\/ISIT.2016.7541539"},{"key":"5_CR6","doi-asserted-by":"publisher","unstructured":"Zhang, K., Mao, Y., Leng, S., et al.: Optimal delay constrained offloading for vehicular edge computing networks. In: IEEE International Conference on Communications, Paris, France, pp. 1\u20136 (2017). \nhttps:\/\/doi.org\/10.1109\/ICC.2017.7997360","DOI":"10.1109\/ICC.2017.7997360"},{"issue":"4","key":"5_CR7","doi-asserted-by":"publisher","first-page":"1594","DOI":"10.1109\/TCOMM.2017.2787700","volume":"66","author":"J Du","year":"2018","unstructured":"Du, J., Zhao, L., Feng, J., Chu, X.: Computation offloading and resource allocation in mixed fog\/cloud computing systems with min-max fairness guarantee. IEEE Trans. Commun. 66(4), 1594\u20131608 (2018)","journal-title":"IEEE Trans. Commun."},{"issue":"6","key":"5_CR8","doi-asserted-by":"publisher","first-page":"4977","DOI":"10.1109\/JIOT.2018.2838584","volume":"5","author":"H Guo","year":"2018","unstructured":"Guo, H., Liu, J., Zhang, J., Sun, W., Kato, N.: Mobile-edge computation offloading for ultra-dense IoT networks. IEEE Internet Things J. 5(6), 4977\u20134988 (2018)","journal-title":"IEEE Internet Things J."},{"issue":"11","key":"5_CR9","doi-asserted-by":"publisher","first-page":"10190","DOI":"10.1109\/TVT.2018.2867191","volume":"67","author":"LT Tan","year":"2018","unstructured":"Tan, L.T., Hu, R.Q.: Mobility-aware edge caching and computing in vehicle networks: a deep reinforcement learning. IEEE Trans. Veh. Technol. 67(11), 10190\u201310203 (2018)","journal-title":"IEEE Trans. Veh. Technol."},{"key":"5_CR10","unstructured":"Chen, Z., Wang, X.: Decentralized computation offloading for multi-user mobile edge computing: a deep reinforcement learning approach. arXiv preprint \narXiv: 1812.07394\n\n (2015)"},{"key":"5_CR11","volume-title":"Introduction to Probability Models","author":"SM Ross","year":"2000","unstructured":"Ross, S.M.: Introduction to Probability Models, 11th edn. Academic Press, San Francisco (2000)","edition":"11"},{"key":"5_CR12","unstructured":"Lillicrap, T.P., et al.: Continuous control with deep reinforcement learning. arXiv preprint \narXiv: 1509.02971\n\n (2015)"},{"key":"5_CR13","unstructured":"Silver, D., Lever, G., Heess, N., Degris, T., Wierstra, D., Riedmiller, M.: Deterministic policy gradient algorithms. In: International Conference on Machine Learning, pp. 387\u2013395 (2014)"}],"container-title":["Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering","Communications and Networking"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-41114-5_5","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,2,27]],"date-time":"2020-02-27T01:06:35Z","timestamp":1582765595000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-41114-5_5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020]]},"ISBN":["9783030411138","9783030411145"],"references-count":13,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-41114-5_5","relation":{},"ISSN":["1867-8211","1867-822X"],"issn-type":[{"value":"1867-8211","type":"print"},{"value":"1867-822X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020]]},"assertion":[{"value":"27 February 2020","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ChinaCom","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Communications and Networking in China","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Shanghai","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"China","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2019","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"29 November 2019","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"1 December 2019","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"chinacom2019","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/chinacom.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}