{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,11]],"date-time":"2026-04-11T13:09:14Z","timestamp":1775912954226,"version":"3.50.1"},"reference-count":28,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2019,3,6]],"date-time":"2019-03-06T00:00:00Z","timestamp":1551830400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Wireless Com Network"],"published-print":{"date-parts":[[2019,12]]},"DOI":"10.1186\/s13638-019-1359-7","type":"journal-article","created":{"date-parts":[[2019,3,6]],"date-time":"2019-03-06T13:04:31Z","timestamp":1551877471000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":13,"title":["A game-theoretic learning approach to QoE-driven resource allocation scheme in 5G-enabled IoT"],"prefix":"10.1186","volume":"2019","author":[{"given":"Haibo","family":"Dai","sequence":"first","affiliation":[]},{"given":"Haiyang","family":"Zhang","sequence":"additional","affiliation":[]},{"given":"Wei","family":"Wu","sequence":"additional","affiliation":[]},{"given":"Baoyun","family":"Wang","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2019,3,6]]},"reference":[{"key":"1359_CR1","unstructured":"M. A. M. Albreem, A. A. El-Saleh, M. Isa, W. Salah, M. Jusoh, M. M. Azizan, A. Ali, in 2017 IEEE 4th International Conference on Smart Instrumentation, Measurement and Application (ICSIMA). Green Internet of things (IoT): an overview, (2017), pp. 1\u20136."},{"issue":"5","key":"1359_CR2","doi-asserted-by":"publisher","first-page":"586","DOI":"10.1109\/LWC.2017.2719036","volume":"6","author":"W. Tan","year":"2017","unstructured":"W. Tan, M. Matthaiou, S. Jin, X. Li, Spectral efficiency of dft-based processing hybrid architectures in massive mimo. IEEE Wirel. Commun. Lett.6(5), 586\u2013589 (2017).","journal-title":"IEEE Wirel. Commun. Lett."},{"key":"1359_CR3","doi-asserted-by":"publisher","first-page":"8459","DOI":"10.1109\/ACCESS.2018.2808324","volume":"6","author":"A. Musaddiq","year":"2018","unstructured":"A. Musaddiq, Y. B. Zikria, O. Hahm, H. Yu, A. K. Bashir, S. W. Kim, A survey on resource management in IoT operating systems. IEEE Access. 6:, 8459\u20138482 (2018).","journal-title":"IEEE Access"},{"issue":"1","key":"1359_CR4","doi-asserted-by":"publisher","first-page":"181","DOI":"10.1186\/s13638-017-0966-4","volume":"2017","author":"W. Tan","year":"2017","unstructured":"W. Tan, S. Jin, C. -K. Wen, T. Jiang, Spectral efficiency of multi-user millimeter wave systems under single path with uniform rectangular arrays. EURASIP Wirel, J., Commun. Netw.2017(1), 181 (2017).","journal-title":"EURASIP Wirel, J., Commun. Netw."},{"issue":"2","key":"1359_CR5","doi-asserted-by":"publisher","first-page":"606","DOI":"10.1109\/JIOT.2017.2764418","volume":"5","author":"X. Sun","year":"2018","unstructured":"X. Sun, N. Ansari, Dynamic resource caching in the IoT application layer for smart cities. IEEE Internet Things J.5(2), 606\u2013613 (2018).","journal-title":"IEEE Internet Things J."},{"key":"1359_CR6","unstructured":"Z. Qin, J. A. McCann, in 2017 IEEE Global Communications Conference. Resource efficiency in low-power wide-area networks for IoT applications, (2017), pp. 1\u20137."},{"issue":"5","key":"1359_CR7","doi-asserted-by":"publisher","first-page":"68","DOI":"10.1109\/MWC.2017.1700067","volume":"24","author":"B. Khalfi","year":"2017","unstructured":"B. Khalfi, B. Hamdaoui, M. Guizani, Extracting and exploiting inherent sparsity for efficient IoT support in 5G: Challenges and potential solutions. IEEE Wirel. Commun.24(5), 68\u201373 (2017).","journal-title":"IEEE Wirel. Commun."},{"issue":"2","key":"1359_CR8","first-page":"1","volume":"59","author":"C. Li","year":"2016","unstructured":"C. Li, Y. Li, K. Song, L. Yang, Energy efficient design for multiuser downlink energy and uplink information transfer in 5G. Sci. China Inf. Sci.59(2), 1\u20138 (2016).","journal-title":"Sci. China Inf. Sci."},{"issue":"11","key":"1359_CR9","doi-asserted-by":"publisher","first-page":"5067","DOI":"10.1109\/TCOMM.2017.2738630","volume":"65","author":"J. Yuan","year":"2017","unstructured":"J. Yuan, S. Jin, W. Xu, W. Tan, M. Matthaiou, K. K. Wong, User-centric networking for dense C-RANs: high-SNR capacity analysis and antenna selection. IEEE Trans. Commun.65(11), 5067\u20135080 (2017).","journal-title":"IEEE Trans. Commun."},{"issue":"3","key":"1359_CR10","doi-asserted-by":"publisher","first-page":"112","DOI":"10.1109\/CC.2018.8331995","volume":"15","author":"M. Zhang","year":"2018","unstructured":"M. Zhang, W. Tan, J. Gao, S. Jin, Spectral efficiency and power allocation for mixed-ADC massive MIMO system. China Commun.15(3), 112\u2013127 (2018).","journal-title":"China Commun."},{"key":"1359_CR11","doi-asserted-by":"publisher","first-page":"11751","DOI":"10.1109\/ACCESS.2018.2796571","volume":"6","author":"W. Tan","year":"2018","unstructured":"W. Tan, D. Xie, J. Xia, W. Tan, L. Fan, S. Jin, Spectral and energy efficiency of massive MIMO for hybrid architectures based on phase shifters. IEEE Access. 6:, 11751\u201311759 (2018).","journal-title":"IEEE Access"},{"key":"1359_CR12","unstructured":"H. Ji, S. Park, J. Yeo, Introduction to ultra reliable and low latency communications in 5G (2017). arXiv preprint arXiv:1704.05565."},{"issue":"10","key":"1359_CR13","first-page":"102315:1","volume":"59","author":"C. Li","year":"2016","unstructured":"C. Li, K. Song, D. Wang, F. Zheng, L. Yang, Optimal remote radio head selection for cloud radio access networks. Sci. China Inf. Sci.59(10), 102315:1\u2013102315:12 (2016).","journal-title":"Sci. China Inf. Sci."},{"issue":"6","key":"1359_CR14","doi-asserted-by":"publisher","first-page":"2618","DOI":"10.1109\/TII.2018.2799177","volume":"4","author":"S. Li","year":"2018","unstructured":"S. Li, Q. Ni, Y. Sun, G. Min, S. Al-Rubaye, Energy-efficient resource allocation for industrial cyber-physical IoT systems in 5G era. IEEE Trans. Ind. Inform.4(6), 2618\u2013 28 (2018).","journal-title":"IEEE Trans. Ind. Inform."},{"issue":"1","key":"1359_CR15","doi-asserted-by":"publisher","first-page":"441","DOI":"10.1109\/TVT.2015.2389826","volume":"65","author":"C. Li","year":"2016","unstructured":"C. Li, S. Zhang, P. Liu, F. Sun, J. M. Cioffi, L. Yang, Overhearing protocol design exploiting intercell interference in cooperative green networks. IEEE Trans. Veh. Technol.65(1), 441\u2013446 (2016).","journal-title":"IEEE Trans. Veh. Technol."},{"issue":"3","key":"1359_CR16","doi-asserted-by":"publisher","first-page":"494","DOI":"10.1109\/LCOMM.2017.2787676","volume":"22","author":"H. Dai","year":"2018","unstructured":"H. Dai, Y. Huang, J. Wang, L. Yang, Resource optimization in heterogeneous cloud radio access networks. IEEE Commun. Lett.22(3), 494\u2013497 (2018).","journal-title":"IEEE Commun. Lett."},{"key":"1359_CR17","unstructured":"A. K. Yerrapragada, B. Kelley, in 2017 12th System of Systems Engineering Conference (SoSE). An IoT self organizing network for 5G dense network interference alignment, (2017), pp. 1\u20136."},{"key":"1359_CR18","doi-asserted-by":"crossref","unstructured":"N. N. Dao, M. Park, J. Kim, Resource-aware relay selection for inter-cell interference avoidance in 5G heterogeneous network for internet of things systems. Futur. Gener. Comput. Syst. (2018).","DOI":"10.1016\/j.future.2018.03.037"},{"issue":"1","key":"1359_CR19","doi-asserted-by":"publisher","first-page":"150","DOI":"10.1109\/JIOT.2017.2775959","volume":"5","author":"W. Ejaz","year":"2018","unstructured":"W. Ejaz, M. Ibnkahla, Multiband spectrum sensing and resource allocation for IoT in cognitive 5G networks. IEEE Internet Things J.5(1), 150\u2013163 (2018).","journal-title":"IEEE Internet Things J."},{"key":"1359_CR20","unstructured":"A. Aminjavaheri, A. RezazadehReyhani, R. Khalona, Underlay control signaling for ultra-reliable low-latency IoT communications (2018). arXiv preprint arXiv:1711.02248."},{"issue":"3","key":"1359_CR21","first-page":"1","volume":"9","author":"X. He","year":"2018","unstructured":"X. He, K. Wang, H. Huang, T. Miyazaki, Y. Wang, S. Guo, Green resource allocation based on deep reinforcement learning in content-centric IoT. IEEE Trans. Emerg. Top. Comput.9(3), 1\u201315 (2018).","journal-title":"IEEE Trans. Emerg. Top. Comput."},{"key":"1359_CR22","unstructured":"M. Aazam, M. St-Hilaire, C. H. Lung, I. Lambadaris, in 2016 23rd International Conference on Telecommunications (ICT). MeFoRE: QoE based resource estimation at Fog to enhance QoS in IoT, (2016), pp. 1\u20135."},{"key":"1359_CR23","unstructured":"J. Huang, Y. Yin, Q. Duan, H. Yan, in 2015 3rd International Conference on Future Internet of Things and Cloud. A game-theoretic analysis on context-aware resource allocation for device-to-device communications in cloud-centric internet of things, (2015), pp. 80\u201386."},{"issue":"2","key":"1359_CR24","doi-asserted-by":"publisher","first-page":"1187","DOI":"10.1109\/TVT.2017.2749601","volume":"67","author":"H. Dai","year":"2018","unstructured":"H. Dai, Y. Huang, R. Zhao, J. Wang, L. Yang, Resource optimization for device-to-device and small cell uplink communications underlaying cellular networks. IEEE Trans. Veh. Technol.67(2), 1187\u20131201 (2018).","journal-title":"IEEE Trans. Veh. Technol."},{"issue":"5","key":"1359_CR25","doi-asserted-by":"publisher","first-page":"1204","DOI":"10.1109\/JIOT.2017.2688925","volume":"4","author":"H. Zhang","year":"2017","unstructured":"H. Zhang, Y. Xiao, S. Bu, D. Niyato, F. R. Yu, Z. Han, Computing resource allocation in three-tier IoT Fog networks: a joint optimization approach combining stackelberg game and matching. IEEE Internet Things J.4(5), 1204\u20131215 (2017).","journal-title":"IEEE Internet Things J."},{"key":"1359_CR26","unstructured":"S. F. Abedin, M. G. R. Alam, N. H. Tran, C. S. Hong, in 2015 17th Asia-Pacific Network Operations and Management Symposium APNOMS). A Fog based system model for cooperative IoT node pairing using matching theory, (2015), pp. 309\u2013314."},{"key":"1359_CR27","unstructured":"A. Rullo, D. Midi, E. Serra, E. Bertino, in 2016 IEEE 36th International Conference on Distributed Computing Systems (ICDCS). Strategic security resource allocation for internet of things, (2016), pp. 737\u2013738."},{"issue":"3","key":"1359_CR28","doi-asserted-by":"publisher","first-page":"326","DOI":"10.1049\/iet-com.2015.1192","volume":"11","author":"H. Dai","year":"2017","unstructured":"H. Dai, Y. Huang, C. Li, S. Li, L. Yang, Energy-efficient resource allocation for device-to-device communication with WPT. IET Commun.11(3), 326\u2013334 (2017).","journal-title":"IET Commun."}],"container-title":["EURASIP Journal on Wireless Communications and Networking"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/s13638-019-1359-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1186\/s13638-019-1359-7\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/s13638-019-1359-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,3,5]],"date-time":"2020-03-05T00:05:39Z","timestamp":1583366739000},"score":1,"resource":{"primary":{"URL":"https:\/\/jwcn-eurasipjournals.springeropen.com\/articles\/10.1186\/s13638-019-1359-7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,3,6]]},"references-count":28,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2019,12]]}},"alternative-id":["1359"],"URL":"https:\/\/doi.org\/10.1186\/s13638-019-1359-7","relation":{},"ISSN":["1687-1499"],"issn-type":[{"value":"1687-1499","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,3,6]]},"assertion":[{"value":"15 June 2018","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"29 January 2019","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"6 March 2019","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"The authors declare that they have no competing interests.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}},{"value":"Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Publisher\u2019s Note"}}],"article-number":"55"}}