{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,7]],"date-time":"2026-03-07T17:53:17Z","timestamp":1772905997468,"version":"3.50.1"},"reference-count":34,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2022,11,24]],"date-time":"2022-11-24T00:00:00Z","timestamp":1669248000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2022,11,24]],"date-time":"2022-11-24T00:00:00Z","timestamp":1669248000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"name":"National Natural Science Foundation of China under Grants","award":["61971176"],"award-info":[{"award-number":["61971176"]}]},{"DOI":"10.13039\/501100012226","name":"Fundamental Research Funds for the Central Universities","doi-asserted-by":"publisher","award":["PA2020GDKC0008"],"award-info":[{"award-number":["PA2020GDKC0008"]}],"id":[{"id":"10.13039\/501100012226","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Wireless Netw"],"published-print":{"date-parts":[[2023,4]]},"DOI":"10.1007\/s11276-022-03192-6","type":"journal-article","created":{"date-parts":[[2022,11,24]],"date-time":"2022-11-24T22:28:43Z","timestamp":1669328923000},"page":"1223-1235","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["Adaptive multi-user uplink resource allocation based on access delay analysis in IEEE 802.11ax"],"prefix":"10.1007","volume":"29","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-0901-3102","authenticated-orcid":false,"given":"Min","family":"Peng","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Qiqi","family":"Yin","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kai","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Caihong","family":"Kai","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2022,11,24]]},"reference":[{"key":"3192_CR1","doi-asserted-by":"publisher","DOI":"10.1007\/s11276-021-02803-y","author":"M Elwekeil","year":"2021","unstructured":"Elwekeil, M., Wang, T., & Zhang, S. (2021). Deep learning based adaptive modulation and coding for uplink multi-user SIMO transmissions in IEEE 802.11ax WLANs. Wireless Networks. https:\/\/doi.org\/10.1007\/s11276-021-02803-y","journal-title":"Wireless Networks"},{"issue":"1","key":"3192_CR2","doi-asserted-by":"publisher","first-page":"197","DOI":"10.1109\/COMST.2018.2871099","volume":"21","author":"E Khorov","year":"2019","unstructured":"Khorov, E., Kiryanov, A., Lyakhov, A., & Bianchi, G. (2019). A Tutorial on IEEE 802.11ax High Efficiency WLANs. IEEE Communications Surveys Tutorials, 21(1), 197\u2013216. https:\/\/doi.org\/10.1109\/COMST.2018.2871099","journal-title":"IEEE Communications Surveys Tutorials"},{"issue":"12","key":"3192_CR3","doi-asserted-by":"publisher","first-page":"3338","DOI":"10.1109\/TMC.2020.3000503","volume":"20","author":"L Lanante","year":"2021","unstructured":"Lanante, L., Ghosh, C., & Roy, S. (2021). Hybrid OFDMA random access with resource unit sensing for next-Gen 802.11ax WLANs. IEEE Transactions on Mobile Computing, 20(12), 3338\u20133350. https:\/\/doi.org\/10.1109\/TMC.2020.3000503","journal-title":"IEEE Transactions on Mobile Computing"},{"issue":"3","key":"3192_CR4","doi-asserted-by":"publisher","first-page":"313","DOI":"10.1016\/S0140-3664(01)00369-3","volume":"25","author":"E Ziouva","year":"2002","unstructured":"Ziouva, E., & Antonakopoulos, T. (2002). CSMA\/CA performance under high traffic conditions: Throughput and delay analysis. Computer Communications, 25(3), 313\u2013321. https:\/\/doi.org\/10.1016\/S0140-3664(01)00369-3","journal-title":"Computer Communications"},{"key":"3192_CR5","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1109\/COMNET.2009.5373561","volume":"2009","author":"M Kamoun","year":"2009","unstructured":"Kamoun, M., Mazet, L., & Gault, S. (2009). Efficient backward compatible allocation mechanism for multi-user CSMA\/CA schemes. First International Conference on Communications and Networking, 2009, 1\u20136. https:\/\/doi.org\/10.1109\/COMNET.2009.5373561","journal-title":"First International Conference on Communications and Networking"},{"key":"3192_CR6","doi-asserted-by":"publisher","unstructured":"Kosek-Szott, K. & Domino, K. (2022). An efficient backoff procedure for IEEE 802.11ax Uplink OFDMA-based random access. IEEE Access 10, 8855\u20138863 (2022). https:\/\/doi.org\/10.1109\/ACCESS.2022.3140560","DOI":"10.1109\/ACCESS.2022.3140560"},{"key":"3192_CR7","doi-asserted-by":"publisher","first-page":"145","DOI":"10.1016\/j.adhoc.2018.10.021","volume":"85","author":"B Bellalta","year":"2019","unstructured":"Bellalta, B., & Kosek-Szott, K. (2019). Ap-initiated multi-user transmissions in IEEE 802.11ax WLANs. Ad Hoc Networks, 85, 145\u2013159. https:\/\/doi.org\/10.1016\/j.adhoc.2018.10.021","journal-title":"Ad Hoc Networks"},{"issue":"1","key":"3192_CR8","doi-asserted-by":"publisher","first-page":"207","DOI":"10.1109\/LCOMM.2021.3125421","volume":"26","author":"A Behara","year":"2022","unstructured":"Behara, A., & Venkatesh, T. G. (2022). Fluid-limit model for dynamic MU-OFDMA resource allocation of Wi-Fi6 networks. IEEE Communications Letters, 26(1), 207\u2013211. https:\/\/doi.org\/10.1109\/LCOMM.2021.3125421","journal-title":"IEEE Communications Letters"},{"key":"3192_CR9","doi-asserted-by":"publisher","unstructured":"Naik, G., Bhattarai, S. & Park, J.-M. (2018). Performance analysis of uplink multi-user OFDMA in IEEE 802.11ax. In: 2018 IEEE international conference on communications (ICC), pp. 1\u20136. https:\/\/doi.org\/10.1109\/ICC.2018.8422692","DOI":"10.1109\/ICC.2018.8422692"},{"key":"3192_CR10","doi-asserted-by":"publisher","unstructured":"Bhattarai, S., Naik, G. & Park, J.-M.J. (2019). Uplink resource allocation in IEEE 802.11ax. In: ICC 2019 - 2019 IEEE international conference on communications (ICC), pp. 1\u20136 . https:\/\/doi.org\/10.1109\/ICC.2019.8761594","DOI":"10.1109\/ICC.2019.8761594"},{"key":"3192_CR11","doi-asserted-by":"publisher","unstructured":"Hocini, K. & Yazid, M. (2021). Towards high performance full duplex MAC protocol in high efficiency WLANs. In: Hatti, M. (Eds.) ICAIRES 2020 : artificial intelligence and renewables towards an energy transition. (vol 174., pp. 756\u2013765). Springer, Cham. https:\/\/doi.org\/10.1007\/978-3-030-63846-7_72","DOI":"10.1007\/978-3-030-63846-7_72"},{"key":"3192_CR12","doi-asserted-by":"publisher","unstructured":"Selinis, I., Katsaros, K., Vahid, S. & Tafazolli, R. (2020). An IEEE 802.11ax interference-aware MAC Queue. In: 2020 IEEE 31st annual international symposium on personal, indoor and mobile radio communications (pp. 1\u20137). https:\/\/doi.org\/10.1109\/PIMRC48278.2020.9217315","DOI":"10.1109\/PIMRC48278.2020.9217315"},{"issue":"5","key":"3192_CR13","doi-asserted-by":"publisher","first-page":"1425","DOI":"10.1007\/s11036-019-01268-w","volume":"24","author":"R Zhou","year":"2019","unstructured":"Zhou, R., Li, B., Yang, M., Yan, Z., & Yang, A. (2019). DRA-OFDMA: double random access based QoS oriented OFDMA MAC protocol for the next generation WLAN. Mobile networks applications, 24(5), 1425\u20131436. https:\/\/doi.org\/10.1007\/s11036-019-01268-w","journal-title":"Mobile networks applications"},{"key":"3192_CR14","doi-asserted-by":"publisher","first-page":"65","DOI":"10.1016\/j.comcom.2021.01.028","volume":"170","author":"F Wilhelmi","year":"2021","unstructured":"Wilhelmi, F., Barrachina-Mu\u00f1oz, S., Cano, C., Selinis, I., & Bellalta, B. (2021). Spatial reuse in IEEE 802.11ax WLANs. Computer Communications, 170, 65\u201383. https:\/\/doi.org\/10.1016\/j.comcom.2021.01.028","journal-title":"Computer Communications"},{"key":"3192_CR15","doi-asserted-by":"publisher","first-page":"100225","DOI":"10.1016\/j.jii.2021.100225","volume":"24","author":"SK Memon","year":"2021","unstructured":"Memon, S. K., Nisar, K., Hijazi, M. H. A., Chowdhry, B. S., Sodhro, A. H., Pirbhulal, S., & Rodrigues, J. J. P. C. (2021). A survey on 802.11 MAC industrial standards, architecture, security supporting emergency traffic: Future directions. Journal of Industrial Information Integration, 24, 100225. https:\/\/doi.org\/10.1016\/j.jii.2021.100225","journal-title":"Journal of Industrial Information Integration"},{"key":"3192_CR16","doi-asserted-by":"publisher","DOI":"10.1007\/s11036-020-01622-3","author":"M Yang","year":"2021","unstructured":"Yang, M., Li, B., & Yan, Z. (2021). MAC technology of IEEE 802.11ax: Progress and tutorial. Mobile Networks and Applications. https:\/\/doi.org\/10.1007\/s11036-020-01622-3","journal-title":"Mobile Networks and Applications"},{"issue":"4","key":"3192_CR17","doi-asserted-by":"publisher","first-page":"287","DOI":"10.1016\/j.icte.2020.04.007","volume":"6","author":"S Joo","year":"2020","unstructured":"Joo, S., Kim, T., Song, T., & Pack, S. (2020). MU-MIMO enabled uplink OFDMA MAC protocol in dense IEEE 802.11ax WLANs. ICT Express, 6(4), 287\u2013290. https:\/\/doi.org\/10.1016\/j.icte.2020.04.007","journal-title":"ICT Express"},{"key":"3192_CR18","doi-asserted-by":"publisher","unstructured":"Brahmi, S., Yazid, M., & Omar, M.: Multiuser access via OFDMA technology in high density IEEE 802.11ax WLANs: a survey. In 2020 Second international conference on embedded & distributed systems (EDiS), pp. 105\u2013110 (2020). https:\/\/doi.org\/10.1109\/EDiS49545.2020.9296440","DOI":"10.1109\/EDiS49545.2020.9296440"},{"key":"3192_CR19","doi-asserted-by":"publisher","first-page":"107477","DOI":"10.1016\/j.comnet.2020.107477","volume":"182","author":"Y Daldoul","year":"2020","unstructured":"Daldoul, Y., Meddour, D.-E., & Ksentini, A. (2020). Performance Evaluation of OFDMA and MU-MIMO in 802.11ax Networks. Computer Networks, 182, 107477. https:\/\/doi.org\/10.1016\/j.comnet.2020.107477","journal-title":"Computer Networks"},{"key":"3192_CR20","doi-asserted-by":"publisher","first-page":"33","DOI":"10.1007\/s12046-018-0995-7","volume":"44","author":"BT Vijay","year":"2019","unstructured":"Vijay, B. T., & Malarkodi, B. (2019). High-efficiency WLANs for dense deployment scenarios. S\u0101dhan\u0101, 44, 33. https:\/\/doi.org\/10.1007\/s12046-018-0995-7","journal-title":"S\u0101dhan\u0101"},{"issue":"8","key":"3192_CR21","doi-asserted-by":"publisher","first-page":"2333","DOI":"10.1109\/JSAC.2021.3087246","volume":"39","author":"PK Sangdeh","year":"2021","unstructured":"Sangdeh, P. K., & Zeng, H. (2021). Deepmux: Deep-learning-based Channel Sounding and Resource Allocation for IEEE 802.11ax. IEEE Journal on Selected Areas in Communications, 39(8), 2333\u20132346. https:\/\/doi.org\/10.1109\/JSAC.2021.3087246","journal-title":"IEEE Journal on Selected Areas in Communications"},{"issue":"2","key":"3192_CR22","doi-asserted-by":"publisher","first-page":"1155","DOI":"10.1109\/TWC.2018.2890219","volume":"18","author":"R Karmakar","year":"2019","unstructured":"Karmakar, R., Chattopadhyay, S., & Chakraborty, S. (2019). Intelligent MU-MIMO user selection with dynamic link adaptation in IEEE 802.11ax. IEEE Transactions on Wireless Communications, 18(2), 1155\u20131165. https:\/\/doi.org\/10.1109\/TWC.2018.2890219","journal-title":"IEEE Transactions on Wireless Communications"},{"key":"3192_CR23","doi-asserted-by":"publisher","unstructured":"Azhari, S., G\u00a8urb\u00a8uz, , Ercetin, O., Daei, M., Barghi, H. & Nassiri, M. (2020). Delay sensitive resource allocation over high speed IEEE 802.11 wireless LANs. Wireless Networks. https:\/\/doi.org\/10.1007\/s11276-018-1889-7","DOI":"10.1007\/s11276-018-1889-7"},{"key":"3192_CR24","doi-asserted-by":"publisher","unstructured":"Jiang, Z., Li, B., Yang, M., Yan, Z. (2021). Latency oriented OFDMA random access scheme for the next GENERATION WLAN: IEEE 802.11be. In: Lin, YB., Deng, DJ. (Eds.), SGIoT 2020: Smart grid and internet of things. (vol 354., pp. 351\u2013362). Springer, Cham. https:\/\/doi.org\/10.1007\/978-3-030-69514-9_28","DOI":"10.1007\/978-3-030-69514-9_28"},{"issue":"3","key":"3192_CR25","doi-asserted-by":"publisher","first-page":"535","DOI":"10.1109\/49.840210","volume":"18","author":"G Bianchi","year":"2000","unstructured":"Bianchi, G. (2000). Performance analysis of the IEEE 802.11 distributed coordination function. IEEE Journal on Selected Areas in Communications, 18(3), 535\u2013547. https:\/\/doi.org\/10.1109\/49.840210","journal-title":"IEEE Journal on Selected Areas in Communications"},{"key":"3192_CR26","doi-asserted-by":"publisher","unstructured":"Lanante, L., Uwai, H.O.T., Nagao, Y., Kurosaki, M. & Ghosh, C.: Performance analysis of the 802.11ax UL OFDMA random access protocol in dense networks. In: 2017 IEEE international conference on communications (ICC) (pp. 1\u20136). https:\/\/doi.org\/10.1109\/ICC.2017.7997340","DOI":"10.1109\/ICC.2017.7997340"},{"key":"3192_CR27","doi-asserted-by":"publisher","unstructured":"Lee, K.-h. (2019). Performance analysis of the IEEE 802.11ax MAC protocol for heterogeneous Wi-Fi networks in non-saturated conditions. Sensors (Basel, Switzerland) 19 (2019). https:\/\/doi.org\/10.3390\/s19071540","DOI":"10.3390\/s19071540"},{"issue":"8","key":"3192_CR28","doi-asserted-by":"publisher","first-page":"5535","DOI":"10.1109\/TWC.2018.2845410","volume":"17","author":"MZ Ali","year":"2018","unstructured":"Ali, M. Z., Mi\u0161i\u0107, J., & Mi\u0161i\u0107, V. B. (Aug.2018). Uplink access protocol in IEEE 802.11ac. IEEE Transactions on Wireless Communications, 17(8), 5535\u20135551. https:\/\/doi.org\/10.1109\/TWC.2018.2845410","journal-title":"IEEE Transactions on Wireless Communications"},{"issue":"2","key":"3192_CR29","doi-asserted-by":"publisher","first-page":"142","DOI":"10.1109\/MWC.2019.1800163","volume":"26","author":"M Nurchis","year":"2019","unstructured":"Nurchis, M., & Bellalta, B. (2019). Target wake time: scheduled access in IEEE 802.11ax WLANs. IEEE Wireless Communications, 26(2), 142\u2013150. https:\/\/doi.org\/10.1109\/MWC.2019.1800163","journal-title":"IEEE Wireless Communications"},{"key":"3192_CR30","doi-asserted-by":"publisher","first-page":"100154","DOI":"10.1109\/ACCESS.2021.3096940","volume":"9","author":"W Qiu","year":"2021","unstructured":"Qiu, W., Chen, G., Nguyen, K. N., Sehgal, A., Nayak, P., & Choi, J. (2021). Category-based 802.11ax target wake time solution. IEEE Access, 9, 100154\u2013100172. https:\/\/doi.org\/10.1109\/ACCESS.2021.3096940","journal-title":"IEEE Access"},{"issue":"1","key":"3192_CR31","doi-asserted-by":"publisher","first-page":"56","DOI":"10.1109\/TNET.2016.2562259","volume":"25","author":"J Kornycky","year":"2017","unstructured":"Kornycky, J., Abdul-Hameed, O., Kondoz, A., & Barber, B. C. (Feb.2017). Radio frequency traffic classification over WLAN. IEEE\/ACM Transactions on Networking, 25(1), 56\u201368. https:\/\/doi.org\/10.1109\/TNET.2016.2562259","journal-title":"IEEE\/ACM Transactions on Networking"},{"key":"3192_CR32","doi-asserted-by":"publisher","unstructured":"Engelstad, P. E. & \u00d8sterb\u00f8, O. N. (2005). Non-saturation and saturation analysis of IEEE 802.11e EDCA with starvation prediction. In Proceedings of the 8th ACM international symposium on Modeling, analysis and simulation of wireless and mobile systems. 2005: 224\u2013233. https:\/\/doi.org\/10.1145\/1089444.1089485","DOI":"10.1145\/1089444.1089485"},{"key":"3192_CR33","doi-asserted-by":"publisher","unstructured":"Shehab, M., Hagelskj\u00e6r, A. K., Kal\u00f8r, A. E., Popovski, P. & Alves, H. (2020). Traffic prediction based fast uplink grant for Massive IoT. 2020 IEEE 31st annual international symposium on personal, indoor and mobile radio communications, 2020, pp. 1\u20136. https:\/\/doi.org\/10.1109\/PIMRC48278.2020.9217258","DOI":"10.1109\/PIMRC48278.2020.9217258"},{"key":"3192_CR34","doi-asserted-by":"publisher","first-page":"1102","DOI":"10.1002\/wcm.668","volume":"9","author":"D-J Deng","year":"2009","unstructured":"Deng, D.-J., Li, B., Huang, L., Ke, C.-H., & Huang, Y.-M. (2009). Saturation throughput analysis of multi-rate IEEE 802.11 wireless networks. Wireless Communication. Mobile. Computing., 9, 1102\u20131112. https:\/\/doi.org\/10.1002\/wcm.668","journal-title":"Wireless Communication. Mobile. Computing."}],"container-title":["Wireless Networks"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11276-022-03192-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11276-022-03192-6\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11276-022-03192-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,4,7]],"date-time":"2023-04-07T07:08:11Z","timestamp":1680851291000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11276-022-03192-6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,11,24]]},"references-count":34,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2023,4]]}},"alternative-id":["3192"],"URL":"https:\/\/doi.org\/10.1007\/s11276-022-03192-6","relation":{},"ISSN":["1022-0038","1572-8196"],"issn-type":[{"value":"1022-0038","type":"print"},{"value":"1572-8196","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,11,24]]},"assertion":[{"value":"24 November 2022","order":1,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors have no competing interests to declare that are relevant to the content of this article.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}