{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,30]],"date-time":"2026-04-30T01:20:40Z","timestamp":1777512040718,"version":"3.51.4"},"reference-count":46,"publisher":"Zhejiang University Press","issue":"12","license":[{"start":{"date-parts":[[2025,12,1]],"date-time":"2025-12-01T00:00:00Z","timestamp":1764547200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,12,1]],"date-time":"2025-12-01T00:00:00Z","timestamp":1764547200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Front Inform Technol Electron Eng"],"published-print":{"date-parts":[[2025,12]]},"DOI":"10.1631\/fitee.2500007","type":"journal-article","created":{"date-parts":[[2025,12,23]],"date-time":"2025-12-23T09:59:35Z","timestamp":1766483975000},"page":"2672-2687","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Dynamic joint resource allocation in maritime wireless communication networks: a meta-reinforcement learning approach based on knowledge embedding"],"prefix":"10.1631","volume":"26","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6279-1627","authenticated-orcid":false,"given":"Zhongyang","family":"Mao","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0009-0006-1442-3735","authenticated-orcid":false,"given":"Zhilin","family":"Zhang","sequence":"additional","affiliation":[]},{"given":"Faping","family":"Lu","sequence":"additional","affiliation":[]},{"given":"Xiguo","family":"Liu","sequence":"additional","affiliation":[]},{"given":"Zhichao","family":"Xu","sequence":"additional","affiliation":[]},{"given":"Yaozong","family":"Pan","sequence":"additional","affiliation":[]},{"given":"Jiafang","family":"Kang","sequence":"additional","affiliation":[]},{"given":"Yang","family":"You","sequence":"additional","affiliation":[]}],"member":"635","published-online":{"date-parts":[[2025,12,23]]},"reference":[{"key":"ref1","first-page":"1","article-title":"Innovative maritime communications technologies","author":"Bekkadal","year":"2010","journal-title":"Proc 18th Int Conf on Microwaves, Radar and Wireless Communications"},{"key":"ref2","doi-asserted-by":"crossref","first-page":"94100","DOI":"10.1109\/ACCESS.2022.3203575","article-title":"2022. Energy-efficient OFDM radio resource allocation optimization with computational awareness: a survey","volume":"10","author":"Bossy","journal-title":"IEEE Access"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/jiot.2022.3168885"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/ojcoms.2024.3377706"},{"key":"ref5","volume-title":"RL2: fast reinforcement learning via slow reinforcement learning","author":"Duan","year":"2016"},{"key":"ref6","first-page":"1082","article-title":"On the convergence theory of gradient-based model-agnostic meta-learning algorithms","author":"Fallah","year":"2020","journal-title":"Proc 23rd Int Conf on Artificial Intelligence and Statistics"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/jsac.2024.3431524"},{"key":"ref8","first-page":"1126","article-title":"Model-agnostic meta-learning for fast adaptation of deep networks","author":"Finn","year":"2017","journal-title":"Proc 34th Int Conf on Machine Learning"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/twc.2019.2904273"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/jiot.2021.3103768"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/tcomm.2023.3292257"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/twc.2023.3334691"},{"key":"ref13","first-page":"372","volume-title":"Recommendation ITU-R","year":"2016"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1145\/3447555.3466589"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/tce.2024.3370414"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/lsp.2024.3514793"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/tce.2024.3525084"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/lcomm.2023.3291079"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/tcomm.2019.2936813"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1007\/s10732-019-09422-z"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/lcomm.2022.3182016"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/tvt.2021.3099797"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.3390\/electronics13183686"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/tgrs.2024.3383812"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/pimrc56721.2023.10294049"},{"key":"ref26","volume-title":"Proximal policy optimization algorithms","author":"Schulman","year":"2017"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/tmc.2024.3514088"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/tvt.2021.3109070"},{"key":"ref29","first-page":"1","article-title":"Beamforming and resource allocation in multi-cell OFDMA systems based on deep transfer reinforcement learning","author":"Sun","year":"2022","journal-title":"Proc 95th Vehicular Technology Conf"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/ELMAR59410.2023.10253908"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/ictc61510.2024.10601889"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.3390\/e25030413"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/icmct60483.2023.00009"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/access.2018.2879902"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.3390\/electronics13030499"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/access.2024.3396152"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/access.2023.3328214"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/jsen.2024.3361152"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/tsipn.2022.3208432"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/mwc.001.1900322"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.3390\/s24237644"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/icocn55511.2022.9900961"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/jiot.2023.3320391"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1360\/ssi-2023-0135"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/tcomm.2023.3238062"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/vtc2023-spring57618.2023.10200843"}],"container-title":["Frontiers of Information Technology &amp; Electronic Engineering"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1631\/FITEE.2500007.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1631\/FITEE.2500007","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1631\/FITEE.2500007.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,21]],"date-time":"2026-02-21T06:40:29Z","timestamp":1771656029000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1631\/FITEE.2500007"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,12]]},"references-count":46,"journal-issue":{"issue":"12","published-print":{"date-parts":[[2025,12]]}},"alternative-id":["2146"],"URL":"https:\/\/doi.org\/10.1631\/fitee.2500007","relation":{},"ISSN":["2095-9184","2095-9230"],"issn-type":[{"value":"2095-9184","type":"print"},{"value":"2095-9230","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,12]]},"assertion":[{"value":"3 January 2025","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"28 May 2025","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"23 December 2025","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"All the authors declare that they have no conflict of interest.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}