{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,3]],"date-time":"2026-07-03T21:44:59Z","timestamp":1783115099337,"version":"3.54.6"},"reference-count":37,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100012166","name":"National Key Research and Development Program of China","doi-asserted-by":"publisher","award":["2024YFB907500"],"award-info":[{"award-number":["2024YFB907500"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE J. Sel. Areas Commun."],"published-print":{"date-parts":[[2026]]},"DOI":"10.1109\/jsac.2025.3641105","type":"journal-article","created":{"date-parts":[[2025,12,5]],"date-time":"2025-12-05T18:38:30Z","timestamp":1764959910000},"page":"2318-2333","source":"Crossref","is-referenced-by-count":10,"title":["RadioDiff-\n                    <i>k<\/i>\n                    <sup>2<\/sup>\n                    : Helmholtz Equation Informed Generative Diffusion Model for Multi-Path Aware Radio Map Construction"],"prefix":"10.1109","volume":"44","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1439-4875","authenticated-orcid":false,"given":"Xiucheng","family":"Wang","sequence":"first","affiliation":[{"name":"State Key Laboratory of ISN and the School of Telecommunications Engineering, Xidian University, Xi&#x2019;an, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-4048-4668","authenticated-orcid":false,"given":"Qiming","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Artificial Intelligence, Xidian University, Xi&#x2019;an, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7907-2071","authenticated-orcid":false,"given":"Nan","family":"Cheng","sequence":"additional","affiliation":[{"name":"State Key Laboratory of ISN and the School of Telecommunications Engineering, Xidian University, Xi&#x2019;an, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4403-9893","authenticated-orcid":false,"given":"Ruijin","family":"Sun","sequence":"additional","affiliation":[{"name":"State Key Laboratory of ISN and the School of Telecommunications Engineering, Xidian University, Xi&#x2019;an, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5207-6504","authenticated-orcid":false,"given":"Zan","family":"Li","sequence":"additional","affiliation":[{"name":"State Key Laboratory of ISN and the School of Telecommunications Engineering, Xidian University, Xi&#x2019;an, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2608-775X","authenticated-orcid":false,"given":"Shuguang","family":"Cui","sequence":"additional","affiliation":[{"name":"School of Science and Engineering (SSE), Shenzhen Future Network of Intelligence Institute (FNii-Shenzhen), and Guangdong Provincial Key Laboratory of Future Networks of Intelligence, The Chinese University of Hong Kong, Shenzhen Campus, Shenzhen, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4140-287X","authenticated-orcid":false,"given":"Xuemin","family":"Shen","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, University of Waterloo, Waterloo, ON, Canada"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.3389\/fcomp.2022.1068478"},{"key":"ref2","first-page":"1025","article-title":"6G omni-scenario on-demand services provisioning: Vision, technology and prospect (in chinese)","volume":"54","author":"Cheng","year":"2024","journal-title":"Scientia Sinica Informationis"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/MWC.001.2000327"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/MNET.124.2200241"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2024.3364508"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.2013.6685772"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2023.3349276"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2019.2906789"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.3390\/rs14174377"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2023.3278235"},{"key":"ref11","article-title":"U-shaped vision mamba for single image dehazing","author":"Zheng","year":"2024","journal-title":"arXiv:2402.04139"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2021.3054977"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/TCCN.2024.3504489"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1049\/el:20045989"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/c2013-0-10046-3"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/PROC.1972.8850"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/VETECF.2002.1040665"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-662-04781-1"},{"key":"ref19","first-page":"6840","article-title":"Denoising diffusion probabilistic models","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"33","author":"Ho"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.1967.1053964"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1214\/aos\/1015956706"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.3390\/drones8050191"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/CNS56114.2022.9947255"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/LCOMM.2023.3260272"},{"key":"ref25","article-title":"Score-based generative modeling through stochastic differential equations","author":"Song","year":"2020","journal-title":"arXiv:2011.13456"},{"key":"ref26","article-title":"Decoupled diffusion models: Simultaneous image to zero and zero to noise","author":"Huang","year":"2024","journal-title":"arXiv:2306.13720"},{"key":"ref27","volume-title":"Antenna Theory: Analysis and Design","author":"Balanis","year":"2016"},{"key":"ref28","volume-title":"Digital Communication","author":"Lee","year":"2012"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v38i7.28490"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2021.3069908"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1561\/2200000056"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP49357.2023.10433928"},{"key":"ref33","first-page":"1","article-title":"Dominant path prediction model for urban scenarios","volume-title":"Proc. 14th IST Mobile Wireless Commun.","author":"Wahl"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01042"},{"key":"ref35","first-page":"1","article-title":"Rmdm: Radio map diffusion model with physics informed","volume-title":"Proc. 33rd ACM Int. Conf. Multimedia (MM)","author":"Jia"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/INFCOM.2000.832252"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00068"}],"container-title":["IEEE Journal on Selected Areas in Communications"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/49\/11372474\/11278649.pdf?arnumber=11278649","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,23]],"date-time":"2026-02-23T20:48:34Z","timestamp":1771879714000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11278649\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"references-count":37,"URL":"https:\/\/doi.org\/10.1109\/jsac.2025.3641105","relation":{},"ISSN":["1558-0008","0733-8716"],"issn-type":[{"value":"1558-0008","type":"electronic"},{"value":"0733-8716","type":"print"}],"subject":[],"published":{"date-parts":[[2026]]}}}