{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,15]],"date-time":"2026-01-15T09:19:39Z","timestamp":1768468779566,"version":"3.49.0"},"reference-count":44,"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\/501100018537","name":"National Science and Technology Major Project of China","doi-asserted-by":"publisher","award":["2022ZD0119702"],"award-info":[{"award-number":["2022ZD0119702"]}],"id":[{"id":"10.13039\/501100018537","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62473292"],"award-info":[{"award-number":["62473292"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62088101"],"award-info":[{"award-number":["62088101"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100010256","name":"Shanghai Municipal Science and Technology Major Project","doi-asserted-by":"publisher","award":["2021SHZDZX0100"],"award-info":[{"award-number":["2021SHZDZX0100"]}],"id":[{"id":"10.13039\/501100010256","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Automat. Sci. Eng."],"published-print":{"date-parts":[[2026]]},"DOI":"10.1109\/tase.2025.3641551","type":"journal-article","created":{"date-parts":[[2025,12,9]],"date-time":"2025-12-09T18:36:00Z","timestamp":1765305360000},"page":"846-858","source":"Crossref","is-referenced-by-count":0,"title":["Learning Multi-Agent Reservoir Cooperative Operations Over Multi-Relational Directed Acyclic Graph"],"prefix":"10.1109","volume":"23","author":[{"ORCID":"https:\/\/orcid.org\/0009-0000-4108-6304","authenticated-orcid":false,"given":"Qiyong","family":"He","sequence":"first","affiliation":[{"name":"Department of Control Science and Engineering, the College of Electronics and Information Engineering, Shanghai Research Institute for Intelligent Autonomous Systems, State Key Laboratory of Autonomous Intelligent Unmanned Systems, the Frontiers Science Center for Intelligent Autonomous Systems, the Ministry of Education, and Shanghai Institute of Intelligent Science and Technology, Tongji University, Shanghai, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4938-0468","authenticated-orcid":false,"given":"Xiuxian","family":"Li","sequence":"additional","affiliation":[{"name":"Department of Control Science and Engineering, the College of Electronics and Information Engineering, Shanghai Research Institute for Intelligent Autonomous Systems, State Key Laboratory of Autonomous Intelligent Unmanned Systems, the Frontiers Science Center for Intelligent Autonomous Systems, the Ministry of Education, and Shanghai Institute of Intelligent Science and Technology, Tongji University, Shanghai, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9106-9323","authenticated-orcid":false,"given":"Li","family":"Liang","sequence":"additional","affiliation":[{"name":"College of Information Science and Technology, Beijing University of Chemical Technology, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9354-6974","authenticated-orcid":false,"given":"Chen","family":"Chen","sequence":"additional","affiliation":[{"name":"School of Automation, Beijing Institute of Technology, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1111-7285","authenticated-orcid":false,"given":"Fang","family":"Deng","sequence":"additional","affiliation":[{"name":"School of Automation, Beijing Institute of Technology, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1002\/2014WR016869"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1029\/2019WR025502"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejrh.2022.101167"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.scitotenv.2018.06.085"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1029\/2021WR029927"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/j.jhydrol.2024.130673"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1016\/j.jhydrol.2021.127334"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1016\/j.jhydrol.2023.129421"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/j.ifacol.2023.12.043"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1016\/j.ifacol.2022.07.437"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1016\/j.watres.2019.06.025"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1146\/annurev-control-030323-022510"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)WR.1943-5452.0001409"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/j.jhydrol.2024.130904"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/TASE.2025.3558945"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/TASE.2023.3319510"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-60990-0_12"},{"key":"ref18","first-page":"24611","article-title":"The surprising effectiveness of PPO in cooperative, multi-agent games","volume-title":"Proc. Int. Conf. Neural Inf. Process. Syst.","author":"Yu"},{"issue":"32","key":"ref19","first-page":"1","article-title":"Heterogeneous-agent reinforcement learning","volume":"25","author":"Zhong","year":"2024","journal-title":"J. Mach. Learn. Res."},{"key":"ref20","first-page":"16509","article-title":"Multi-agent reinforcement learning is a sequence modeling problem","volume-title":"Proc. Int. Conf. Neural Inf. Process. Syst.","author":"Wen"},{"key":"ref21","first-page":"20469","article-title":"Learning multi-agent communication from graph modeling perspective","volume-title":"Proc. Int. Conf. Learn. Represent.","author":"Hu"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1029\/2024WR038160"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1016\/j.jhydrol.2024.131409"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/TCYB.2024.3434499"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1016\/j.arcontrol.2023.03.013"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1016\/j.automatica.2023.111230"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1016\/j.automatica.2024.111952"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1016\/j.jhydrol.2023.130019"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1016\/j.jhydrol.2014.07.061"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1016\/j.jhydrol.2024.132515"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1145\/3764944.3764953"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1046\/j.1523-1739.1996.10041163.x"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1029\/2023WR035781"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-93417-4_38"},{"key":"ref35","article-title":"Relational graph attention networks","author":"Busbridge","year":"2019","journal-title":"arXiv:1904.05811"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i05.6243"},{"key":"ref37","article-title":"Proximal policy optimization algorithms","author":"Schulman","year":"2017","journal-title":"arXiv:1707.06347"},{"key":"ref38","article-title":"High-dimensional continuous control using generalized advantage estimation","author":"Schulman","year":"2015","journal-title":"arXiv:1506.02438"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1287\/mnsc.1050.0472"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.5334\/jors.293"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1016\/j.jprocont.2013.08.008"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1016\/j.conengprac.2023.105676"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.23919\/ECC64448.2024.10591148"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1007\/s12532-021-00208-8"}],"container-title":["IEEE Transactions on Automation Science and Engineering"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/8856\/11323516\/11289489.pdf?arnumber=11289489","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,14]],"date-time":"2026-01-14T20:42:05Z","timestamp":1768423325000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11289489\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"references-count":44,"URL":"https:\/\/doi.org\/10.1109\/tase.2025.3641551","relation":{},"ISSN":["1545-5955","1558-3783"],"issn-type":[{"value":"1545-5955","type":"print"},{"value":"1558-3783","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]}}}