{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,23]],"date-time":"2025-10-23T23:05:50Z","timestamp":1761260750315,"version":"build-2065373602"},"reference-count":54,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2021,11,9]],"date-time":"2021-11-09T00:00:00Z","timestamp":1636416000000},"content-version":"am","delay-in-days":312,"URL":"http:\/\/www.elsevier.com\/open-access\/userlicense\/1.0\/"}],"funder":[{"DOI":"10.13039\/100005825","name":"National Institute of Food and Agriculture","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100005825","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Environmental Modelling & Software"],"published-print":{"date-parts":[[2021,1]]},"DOI":"10.1016\/j.envsoft.2020.104909","type":"journal-article","created":{"date-parts":[[2020,10,26]],"date-time":"2020-10-26T06:34:47Z","timestamp":1603694087000},"page":"104909","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":6,"special_numbering":"C","title":["Enabling improved water and environmental management in an irrigated river basin using multi-agent optimization of reservoir operations"],"prefix":"10.1016","volume":"135","author":[{"given":"Faizal I.W.","family":"Rohmat","sequence":"first","affiliation":[]},{"given":"Timothy K.","family":"Gates","sequence":"additional","affiliation":[]},{"given":"John W.","family":"Labadie","sequence":"additional","affiliation":[]}],"member":"78","reference":[{"author":"Bailey","key":"10.1016\/j.envsoft.2020.104909_bib1"},{"key":"10.1016\/j.envsoft.2020.104909_bib2","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1016\/j.jhydrol.2014.04.039","article-title":"Simulating reactive transport of selenium coupled with nitrogen in a regional-scale irrigated groundwater system","volume":"515","author":"Bailey","year":"2014","journal-title":"J. Hydrol."},{"key":"10.1016\/j.envsoft.2020.104909_bib3","doi-asserted-by":"crossref","first-page":"341","DOI":"10.1016\/j.jhydrol.2014.11.079","article-title":"Assessing best management practices for remediation of selenium loading in groundwater to streams in an irrigated region","volume":"521","author":"Bailey","year":"2015","journal-title":"J. Hydrol."},{"key":"10.1016\/j.envsoft.2020.104909_bib4","doi-asserted-by":"crossref","first-page":"102","DOI":"10.1016\/j.jconhyd.2015.05.009","article-title":"Assessing the effectiveness of land and water management practices on nonpoint source nitrate levels in an alluvial stream-aquifer system","volume":"179","author":"Bailey","year":"2015","journal-title":"J. Contam. Hydrol."},{"key":"10.1016\/j.envsoft.2020.104909_bib5","doi-asserted-by":"crossref","first-page":"237","DOI":"10.1016\/0309-1708(95)00009-8","article-title":"1-, 2-and 3-dimensional modeling of water movement in the unsaturated soil matrix using a fuzzy approach","volume":"18","author":"Bardossy","year":"1995","journal-title":"Adv. Water Resour."},{"key":"10.1016\/j.envsoft.2020.104909_bib6","series-title":"Fuzzy Logic in Geology","article-title":"Fuzzy logic in hydrology and water resources","author":"Bogardi","year":"2003"},{"key":"10.1016\/j.envsoft.2020.104909_bib9","series-title":"Evolutionary Constrained Optimization","first-page":"205","article-title":"Locating potentially disjoint feasible regions of a search space with a particle swarm optimizer","author":"Bonyadi","year":"2015"},{"issue":"1","key":"10.1016\/j.envsoft.2020.104909_bib10","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1162\/EVCO_r_00180","article-title":"Particle swarm optimization for single objective continuous space problems: a review","volume":"25","author":"Bonyadi","year":"2017","journal-title":"Evol. Comput."},{"key":"10.1016\/j.envsoft.2020.104909_bib12","doi-asserted-by":"crossref","first-page":"464","DOI":"10.1111\/j.1752-1688.2011.00628.x","article-title":"Short-term hydroscheduling with discrepant objectives using multi-step progressive optimality algorithm 1","volume":"48","author":"Cheng","year":"2012","journal-title":"JAWRA J. Am. Water Resour. Assoc."},{"key":"10.1016\/j.envsoft.2020.104909_bib13","doi-asserted-by":"crossref","first-page":"152","DOI":"10.1016\/j.envsoft.2014.02.018","article-title":"Parallel discrete differential dynamic programming for multireservoir operation","volume":"57","author":"Cheng","year":"2014","journal-title":"Environ. Model. Software"},{"issue":"2","key":"10.1016\/j.envsoft.2020.104909_bib14","doi-asserted-by":"crossref","first-page":"79","DOI":"10.1111\/j.1745-6592.1998.tb00618.x","article-title":"Modeling multispecies reactive transport in ground water","volume":"18","author":"Clement","year":"1998","journal-title":"Ground Water Monit. Remed."},{"year":"2002","series-title":"What's New in RT3D Version 2.5. Pacific Northwest Natl","author":"Clement","key":"10.1016\/j.envsoft.2020.104909_bib15"},{"author":"Colorado Agricultural Water Alliance","key":"10.1016\/j.envsoft.2020.104909_bib18"},{"author":"Colorado Ag Water Quality","key":"10.1016\/j.envsoft.2020.104909_bib19"},{"year":"2020","series-title":"Arkansas River Irrigation Improvement Rules","author":"Colorado Division of Water Resources","key":"10.1016\/j.envsoft.2020.104909_bib20"},{"author":"Colorado Department of Natural Resources","key":"10.1016\/j.envsoft.2020.104909_bib21"},{"year":"2004","series-title":"Citizen's Guide to Colorado Water Law. Denver, CO","author":"Colorado Foundation for Water Education","key":"10.1016\/j.envsoft.2020.104909_bib22"},{"year":"1949","series-title":"Arkansas River Compact","author":"Colorado Revised Statutes","key":"10.1016\/j.envsoft.2020.104909_bib23"},{"key":"10.1016\/j.envsoft.2020.104909_bib24","first-page":"2933","article-title":"Identifying and attacking the saddle point problem in high-dimensional non-convex optimization","volume":"27","author":"Dauphin","year":"2014"},{"year":"2011","series-title":"ArcGIS Desktop Release 10","author":"Environmental Systems Research Institute","key":"10.1016\/j.envsoft.2020.104909_bib27"},{"key":"10.1016\/j.envsoft.2020.104909_bib28","series-title":"Advances in Neural Information Processing Systems","first-page":"2137","article-title":"Learning to communicate with deep multi-agent reinforcement learning","author":"Foerster","year":"2016"},{"key":"10.1016\/j.envsoft.2020.104909_bib29","doi-asserted-by":"crossref","first-page":"32632","DOI":"10.1109\/ACCESS.2020.2974406","article-title":"Deep learning data-intelligence model based on adjusted forecasting window scale: application in daily streamflow simulation","volume":"8","author":"Fu","year":"2020","journal-title":"IEEE Access"},{"key":"10.1016\/j.envsoft.2020.104909_bib30","series-title":"New Ideas in Optimization","article-title":"Macs-vrptw: a multiple colony system for vehicle routing problems with time windows","author":"Gambardella","year":"1999"},{"year":"2016","series-title":"Data for Improved Water Management in Colorado's Arkansas River Basin: Hydrological and Water Quality Studies. Colorado Water Institute Special Report No. 24","author":"Gates","key":"10.1016\/j.envsoft.2020.104909_bib32"},{"key":"10.1016\/j.envsoft.2020.104909_bib33","doi-asserted-by":"crossref","first-page":"4015050","DOI":"10.1061\/(ASCE)WR.1943-5452.0000570","article-title":"Curses, tradeoffs, and scalable management: advancing evolutionary multiobjective direct policy search to improve water reservoir operations","volume":"142","author":"Giuliani","year":"2016","journal-title":"J. Water Resour. Plann. Manag."},{"issue":"6404","key":"10.1016\/j.envsoft.2020.104909_bib34","doi-asserted-by":"crossref","first-page":"748","DOI":"10.1126\/science.aat9314","article-title":"The paradox of irrigation efficiency","volume":"361","author":"Grafton","year":"2018","journal-title":"Science"},{"year":"1988","series-title":"Fuzzy Sets, Uncertainty, and Information","author":"Klir","key":"10.1016\/j.envsoft.2020.104909_bib36"},{"key":"10.1016\/j.envsoft.2020.104909_bib37","doi-asserted-by":"crossref","DOI":"10.1029\/2003WR002148","article-title":"Evaluation of the parameterization-simulation-optimization approach for the control of reservoir systems","volume":"39","author":"Koutsoyiannis","year":"2003","journal-title":"Water Resour. Res."},{"key":"10.1016\/j.envsoft.2020.104909_bib38","doi-asserted-by":"crossref","first-page":"1692","DOI":"10.1016\/j.envsoft.2010.05.001","article-title":"Fuzzy optimal control of reservoir-assisted stormwater treatment areas for aquatic ecosystem restoration","volume":"25","author":"Labadie","year":"2010","journal-title":"Environ. Model. Software"},{"key":"10.1016\/j.envsoft.2020.104909_bib39","doi-asserted-by":"crossref","first-page":"271","DOI":"10.1016\/j.envsoft.2012.07.005","article-title":"Optimal integrated operation of reservoir-assisted stormwater treatment areas for estuarine habitat restoration","volume":"38","author":"Labadie","year":"2012","journal-title":"Environ. Model. Software"},{"author":"La Junta Tribune Democrat","key":"10.1016\/j.envsoft.2020.104909_bib40"},{"key":"10.1016\/j.envsoft.2020.104909_bib41","series-title":"State of Kansas vs. State of Colorado and the United States of America. No. 105, Original. Supreme Court of the United States","article-title":"Fifth and final report of the special master, volume II, proposed judgment and decree","author":"Littleworth","year":"2008"},{"issue":"12","key":"10.1016\/j.envsoft.2020.104909_bib42","doi-asserted-by":"crossref","first-page":"1182","DOI":"10.1109\/TC.1977.1674779","article-title":"Application of fuzzy logic to approximate reasoning using linguistic synthesis","volume":"26","author":"Mamdani","year":"1977","journal-title":"IEEE Trans. Comput., C-"},{"key":"10.1016\/j.envsoft.2020.104909_bib43","series-title":"Introduction and New Directions","first-page":"684","article-title":"Uncertain rule-based fuzzy systems","author":"Mendel","year":"2017"},{"key":"10.1016\/j.envsoft.2020.104909_bib46","doi-asserted-by":"crossref","first-page":"216","DOI":"10.1016\/j.jhydrol.2013.04.047","article-title":"Appraising options to reduce shallow groundwater tables and enhance flow conditions over regional scales in an irrigated alluvial aquifer system","volume":"495","author":"Morway","year":"2013","journal-title":"J. Hydrol."},{"issue":"8","key":"10.1016\/j.envsoft.2020.104909_bib47","doi-asserted-by":"crossref","first-page":"501","DOI":"10.1061\/(ASCE)IR.1943-4774.0000356","article-title":"Impact of shallow groundwater on evapotranspiration losses from uncultivated land in an irrigated river valley","volume":"137","author":"Niemann","year":"2011","journal-title":"J. Irrigat. Drain. Eng."},{"key":"10.1016\/j.envsoft.2020.104909_bib48","article-title":"Documentation of the streamflow-routing (SFR2) package to include unsaturated flow beneath streams\u2014a modification to SFR1: U.S. Geological Survey techniques and methods 6-A13","volume":"6 59","author":"Niswonger","year":"2010","journal-title":"US Geol. Surv. Tech. Methods"},{"year":"2017","series-title":"The Economics of Irrigation in Colorado's Lower Arkansas River Valley. Colorado Water Institute Special Report No. 32","author":"Osborn","key":"10.1016\/j.envsoft.2020.104909_bib49"},{"issue":"2","key":"10.1016\/j.envsoft.2020.104909_bib50","doi-asserted-by":"crossref","first-page":"407","DOI":"10.1007\/s11269-011-9924-9","article-title":"Multi-reservoir operation rules: multi-swarm PSO-based optimization approach","volume":"26","author":"Ostadrahimi","year":"2012","journal-title":"Water Resour. Manag."},{"key":"10.1016\/j.envsoft.2020.104909_bib51","first-page":"1","article-title":"Good parameters for particle swarm optimization","author":"Pedersen","year":"2010","journal-title":"Tech. Rep. HL1001, Hvass Lab. HL1001"},{"key":"10.1016\/j.envsoft.2020.104909_bib52","first-page":"2825","article-title":"Scikit-learn: machine learning in Python","volume":"12","author":"Pedregosa","year":"2011","journal-title":"J. Mach. Learn. Res."},{"year":"2017","series-title":"Does Improved Irrigation Technology Save Water? A Review of the Evidence","author":"Perry","key":"10.1016\/j.envsoft.2020.104909_bib53"},{"key":"10.1016\/j.envsoft.2020.104909_bib55","doi-asserted-by":"crossref","first-page":"104529","DOI":"10.1016\/j.envsoft.2019.104529","article-title":"Deep learning for compute-efficient modeling of BMP impacts on stream-aquifer exchange and water law compliance in an irrigated river basin","volume":"102","author":"Rohmat","year":"2019","journal-title":"Environ. Model. Software"},{"key":"10.1016\/j.envsoft.2020.104909_bib56","series-title":"Water-Resources Investig. Rep. 98-4018","article-title":"One-dimensional transport with inflow and storage (OTIS): a solute transport model for streams and rivers","author":"Runkel","year":"1998"},{"key":"10.1016\/j.envsoft.2020.104909_bib58","doi-asserted-by":"crossref","first-page":"512","DOI":"10.1016\/j.jhydrol.2018.02.027","article-title":"Simulating selenium and nitrogen fate and transport in coupled stream-aquifer systems of irrigated regions","volume":"560","author":"Shultz","year":"2018","journal-title":"J. Hydrol."},{"key":"10.1016\/j.envsoft.2020.104909_bib59","doi-asserted-by":"crossref","first-page":"299","DOI":"10.1016\/j.jhydrol.2018.09.005","article-title":"Evaluating best management practices to lower selenium and nitrate in groundwater and streams in an irrigated river valley using a calibrated fate and reactive transport model","volume":"566","author":"Shultz","year":"2018","journal-title":"J. Hydrol."},{"key":"10.1016\/j.envsoft.2020.104909_bib61","doi-asserted-by":"crossref","first-page":"274","DOI":"10.1016\/j.jhydrol.2019.02.040","article-title":"A salinity reactive transport and equilibrium chemistry model for regional-scale agricultural groundwater systems","author":"Tavakoli-Kivi","year":"2019","journal-title":"J. Hydrol."},{"year":"2014","series-title":"Soft Computing in Water Resources Engineering: Artificial Neural Networks, Fuzzy Logic and Genetic Algorithms","author":"Tayfur","key":"10.1016\/j.envsoft.2020.104909_bib62"},{"key":"10.1016\/j.envsoft.2020.104909_bib63","doi-asserted-by":"crossref","first-page":"34","DOI":"10.1016\/j.ijpe.2012.06.011","article-title":"A multiple ant colony optimization algorithm for the capacitated location routing problem","volume":"141","author":"Ting","year":"2013","journal-title":"Int. J. Prod. Econ."},{"key":"10.1016\/j.envsoft.2020.104909_bib65","doi-asserted-by":"crossref","first-page":"177","DOI":"10.1061\/(ASCE)WR.1943-5452.0000025","article-title":"River GeoDSS for agroenvironmental enhancement of Colorado\u2019s Lower Arkansas River Basin. I: model development and calibration","volume":"136","author":"Triana","year":"2010","journal-title":"J. Water Resour. Plann. Manag."},{"key":"10.1016\/j.envsoft.2020.104909_bib66","doi-asserted-by":"crossref","first-page":"190","DOI":"10.1061\/(ASCE)WR.1943-5452.0000021","article-title":"River GeoDSS for agroenvironmental enhancement of Colorado\u2019s Lower Arkansas River Basin. II: evaluation of strategies","volume":"136","author":"Triana","year":"2010","journal-title":"J. Water Resour. Plann. Manag."},{"issue":"5","key":"10.1016\/j.envsoft.2020.104909_bib68","doi-asserted-by":"crossref","first-page":"320","DOI":"10.1061\/(ASCE)0733-9496(2006)132:5(320)","article-title":"Optimization of frequency distribution of storm-water discharges for coastal ecosystem restoration","volume":"132","author":"Wan","year":"2006","journal-title":"J. Water Resour. Plann. Manag."},{"year":"2009","series-title":"An Introduction to Multiagent Systems","author":"Wooldridge","key":"10.1016\/j.envsoft.2020.104909_bib71"},{"key":"10.1016\/j.envsoft.2020.104909_bib72","doi-asserted-by":"crossref","first-page":"338","DOI":"10.1016\/S0019-9958(65)90241-X","article-title":"Fuzzy sets","volume":"8","author":"Zadeh","year":"1965","journal-title":"Inf. Control"}],"container-title":["Environmental Modelling & Software"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S136481522030966X?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S136481522030966X?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2025,10,23]],"date-time":"2025-10-23T23:02:31Z","timestamp":1761260551000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S136481522030966X"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,1]]},"references-count":54,"alternative-id":["S136481522030966X"],"URL":"https:\/\/doi.org\/10.1016\/j.envsoft.2020.104909","relation":{},"ISSN":["1364-8152"],"issn-type":[{"type":"print","value":"1364-8152"}],"subject":[],"published":{"date-parts":[[2021,1]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Enabling improved water and environmental management in an irrigated river basin using multi-agent optimization of reservoir operations","name":"articletitle","label":"Article Title"},{"value":"Environmental Modelling & Software","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.envsoft.2020.104909","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2020 Elsevier Ltd. All rights reserved.","name":"copyright","label":"Copyright"}],"article-number":"104909"}}