{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,9]],"date-time":"2026-06-09T16:57:07Z","timestamp":1781024227043,"version":"3.54.1"},"reference-count":38,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:00:00Z","timestamp":1785542400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:00:00Z","timestamp":1785542400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:00:00Z","timestamp":1785542400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-017"},{"start":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:00:00Z","timestamp":1785542400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"},{"start":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:00:00Z","timestamp":1785542400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-012"},{"start":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:00:00Z","timestamp":1785542400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:00:00Z","timestamp":1785542400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-004"}],"funder":[{"DOI":"10.13039\/501100013071","name":"Major Program of National Fund of Philosophy and Social Science of China","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100013071","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Applied Soft Computing"],"published-print":{"date-parts":[[2026,8]]},"DOI":"10.1016\/j.asoc.2026.115224","type":"journal-article","created":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T22:25:25Z","timestamp":1777674325000},"page":"115224","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"special_numbering":"C","title":["A predict-then-optimize framework for multi-stage agricultural production and distribution planning"],"prefix":"10.1016","volume":"200","author":[{"given":"Jiliang","family":"Han","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yuanwei","family":"Sun","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Na","family":"Lin","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xinxin","family":"Liu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7166-0522","authenticated-orcid":false,"given":"Junhu","family":"Ruan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.asoc.2026.115224_bib1","unstructured":"MARA PRC, 2023. The State Council Information Office held a press conference on the operation of the agricultural and rural economy in the first three quarters. \u3008http:\/\/www.moa.gov.cn\/hd\/zbft_news\/gxbjqsjdgzqk\/\u3009."},{"key":"10.1016\/j.asoc.2026.115224_bib2","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.agsy.2017.12.001","article-title":"A modeling framework for the strategic design of local fresh-food systems","volume":"161","author":"Flores","year":"2018","journal-title":"Agr. Syst."},{"key":"10.1016\/j.asoc.2026.115224_bib3","doi-asserted-by":"crossref","first-page":"76","DOI":"10.1016\/j.ijpe.2016.01.010","article-title":"Crop-related harvesting and processing planning: a review","volume":"174","author":"Kusumastuti","year":"2016","journal-title":"Int. J. Prod. Econ."},{"key":"10.1016\/j.asoc.2026.115224_bib4","doi-asserted-by":"crossref","DOI":"10.1016\/j.compag.2019.104941","article-title":"Recursive heuristic scheduling method for multi-crop plant factory with solar panel roof","volume":"165","author":"Yang","year":"2019","journal-title":"Comput. Electron. Agr."},{"key":"10.1016\/j.asoc.2026.115224_bib5","doi-asserted-by":"crossref","DOI":"10.1016\/j.compag.2020.105615","article-title":"A two-stage stochastic model for pig production planning in vertically integrated production systems","volume":"176","author":"Nadal-Roig","year":"2020","journal-title":"Comput. Electron. Agr."},{"key":"10.1016\/j.asoc.2026.115224_bib6","doi-asserted-by":"crossref","DOI":"10.1016\/j.agsy.2019.102693","article-title":"Forecasting yields, prices and net returns for main cereal crops in Tanzania as probability distributions: A multivariate empirical (MVE) approach","volume":"180","author":"Kadigi","year":"2020","journal-title":"Agr. Syst."},{"key":"10.1016\/j.asoc.2026.115224_bib7","doi-asserted-by":"crossref","DOI":"10.1016\/j.cor.2023.106316","article-title":"Solving crop planning and rotation problems in a sustainable agriculture perspective","volume":"159","author":"Benini","year":"2023","journal-title":"Comput. Oper. Res."},{"issue":"5","key":"10.1016\/j.asoc.2026.115224_bib8","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1287\/inte.9.5.21","article-title":"An integrated production, distribution, and inventory planning system","volume":"9","author":"Glover","year":"1979","journal-title":"Interfaces"},{"issue":"3","key":"10.1016\/j.asoc.2026.115224_bib9","doi-asserted-by":"crossref","first-page":"503","DOI":"10.1016\/0377-2217(94)90419-7","article-title":"Coordination of production and distribution planning","volume":"72","author":"Chandra","year":"1994","journal-title":"Eur. J. Oper. Res."},{"issue":"1","key":"10.1016\/j.asoc.2026.115224_bib10","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.ejor.2008.02.014","article-title":"Application of planning models in the agri-food supply chain: A review","volume":"196","author":"Ahumada","year":"2009","journal-title":"Eur. J. Oper. Res."},{"key":"10.1016\/j.asoc.2026.115224_bib11","doi-asserted-by":"crossref","DOI":"10.1016\/j.cie.2020.107048","article-title":"Centralized and distributed optimization models for the multi-farmer crop planning problem under uncertainty: Application to a fresh tomato Argentinean supply chain case study","volume":"153","author":"Alemany","year":"2021","journal-title":"Comput. Ind. Eng."},{"issue":"5","key":"10.1016\/j.asoc.2026.115224_bib12","doi-asserted-by":"crossref","first-page":"641","DOI":"10.1287\/opre.35.5.641","article-title":"Mathematical models in farm planning: A survey","volume":"35","author":"Glen","year":"1987","journal-title":"Oper. Res."},{"key":"10.1016\/j.asoc.2026.115224_bib13","doi-asserted-by":"crossref","first-page":"339","DOI":"10.1007\/s10479-009-0614-4","article-title":"A tactical model for planning the production and distribution of fresh produce","volume":"190","author":"Ahumada","year":"2011","journal-title":"Ann. Oper. Res."},{"key":"10.1016\/j.asoc.2026.115224_bib14","first-page":"142","article-title":"Optimal selection of crops: A case study of small scale farms in Fanteakwa district, Ghana","volume":"4","author":"Otoo","year":"2015","journal-title":"Int. J. Sci. Technol. Res."},{"issue":"1","key":"10.1016\/j.asoc.2026.115224_bib15","doi-asserted-by":"crossref","first-page":"297","DOI":"10.1016\/j.ejor.2020.08.015","article-title":"Optimizing tactical harvest planning for multiple fruit orchards using a metaheuristic modeling approach","volume":"290","author":"G\u00f3mez-Lagos","year":"2021","journal-title":"Eur. J. Oper. Res."},{"key":"10.1016\/j.asoc.2026.115224_bib16","doi-asserted-by":"crossref","first-page":"557","DOI":"10.1016\/j.ins.2016.07.014","article-title":"Monitoring and assessing fruit freshness in IOT-based e-commerce delivery using scenario analysis and interval number approaches","volume":"373","author":"Ruan","year":"2016","journal-title":"Inform. Sci."},{"key":"10.1016\/j.asoc.2026.115224_bib17","doi-asserted-by":"crossref","DOI":"10.1016\/j.cie.2024.110029","article-title":"A time space network optimization model for integrated fresh fruit harvest and distribution considering maturity","volume":"190","author":"Jiang","year":"2024","journal-title":"Comput. Ind. Eng."},{"key":"10.1016\/j.asoc.2026.115224_bib18","first-page":"35","article-title":"Harvest optimization for sustainable agriculture: The case of tea harvest scheduling","volume":"10","author":"Sar\u0131mehmet","year":"2023","journal-title":"Artif. Intell. Agric."},{"issue":"16","key":"10.1016\/j.asoc.2026.115224_bib19","doi-asserted-by":"crossref","first-page":"5704","DOI":"10.1080\/00207543.2022.2112105","article-title":"Multi-product multi-region supply chain optimisation for seasonal crops","volume":"61","author":"Sisley","year":"2023","journal-title":"Int. J. Prod. Res."},{"issue":"12","key":"10.1016\/j.asoc.2026.115224_bib20","doi-asserted-by":"crossref","first-page":"9683","DOI":"10.1109\/JIOT.2020.3037729","article-title":"A model for joint planning of production and distribution of fresh produce in agricultural internet of things","volume":"8","author":"Han","year":"2021","journal-title":"Ieee. Internet Things"},{"issue":"16","key":"10.1016\/j.asoc.2026.115224_bib21","doi-asserted-by":"crossref","first-page":"2345","DOI":"10.1002\/hyp.7342","article-title":"Trend and persistence of precipitation under climate change scenarios for Kansabati basin, India","volume":"23","author":"Mishra","year":"2009","journal-title":"Hydrol. Process"},{"key":"10.1016\/j.asoc.2026.115224_bib22","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1016\/j.agsy.2012.06.002","article-title":"Tactical planning of the production and distribution of fresh agricultural products under uncertainty","volume":"112","author":"Ahumada","year":"2012","journal-title":"Agr. Syst."},{"issue":"2","key":"10.1016\/j.asoc.2026.115224_bib23","doi-asserted-by":"crossref","first-page":"707","DOI":"10.1016\/j.ejor.2019.07.053","article-title":"A stochastic planning framework for the discovery of complementary, agricultural systems","volume":"280","author":"Flores","year":"2020","journal-title":"Eur. J. Oper. Res."},{"key":"10.1016\/j.asoc.2026.115224_bib24","article-title":"An integrated planning approach for perishable goods with stochastic lifespan: Production, inventory, and routing","volume":"12","author":"Komijani","year":"2024","journal-title":"Clean. Logist. Suppl. C."},{"key":"10.1016\/j.asoc.2026.115224_bib25","article-title":"Optimizing the organization of the first mile in agri-food supply chains with a heterogeneous fleet using a mixed-integer linear model","volume":"23","author":"G\u00e1mez-Alb\u00e1n","year":"2024","journal-title":"Intell. Syst. Appl."},{"key":"10.1016\/j.asoc.2026.115224_bib26","doi-asserted-by":"crossref","first-page":"604","DOI":"10.1016\/j.cie.2018.03.039","article-title":"Real-time scheduling for a smart factory using a reinforcement learning approach","volume":"125","author":"Shiue","year":"2018","journal-title":"Comput. Ind. Eng."},{"key":"10.1016\/j.asoc.2026.115224_bib27","doi-asserted-by":"crossref","DOI":"10.1016\/j.compchemeng.2024.108765","article-title":"Refinery planning optimization based on smart predict-then-optimize method under exogenous price uncertainty","author":"Wang","year":"2024","journal-title":"Comput. Chem. Eng."},{"key":"10.1016\/j.asoc.2026.115224_bib28","doi-asserted-by":"crossref","first-page":"24","DOI":"10.1016\/j.trb.2020.12.007","article-title":"Electric vehicle routing problem with machine learning for energy prediction","volume":"145","author":"Basso","year":"2021","journal-title":"Transp. Res. B-Meth"},{"key":"10.1016\/j.asoc.2026.115224_bib29","doi-asserted-by":"crossref","first-page":"207","DOI":"10.1007\/s10107-015-0920-3","article-title":"The submodular joint replenishment problem","volume":"158","author":"Cheung","year":"2016","journal-title":"Math. Program"},{"key":"10.1016\/j.asoc.2026.115224_bib30","doi-asserted-by":"crossref","DOI":"10.1016\/j.cie.2021.107693","article-title":"Robust simulation optimization for supply chain problem under uncertainty via neural network metamodeling","volume":"162","author":"Sharifnia","year":"2021","journal-title":"Comput. Ind. Eng."},{"key":"10.1016\/j.asoc.2026.115224_bib31","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.compag.2019.02.030","article-title":"Optimization of distribution planning for agricultural products in logistics based on degree of maturity","volume":"160","author":"Liu","year":"2019","journal-title":"Comput. Electron. Agr."},{"key":"10.1016\/j.asoc.2026.115224_bib32","doi-asserted-by":"crossref","DOI":"10.1016\/j.compag.2022.106903","article-title":"Prediction and optimization of emission in an agricultural harvest engine with biodiesel-diesel blends by a method of ANN and CMA-ES","volume":"197","author":"Zheng","year":"2022","journal-title":"Comput. Electron. Agr."},{"issue":"8","key":"10.1016\/j.asoc.2026.115224_bib33","doi-asserted-by":"crossref","first-page":"4772","DOI":"10.1002\/int.22739","article-title":"Parallel crop planning based on price forecast","volume":"37","author":"Fan","year":"2022","journal-title":"Int. J. Intell. Syst."},{"issue":"1","key":"10.1016\/j.asoc.2026.115224_bib34","doi-asserted-by":"crossref","first-page":"9","DOI":"10.1287\/mnsc.2020.3922","article-title":"Smart \u201cpredict, then optimize\u201d","volume":"68","author":"Elmachtoub","year":"2022","journal-title":"Manag. Sci."},{"key":"10.1016\/j.asoc.2026.115224_bib35","doi-asserted-by":"crossref","DOI":"10.1016\/j.compag.2021.106546","article-title":"Support vector machine in precision agriculture: a review","volume":"191","author":"Kok","year":"2021","journal-title":"Comput. Electron. Agr."},{"key":"10.1016\/j.asoc.2026.115224_bib36","doi-asserted-by":"crossref","first-page":"25","DOI":"10.1016\/j.ijpe.2015.09.004","article-title":"Use of MIP for planning temporary immigrant farm labor force","volume":"170","author":"Wishon","year":"2015","journal-title":"Int. J. Prod. Econ."},{"issue":"13","key":"10.1016\/j.asoc.2026.115224_bib37","doi-asserted-by":"crossref","first-page":"4358","DOI":"10.1080\/00207543.2022.2131927","article-title":"An integrative decision-making model for the Internet of Things-enabled supply chains of fresh agri-product","volume":"61","author":"Han","year":"2023","journal-title":"Int. J. Prod. Res."},{"issue":"2","key":"10.1016\/j.asoc.2026.115224_bib38","doi-asserted-by":"crossref","first-page":"125","DOI":"10.1080\/09538259100000039","article-title":"Keynesian uncertainty and the instability of beliefs","volume":"3","author":"Runde","year":"1991","journal-title":"Rev. Polit. Econ."}],"container-title":["Applied Soft Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1568494626006721?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1568494626006721?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,6,9]],"date-time":"2026-06-09T15:58:38Z","timestamp":1781020718000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1568494626006721"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,8]]},"references-count":38,"alternative-id":["S1568494626006721"],"URL":"https:\/\/doi.org\/10.1016\/j.asoc.2026.115224","relation":{},"ISSN":["1568-4946"],"issn-type":[{"value":"1568-4946","type":"print"}],"subject":[],"published":{"date-parts":[[2026,8]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"A predict-then-optimize framework for multi-stage agricultural production and distribution planning","name":"articletitle","label":"Article Title"},{"value":"Applied Soft Computing","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.asoc.2026.115224","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 Elsevier B.V. All rights are reserved, including those for text and data mining, AI training, and similar technologies.","name":"copyright","label":"Copyright"}],"article-number":"115224"}}