{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,19]],"date-time":"2026-06-19T20:33:09Z","timestamp":1781901189156,"version":"3.54.5"},"reference-count":109,"publisher":"Informa UK Limited","issue":"13","license":[{"start":{"date-parts":[[2023,10,16]],"date-time":"2023-10-16T00:00:00Z","timestamp":1697414400000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"content-domain":{"domain":["www.tandfonline.com"],"crossmark-restriction":true},"short-container-title":["International Journal of Production Research"],"published-print":{"date-parts":[[2024,7,2]]},"DOI":"10.1080\/00207543.2023.2269565","type":"journal-article","created":{"date-parts":[[2023,10,16]],"date-time":"2023-10-16T10:22:11Z","timestamp":1697451731000},"page":"4623-4644","update-policy":"https:\/\/doi.org\/10.1080\/tandf_crossmark_01","source":"Crossref","is-referenced-by-count":109,"title":["AI-based forecasting for optimised solar energy management and smart grid efficiency"],"prefix":"10.1080","volume":"62","author":[{"given":"Pierre","family":"Bouquet","sequence":"first","affiliation":[{"name":"Massachusetts Institute of Technology (MIT), Center for Transportation & Logistics, Cambridge, MA, USA"},{"name":"School of Engineering, Institute of Mechanical Engineering, Swiss Federal Institute of Technology in Lausanne (EPFL), Lausanne, Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ilya","family":"Jackson","sequence":"additional","affiliation":[{"name":"Massachusetts Institute of Technology (MIT), Center for Transportation & Logistics, Cambridge, MA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mostafa","family":"Nick","sequence":"additional","affiliation":[{"name":"Warwick Technology Park, National Grid ESO, Warwick, UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Amin","family":"Kaboli","sequence":"additional","affiliation":[{"name":"School of Engineering, Institute of Mechanical Engineering, Swiss Federal Institute of Technology in Lausanne (EPFL), Lausanne, Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"301","published-online":{"date-parts":[[2023,10,16]]},"reference":[{"key":"e_1_3_4_2_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-019-47803-3"},{"key":"e_1_3_4_3_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2017.1414969"},{"key":"e_1_3_4_4_1","doi-asserted-by":"publisher","DOI":"10.1049\/iet-rpg.2018.5649"},{"key":"e_1_3_4_5_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.enconman.2017.04.019"},{"key":"e_1_3_4_6_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-022-19147-y"},{"key":"e_1_3_4_7_1","doi-asserted-by":"publisher","DOI":"10.3390\/app8101761"},{"key":"e_1_3_4_8_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2016.06.069"},{"key":"e_1_3_4_9_1","unstructured":"Apogee Instruments Inc. 2021. Owner's Manual Pyranometer Models SP-110 and SP-230."},{"key":"e_1_3_4_10_1","doi-asserted-by":"publisher","DOI":"10.1115\/1.4030231"},{"key":"e_1_3_4_11_1","doi-asserted-by":"publisher","DOI":"10.1086\/260062"},{"key":"e_1_3_4_12_1","volume-title":"Superintelligence: Paths, Dangers, Strategies","author":"Bostrom Nick.","year":"2014","unstructured":"Bostrom, Nick. 2014. Superintelligence: Paths, Dangers, Strategies. 1st. ed. Oxford: Oxford University Press. OCLC: ocn881706835.","edition":"1"},{"key":"e_1_3_4_13_1","volume-title":"Solar Electricity Handbook: A Simple Practical Guide to Solar Energy: How to Design and Install Photovoltaic Solar Electric Systems","author":"Boxwell Michael.","year":"2012","unstructured":"Boxwell, Michael. 2012. Solar Electricity Handbook: A Simple Practical Guide to Solar Energy: How to Design and Install Photovoltaic Solar Electric Systems. Ryton On Dunsmore, Warwickshire, U.K.: Greenstream Publishing."},{"key":"e_1_3_4_14_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.erss.2021.102106"},{"key":"e_1_3_4_15_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2020.03.329"},{"key":"e_1_3_4_16_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10479-022-04536-3"},{"key":"e_1_3_4_17_1","unstructured":"Chollet F. 2015. \u201cKeras.\u201d."},{"key":"e_1_3_4_18_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2014.11.017"},{"key":"e_1_3_4_19_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.rser.2017.08.017"},{"key":"e_1_3_4_20_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.renene.2019.08.092"},{"key":"e_1_3_4_21_1","doi-asserted-by":"publisher","DOI":"10.4236\/sgre.2010.11007"},{"key":"e_1_3_4_22_1","volume-title":"The Theory of Polymer Dynamics","author":"Doi Masao","year":"1988","unstructured":"Doi, Masao, and Samuel Frederick Edwards. 1988. The Theory of Polymer Dynamics. Vol. 73. Oxford: Oxford University Press."},{"key":"e_1_3_4_23_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2021.2002969"},{"key":"e_1_3_4_24_1","unstructured":"Elexon. 2019. The Electricity Trading Arrangements A Beginner's Guide."},{"key":"e_1_3_4_25_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.rser.2016.09.051"},{"key":"e_1_3_4_26_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2014.04.019"},{"key":"e_1_3_4_27_1","unstructured":"ESO. 2021. Net Zero Market Reform. Accessed May 13 2023. https:\/\/www.nationalgrideso.com\/document\/189356\/download."},{"key":"e_1_3_4_28_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2020.03.083"},{"key":"e_1_3_4_29_1","unstructured":"Fleuret F. 2021. \u201cUNIGE 14x050 \u2013 EPFL EE-559 \u2013 Deep Learning.\u201d."},{"key":"e_1_3_4_30_1","unstructured":"Fortune Business Insights. 2023. \u201cMachine Learning Market Size Share Growth & Trends.\u201d Mar. Accessed May 13 2023. https:\/\/www.fortunebusinessinsights.com\/machine-learning-market-102226."},{"key":"e_1_3_4_31_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.joule.2022.04.024"},{"key":"e_1_3_4_32_1","doi-asserted-by":"publisher","DOI":"10.1115\/1.4042972"},{"key":"e_1_3_4_33_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11149-018-9350-5"},{"key":"e_1_3_4_34_1","doi-asserted-by":"publisher","DOI":"10.3390\/en14113192"},{"key":"e_1_3_4_35_1","doi-asserted-by":"publisher","DOI":"10.1162\/089976600300015015"},{"key":"e_1_3_4_36_1","volume-title":"Stochastic Models in Biology","author":"Goel Narendra S.","year":"2016","unstructured":"Goel, Narendra S., and Nira Richter-Dyn. 2016. Stochastic Models in Biology. Amsterdam: Elsevier."},{"key":"e_1_3_4_37_1","volume-title":"Deep Learning","author":"Goodfellow Ian","year":"2016","unstructured":"Goodfellow, Ian, Yoshua Bengio, and Aaron Courville. 2016. Deep Learning. Cambridge, MA: MIT Press."},{"key":"e_1_3_4_38_1","doi-asserted-by":"crossref","unstructured":"Graves Alex Navdeep Jaitly and Abdel-rahman Mohamed. 2013. \u201cHybrid Speech Recognition with Deep Bidirectional LSTM.\u201d In 2013 IEEE Workshop on Automatic Speech Recognition and Understanding 273\u2013278. IEEE.","DOI":"10.1109\/ASRU.2013.6707742"},{"key":"e_1_3_4_39_1","doi-asserted-by":"publisher","DOI":"10.1002\/pip.v30.7"},{"key":"e_1_3_4_40_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10618-022-00894-5"},{"key":"e_1_3_4_41_1","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"key":"e_1_3_4_42_1","doi-asserted-by":"publisher","DOI":"10.21105\/joss"},{"key":"e_1_3_4_43_1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1155\/2020\/4251517","article-title":"A Comparison of Hour-Ahead Solar Irradiance Forecasting Models Based on LSTM Network","volume":"2020","author":"Huang X.","year":"2020","unstructured":"Huang, X., C. Zhang, Q. Li, Y. Tai, B. Gao, and J. Shi. 2020. \u201cA Comparison of Hour-Ahead Solar Irradiance Forecasting Models Based on LSTM Network.\u201d\u00a0Mathematical Problems in Engineering\u00a02020: 1\u201315.","journal-title":"Mathematical Problems in Engineering"},{"key":"e_1_3_4_44_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijforecast.2006.03.001"},{"key":"e_1_3_4_45_1","doi-asserted-by":"crossref","unstructured":"Ibrahim O. N. Z. Yahaya N. Saad and M. Umar. 2015. \u201cMatlab\/Simulink Model of Solar PV Array With Perturb and Observe MPPT for Maximising PV Array Efficiency.\u201d 2015 IEEE Conference on Energy Conversion (CENCON) 254\u2013258.","DOI":"10.1109\/CENCON.2015.7409549"},{"key":"e_1_3_4_46_1","unstructured":"IEA. 2022. \u201cHow to Avoid Gas Shortages in the European Union in 2023.\u201d International Energy Agency Paris. Accessed May 13 2023."},{"key":"e_1_3_4_47_1","unstructured":"IEA. 2023. \u201cHow the European Union can Avoid Natural Gas Shortage.\u201d International Energy Agency Paris. Accessed May 13 2023."},{"key":"e_1_3_4_48_1","unstructured":"IMF. 2022. \u201cEurope Must Address a Toxic Mix of High Inflation and Flagging Growth.\u201d International Monetary Fun Blog. Accessed May 13 2023."},{"key":"e_1_3_4_49_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2017.1343507"},{"key":"e_1_3_4_50_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10479-020-03640-6"},{"key":"e_1_3_4_51_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2022.2118892"},{"key":"e_1_3_4_52_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2022.2118889"},{"key":"e_1_3_4_53_1","doi-asserted-by":"crossref","unstructured":"Ivanov Dmitry Alexandre Dolgui Jennifer V. Blackhurst and Tsan-Ming Choi. 2023. \u201cToward Supply Chain Viability Theory: From Lessons Learned Through COVID-19 Pandemic to Viable Ecosystems.\u201d","DOI":"10.1080\/00207543.2023.2177049"},{"key":"e_1_3_4_54_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.tre.2022.102676"},{"key":"e_1_3_4_55_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.omega.2022.102806"},{"key":"e_1_3_4_56_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSTE.2016.2535466"},{"key":"e_1_3_4_57_1","article-title":"State Grid Vows to Ensure Power Demand for Livelihood Needs","author":"Jingyi Chi","year":"2021","unstructured":"Jingyi, Chi, and Yeping Yin. 2021. \u201cState Grid Vows to Ensure Power Demand for Livelihood Needs.\u201d Global Times. Accessed May 13, 2023.\u00a0https:\/\/www.globaltimes.cn\/page\/202109\/1235270.shtml#:~:text=In%20response%20to%20the%20power,the%20best%20of%20their%20abilities.","journal-title":"Global Times"},{"key":"e_1_3_4_58_1","doi-asserted-by":"publisher","DOI":"10.1111\/poms.v31.4"},{"key":"e_1_3_4_59_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.rser.2018.04.107"},{"key":"e_1_3_4_60_1","unstructured":"Kohavi R. 1995. \u201cA Study of Cross-Validation and Bootstrap for Accuracy Estimation and Model Selection.\u201d Vol. 14. IJCAI."},{"key":"e_1_3_4_61_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2011.02.014"},{"key":"e_1_3_4_62_1","doi-asserted-by":"publisher","DOI":"10.1177\/0278364904045481"},{"key":"e_1_3_4_63_1","doi-asserted-by":"publisher","DOI":"10.1287\/mnsc.1040.0266"},{"key":"e_1_3_4_64_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2020.1740342"},{"key":"e_1_3_4_65_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2017.1391415"},{"key":"e_1_3_4_66_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2022.2138612"},{"key":"e_1_3_4_67_1","doi-asserted-by":"publisher","DOI":"10.1287\/opre.2021.2247"},{"key":"e_1_3_4_68_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.renene.2022.12.085"},{"key":"e_1_3_4_69_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2011.01.007"},{"key":"e_1_3_4_70_1","doi-asserted-by":"publisher","DOI":"10.1023\/A:1016099921195"},{"key":"e_1_3_4_71_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41560-021-00934-2"},{"key":"e_1_3_4_72_1","unstructured":"National Grid ESO. 2019. \u201cESO and The Alan Turing Institute Use Machine Learning to Help Balance the GB Electricity Grid.\u201d ESO. Accessed May 13 2023."},{"key":"e_1_3_4_73_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijinfomgt.2020.102104"},{"key":"e_1_3_4_74_1","doi-asserted-by":"crossref","unstructured":"Obersteiner Michael Christian Azar S. Kossmeier R. Mechler K. Moellersten S. Nilsson P. Read Y. Yamagata and J. Yan. 2001. \u201cManaging Climate Risk.\u201d","DOI":"10.1126\/science.294.5543.786b"},{"key":"e_1_3_4_75_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-02099-0"},{"key":"e_1_3_4_76_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2019.1607977"},{"key":"e_1_3_4_77_1","volume-title":"Chapter 4 \u2013 Validation Methodologies","author":"Pal R.","year":"2017","unstructured":"Pal, R. 2017. Chapter 4 \u2013 Validation Methodologies. Amsterdam: Academic Press."},{"key":"e_1_3_4_78_1","doi-asserted-by":"publisher","DOI":"10.1201\/b11118"},{"key":"e_1_3_4_79_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.renene.2020.04.042"},{"key":"e_1_3_4_80_1","doi-asserted-by":"publisher","DOI":"10.1111\/poms.v28.11"},{"key":"e_1_3_4_81_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.renene.2019.05.075"},{"key":"e_1_3_4_82_1","doi-asserted-by":"crossref","unstructured":"Paulescu M. E. Paulescu and V. Badescu. 2021. \u201cChapter 9 \u2013 Nowcasting Solar Irradiance for Effective Solar Power Plants Operation and Smart Grid Management.\u201d In Predictive Modelling for Energy Management and Power Systems Engineering 249\u2013270. Amsterdam: Elsevier.","DOI":"10.1016\/B978-0-12-817772-3.00009-4"},{"key":"e_1_3_4_83_1","first-page":"2825","article-title":"Scikit-learn: Machine Learning in Python","volume":"12","author":"Pedregosa F.","year":"2011","unstructured":"Pedregosa, F., G. Varoquaux, A. Gramfort, V. Michel, B. Thirion, O. Grisel, M. Blondel. 2011. \u201cScikit-learn: Machine Learning in Python.\u201d Journal of Machine Learning Research 12:2825\u20132830.","journal-title":"Journal of Machine Learning Research"},{"key":"e_1_3_4_84_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2012.04.004"},{"key":"e_1_3_4_85_1","doi-asserted-by":"publisher","DOI":"10.1016\/0038-092X(90)90055-H"},{"key":"e_1_3_4_86_1","doi-asserted-by":"publisher","DOI":"10.1016\/0165-1889(88)90043-7"},{"key":"e_1_3_4_87_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.apenergy.2017.03.051"},{"key":"e_1_3_4_88_1","doi-asserted-by":"publisher","DOI":"10.1175\/BAMS-D-15-00308.1"},{"key":"e_1_3_4_89_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-35289-8"},{"key":"e_1_3_4_90_1","volume-title":"Data Science for Business: What You Need to Know About Data Mining and Data-Analytic Thinking","author":"Provost Foster","year":"2013","unstructured":"Provost, Foster, and Tom Fawcett. 2013. Data Science for Business: What You Need to Know About Data Mining and Data-Analytic Thinking. Sebastopol, CA: O'Reilly Media, Inc."},{"key":"e_1_3_4_91_1","doi-asserted-by":"crossref","unstructured":"Rai Rahul Manoj Kumar Tiwari Dmitry Ivanov and Alexandre Dolgui. 2021. \u201cMachine Learning in Manufacturing and Industry 4.0 Applications.\u201d","DOI":"10.1080\/00207543.2021.1956675"},{"key":"e_1_3_4_92_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-020-69365-5"},{"key":"e_1_3_4_93_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2015.08.018"},{"key":"e_1_3_4_94_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41586-022-05243-6"},{"key":"e_1_3_4_95_1","doi-asserted-by":"publisher","DOI":"10.1007\/BF01319191"},{"key":"e_1_3_4_96_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00704-009-0142-9"},{"key":"e_1_3_4_97_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.egypro.2018.08.169"},{"key":"e_1_3_4_98_1","doi-asserted-by":"publisher","DOI":"10.1147\/rd.33.0210"},{"key":"e_1_3_4_99_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.rser.2019.03.040"},{"key":"e_1_3_4_100_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.enconman.2017.11.019"},{"key":"e_1_3_4_101_1","doi-asserted-by":"publisher","DOI":"10.1126\/science.1142920"},{"key":"e_1_3_4_102_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.scitotenv.2023.163231"},{"key":"e_1_3_4_103_1","volume-title":"The Third Wave","author":"Toffler A.","year":"1980","unstructured":"Toffler, A. 1980. The Third Wave. New York City, NY: Bantam Books."},{"key":"e_1_3_4_104_1","doi-asserted-by":"publisher","DOI":"10.3390\/en13164184"},{"key":"e_1_3_4_105_1","doi-asserted-by":"publisher","DOI":"10.1038\/d41586-022-00969-9"},{"key":"e_1_3_4_106_1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2018.1508904"},{"key":"e_1_3_4_107_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.resourpol.2022.102966"},{"key":"e_1_3_4_108_1","volume-title":"Stochastic Processes in Physics and Chemistry","author":"Van Kampen Nicolaas Godfried.","year":"1992","unstructured":"Van Kampen, Nicolaas Godfried. 1992. Stochastic Processes in Physics and Chemistry. Vol. 1. Amsterdam: Elsevier."},{"key":"e_1_3_4_109_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.joule.2023.01.001"},{"key":"e_1_3_4_110_1","doi-asserted-by":"publisher","DOI":"10.3390\/en5051355"}],"container-title":["International Journal of Production Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.tandfonline.com\/doi\/pdf\/10.1080\/00207543.2023.2269565","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,9,24]],"date-time":"2024-09-24T14:06:35Z","timestamp":1727186795000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/00207543.2023.2269565"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,10,16]]},"references-count":109,"journal-issue":{"issue":"13","published-print":{"date-parts":[[2024,7,2]]}},"alternative-id":["10.1080\/00207543.2023.2269565"],"URL":"https:\/\/doi.org\/10.1080\/00207543.2023.2269565","relation":{},"ISSN":["0020-7543","1366-588X"],"issn-type":[{"value":"0020-7543","type":"print"},{"value":"1366-588X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,10,16]]},"assertion":[{"value":"The publishing and review policy for this title is described in its Aims & Scope.","order":1,"name":"peerreview_statement","label":"Peer Review Statement"},{"value":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=tprs20","URL":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=tprs20","order":2,"name":"aims_and_scope_url","label":"Aim & Scope"},{"value":"2023-06-15","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2023-09-27","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2023-10-16","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}