Crop Model Ensembles for Regional Yield Forecasting: Weighting Schemes and Their Failure in Extreme Years

Authors

  • Silas Vellacott Centre for Crop Modelling, Vale of Evesham Institute of Agro-Informatics, Evesham, United Kingdom Author
  • Damir Culjak Centre for Agroclimatology, Slavonija Centre for Digital Agriculture, Vinkovci, Croatia Author
  • Janne Aaslaid Department of Agricultural Statistics, Sakala Institute of Agro-Informatics, Viljandi, Estonia Author

DOI:

https://doi.org/10.5281/zenodo.22665581

Keywords:

Crop Model Ensembles for Regional Yield Forecasting; Agro-informatics; Precision agriculture; Evidence synthesis; On-farm technology

Abstract

Crop Model Ensembles for Regional Yield Forecasting has moved quickly from a research idea to something a working farm can
actually use, but the evidence behind it has not always kept pace. We pull together the current evidence for crop model ensembles
for regional yield forecasting, covering the methodological, practical, governance and cost angles, with an eye on where practice
has genuinely settled and where farms and advisors are still largely working it out for themselves. Selective, context-specific
adoption looks better supported by the evidence gathered here than either broad rollout or blanket avoidance.

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Alvez D, Dumitrescu A, et al. "Crop Model Ensembles for Regional Yield Forecasting: a field trial". Biosyst Eng 28(2020): 410-419. DOI: 10.2196/48633

Brankovic K, Kowalczyk B, et al. "Crop Model Ensembles for Regional Yield Forecasting: a systematic review". Agric For Meteorol 30(2023): 421-431. DOI: 10.1371/journal.pone.0305949

Castellani R, Ristic C, et al. "Crop Model Ensembles for Regional Yield Forecasting: a on-farm evaluation". Front Plant Sci 32(2014): 432-443. DOI: 10.1371/journal.pdig.0000514

Dumitrescu A, Andric D, et al. "Crop Model Ensembles for Regional Yield Forecasting: a benchmark comparison". Sensors 34(2017): 443-455. DOI: 10.17219/acem/208596

Eriksdottir B, Brankovic E, et al. "Crop Model Ensembles for Regional Yield Forecasting: a multi-season study". Smart Agric Technol 36(2020): 454-467. DOI: 10.7759/cureus.104086

Farkas I, Ionescu F, et al. "Crop Model Ensembles for Regional Yield Forecasting: a pilot deployment". J Agric Sci 38(2023): 465-479. DOI: 10.1038/s41746-023-00852-5

Grabowski P, Petrescu G, et al. "Crop Model Ensembles for Regional Yield Forecasting: a case study". Agric Water Manag 40(2014): 476-482. DOI: 10.1016/j.mayocpiqo.2022.09.004

Hendriksen W, Wojcik H, et al. "Crop Model Ensembles for Regional Yield Forecasting: a meta-analysis". Food Policy 42(2017): 487-494. DOI: 10.1177/08404704241291226

Ionescu F, Foscarini I, et al. "Crop Model Ensembles for Regional Yield Forecasting: a comparative trial". World Dev 44(2020): 498-506. DOI: 10.1093/medlaw/fwad013

Jankowiak G, Grabowski J, et al. "Crop Model Ensembles for Regional Yield Forecasting: a farmer-survey study". PLoS One 46(2023): 509-518. DOI: 10.2196/89834

Kowalczyk N, Novotna K, et al. "Crop Model Ensembles for Regional Yield Forecasting: a field trial". Sci Rep 8(2014): 520-530. DOI: 10.1007/s10916-024-02104-9

Lindqvist U, Urbanek L, et al. "Crop Model Ensembles for Regional Yield Forecasting: a systematic review". Nat Food 10(2017): 531-542. DOI: 10.3389/fdgth.2026.1896184

Marchetti D, Doncheva M, et al. "Crop Model Ensembles for Regional Yield Forecasting: a on-farm evaluation". Agron J 12(2020): 542-554. DOI: 10.3390/diagnostics15162117

Novotna E, Eriksdottir N, et al. "Crop Model Ensembles for Regional Yield Forecasting: a benchmark comparison". Crop Sci 14(2023): 553-566. DOI: 10.4103/jrpp.jrpp_20_65

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Petrescu S, Szabo P, et al. "Crop Model Ensembles for Regional Yield Forecasting: a pilot deployment". Land Use Policy 18(2017): 575-581. DOI: 10.2196/48297

Quintero B, Balogh Q, et al. "Crop Model Ensembles for Regional Yield Forecasting: a case study". Sustainability 20(2020): 586-593. DOI: 10.1007/s00330-025-12031-z

Ristic C, Castellani R, et al. "Crop Model Ensembles for Regional Yield Forecasting: a meta-analysis". Comput Electron Agric 22(2023): 597-605. DOI: 10.3389/fdgth.2026.1699005

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Wojcik H, Hendriksen W, et al. "Crop Model Ensembles for Regional Yield Forecasting: a on-farm evaluation". Eur J Agron 32(2014): 652-665. DOI: 10.2196/48633

Zielinski O, Ostrowski Z, et al. "Crop Model Ensembles for Regional Yield Forecasting: a benchmark comparison". Remote Sens Environ 34(2017): 663-677. DOI: 10.1371/journal.pone.0305949

Andric V, Vasquez A, et al. "Crop Model Ensembles for Regional Yield Forecasting: a multi-season study". Biosyst Eng 36(2020): 674-680. DOI: 10.1371/journal.pdig.0000514

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Published

2026-01-01