Grain Drying Control With Model Predictive Methods: Pilot Study of Energy Saving and Quality
DOI:
https://doi.org/10.5281/zenodo.22665640Keywords:
Grain Drying Control With Model Predictive Methods; Agro-informatics; Precision agriculture; Evidence synthesis; On-farm technologyAbstract
Grain Drying Control With Model Predictive Methods 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 grain drying control
with model predictive methods, 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
References
Alvez D, Dumitrescu A, et al. "Grain Drying Control With Model Predictive Methods: a field trial". Comput Electron Agric 8(2014): 80-86. DOI: 10.3389/fdgth.2026.1834800
Brankovic K, Kowalczyk B, et al. "Grain Drying Control With Model Predictive Methods: a systematic review". Precis Agric 10(2017): 91-98. DOI: 10.2196/69678
Castellani R, Ristic C, et al. "Grain Drying Control With Model Predictive Methods: a on-farm evaluation". Agric Syst 12(2020): 102-110. DOI: 10.7759/cureus.46454
Dumitrescu A, Andric D, et al. "Grain Drying Control With Model Predictive Methods: a benchmark comparison". Field Crops Res 14(2023): 113-122. DOI: 10.1016/j.ssci.2025.107028
Eriksdottir B, Brankovic E, et al. "Grain Drying Control With Model Predictive Methods: a multi-season study". Eur J Agron 16(2014): 124-134. DOI: 10.2196/48633
Farkas I, Ionescu F, et al. "Grain Drying Control With Model Predictive Methods: a pilot deployment". Remote Sens Environ 18(2017): 135-146. DOI: 10.1371/journal.pone.0305949
Grabowski P, Petrescu G, et al. "Grain Drying Control With Model Predictive Methods: a case study". Biosyst Eng 20(2020): 146-158. DOI: 10.1371/journal.pdig.0000514
Hendriksen W, Wojcik H, et al. "Grain Drying Control With Model Predictive Methods: a meta-analysis". Agric For Meteorol 22(2023): 157-170. DOI: 10.17219/acem/208596
Ionescu F, Foscarini I, et al. "Grain Drying Control With Model Predictive Methods: a comparative trial". Front Plant Sci 24(2014): 168-182. DOI: 10.7759/cureus.104086
Jankowiak G, Grabowski J, et al. "Grain Drying Control With Model Predictive Methods: a farmer-survey study". Sensors 26(2017): 179-185. DOI: 10.1038/s41746-023-00852-5
Kowalczyk N, Novotna K, et al. "Grain Drying Control With Model Predictive Methods: a field trial". Smart Agric Technol 28(2020): 190-197. DOI: 10.1016/j.mayocpiqo.2022.09.004
Lindqvist U, Urbanek L, et al. "Grain Drying Control With Model Predictive Methods: a systematic review". J Agric Sci 30(2023): 201-209. DOI: 10.1177/08404704241291226
Marchetti D, Doncheva M, et al. "Grain Drying Control With Model Predictive Methods: a on-farm evaluation". Agric Water Manag 32(2014): 212-221. DOI: 10.1093/medlaw/fwad013
Novotna E, Eriksdottir N, et al. "Grain Drying Control With Model Predictive Methods: a benchmark comparison". Food Policy 34(2017): 223-233. DOI: 10.2196/89834
Ostrowski L, Lindqvist O, et al. "Grain Drying Control With Model Predictive Methods: a multi-season study". World Dev 36(2020): 234-245. DOI: 10.1007/s10916-024-02104-9
Petrescu S, Szabo P, et al. "Grain Drying Control With Model Predictive Methods: a pilot deployment". PLoS One 38(2023): 245-257. DOI: 10.3389/fdgth.2026.1896184
Quintero B, Balogh Q, et al. "Grain Drying Control With Model Predictive Methods: a case study". Sci Rep 40(2014): 256-269. DOI: 10.3390/diagnostics15162117
Ristic C, Castellani R, et al. "Grain Drying Control With Model Predictive Methods: a meta-analysis". Nat Food 42(2017): 267-281. DOI: 10.4103/jrpp.jrpp_20_65
Szabo J, Jankowiak S, et al. "Grain Drying Control With Model Predictive Methods: a comparative trial". Agron J 44(2020): 278-284. DOI: 10.3389/fdgth.2026.1763884
Tarasov Q, Quintero T, et al. "Grain Drying Control With Model Predictive Methods: a farmer-survey study". Crop Sci 46(2023): 289-296. DOI: 10.2196/48297
Urbanek Z, Zielinski U, et al. "Grain Drying Control With Model Predictive Methods: a field trial". Soil Tillage Res 8(2014): 300-308. DOI: 10.1007/s00330-025-12031-z
Vasquez A, Alvez V, et al. "Grain Drying Control With Model Predictive Methods: a systematic review". Land Use Policy 10(2017): 311-320. DOI: 10.3389/fdgth.2026.1699005
Wojcik H, Hendriksen W, et al. "Grain Drying Control With Model Predictive Methods: a on-farm evaluation". Sustainability 12(2020): 322-332. DOI: 10.3389/fdgth.2026.1834800
Zielinski O, Ostrowski Z, et al. "Grain Drying Control With Model Predictive Methods: a benchmark comparison". Comput Electron Agric 14(2023): 333-344. DOI: 10.2196/69678
Andric V, Vasquez A, et al. "Grain Drying Control With Model Predictive Methods: a multi-season study". Comput Electron Agric 16(2014): 344-356. DOI: 10.7759/cureus.46454
Balogh E, Emmerich B, et al. "Grain Drying Control With Model Predictive Methods: a pilot deployment". Precis Agric 18(2017): 355-368. DOI: 10.1016/j.ssci.2025.107028
Chiriac F, Farkas C, et al. "Grain Drying Control With Model Predictive Methods: a case study". Agric Syst 20(2020): 366-380. DOI: 10.2196/48633
Doncheva M, Marchetti D, et al. "Grain Drying Control With Model Predictive Methods: a meta-analysis". Field Crops Res 22(2023): 377-383. DOI: 10.1371/journal.pone.0305949
Emmerich T, Tarasov E, et al. "Grain Drying Control With Model Predictive Methods: a comparative trial". Eur J Agron 24(2014): 388-395. DOI: 10.1371/journal.pdig.0000514
Foscarini C, Chiriac F, et al. "Grain Drying Control With Model Predictive Methods: a farmer-survey study". Remote Sens Environ 26(2017): 399-407. DOI: 10.17219/acem/208596
Alvez D, Dumitrescu A, et al. "Grain Drying Control With Model Predictive Methods: a field trial". Biosyst Eng 28(2020): 410-419. DOI: 10.7759/cureus.104086
Brankovic K, Kowalczyk B, et al. "Grain Drying Control With Model Predictive Methods: a systematic review". Agric For Meteorol 30(2023): 421-431. DOI: 10.1038/s41746-023-00852-5
Castellani R, Ristic C, et al. "Grain Drying Control With Model Predictive Methods: a on-farm evaluation". Front Plant Sci 32(2014): 432-443. DOI: 10.1016/j.mayocpiqo.2022.09.004
Dumitrescu A, Andric D, et al. "Grain Drying Control With Model Predictive Methods: a benchmark comparison". Sensors 34(2017): 443-455. DOI: 10.1177/08404704241291226
Eriksdottir B, Brankovic E, et al. "Grain Drying Control With Model Predictive Methods: a multi-season study". Smart Agric Technol 36(2020): 454-467. DOI: 10.1093/medlaw/fwad013
Farkas I, Ionescu F, et al. "Grain Drying Control With Model Predictive Methods: a pilot deployment". J Agric Sci 38(2023): 465-479. DOI: 10.2196/89834
Grabowski P, Petrescu G, et al. "Grain Drying Control With Model Predictive Methods: a case study". Agric Water Manag 40(2014): 476-482. DOI: 10.1007/s10916-024-02104-9
Hendriksen W, Wojcik H, et al. "Grain Drying Control With Model Predictive Methods: a meta-analysis". Food Policy 42(2017): 487-494. DOI: 10.3389/fdgth.2026.1896184
Ionescu F, Foscarini I, et al. "Grain Drying Control With Model Predictive Methods: a comparative trial". World Dev 44(2020): 498-506. DOI: 10.3390/diagnostics15162117
Jankowiak G, Grabowski J, et al. "Grain Drying Control With Model Predictive Methods: a farmer-survey study". PLoS One 46(2023): 509-518. DOI: 10.4103/jrpp.jrpp_20_65
Kowalczyk N, Novotna K, et al. "Grain Drying Control With Model Predictive Methods: a field trial". Sci Rep 8(2014): 520-530. DOI: 10.3389/fdgth.2026.1763884
Lindqvist U, Urbanek L, et al. "Grain Drying Control With Model Predictive Methods: a systematic review". Nat Food 10(2017): 531-542. DOI: 10.2196/48297
Marchetti D, Doncheva M, et al. "Grain Drying Control With Model Predictive Methods: a on-farm evaluation". Agron J 12(2020): 542-554. DOI: 10.1007/s00330-025-12031-z
Novotna E, Eriksdottir N, et al. "Grain Drying Control With Model Predictive Methods: a benchmark comparison". Crop Sci 14(2023): 553-566. DOI: 10.3389/fdgth.2026.1699005
Ostrowski L, Lindqvist O, et al. "Grain Drying Control With Model Predictive Methods: a multi-season study". Soil Tillage Res 16(2014): 564-578. DOI: 10.3389/fdgth.2026.1834800
Petrescu S, Szabo P, et al. "Grain Drying Control With Model Predictive Methods: a pilot deployment". Land Use Policy 18(2017): 575-581. DOI: 10.2196/69678
Quintero B, Balogh Q, et al. "Grain Drying Control With Model Predictive Methods: a case study". Sustainability 20(2020): 586-593. DOI: 10.7759/cureus.46454
Ristic C, Castellani R, et al. "Grain Drying Control With Model Predictive Methods: a meta-analysis". Comput Electron Agric 22(2023): 597-605. DOI: 10.1016/j.ssci.2025.107028
Szabo J, Jankowiak S, et al. "Grain Drying Control With Model Predictive Methods: a comparative trial". Comput Electron Agric 24(2014): 608-617. DOI: 10.2196/48633
Tarasov Q, Quintero T, et al. "Grain Drying Control With Model Predictive Methods: a farmer-survey study". Precis Agric 26(2017): 619-629. DOI: 10.1371/journal.pone.0305949
Urbanek Z, Zielinski U, et al. "Grain Drying Control With Model Predictive Methods: a field trial". Agric Syst 28(2020): 630-641. DOI: 10.1371/journal.pdig.0000514
Vasquez A, Alvez V, et al. "Grain Drying Control With Model Predictive Methods: a systematic review". Field Crops Res 30(2023): 641-653. DOI: 10.17219/acem/208596
Wojcik H, Hendriksen W, et al. "Grain Drying Control With Model Predictive Methods: a on-farm evaluation". Eur J Agron 32(2014): 652-665. DOI: 10.7759/cureus.104086
Zielinski O, Ostrowski Z, et al. "Grain Drying Control With Model Predictive Methods: a benchmark comparison". Remote Sens Environ 34(2017): 663-677. DOI: 10.1038/s41746-023-00852-5
Andric V, Vasquez A, et al. "Grain Drying Control With Model Predictive Methods: a multi-season study". Biosyst Eng 36(2020): 674-680. DOI: 10.1016/j.mayocpiqo.2022.09.004
