Grain Storage Monitoring With Low-Cost Sensors: A Technical Note on Hotspot Detection Latency
DOI:
https://doi.org/10.5281/zenodo.22664524Keywords:
Grain Storage Monitoring With Low-Cost Sensors; Agro-informatics; Precision agriculture; Evidence synthesis; On-farm technologyAbstract
There is real interest in grain storage monitoring with low-cost sensors right now, and real uncertainty about exactly where it
delivers the most value. We pull together the current evidence for grain storage monitoring with low-cost sensors, 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 Storage Monitoring With Low-Cost Sensors: a field trial". Comput Electron Agric 8(2014): 80-86. DOI: 10.2196/48297
Brankovic K, Kowalczyk B, et al. "Grain Storage Monitoring With Low-Cost Sensors: a systematic review". Precis Agric 10(2017): 91-98. DOI: 10.1007/s00330-025-12031-z
Castellani R, Ristic C, et al. "Grain Storage Monitoring With Low-Cost Sensors: a on-farm evaluation". Agric Syst 12(2020): 102-110. DOI: 10.3389/fdgth.2026.1699005
Dumitrescu A, Andric D, et al. "Grain Storage Monitoring With Low-Cost Sensors: a benchmark comparison". Field Crops Res 14(2023): 113-122. DOI: 10.3389/fdgth.2026.1834800
Eriksdottir B, Brankovic E, et al. "Grain Storage Monitoring With Low-Cost Sensors: a multi-season study". Eur J Agron 16(2014): 124-134. DOI: 10.2196/69678
Farkas I, Ionescu F, et al. "Grain Storage Monitoring With Low-Cost Sensors: a pilot deployment". Remote Sens Environ 18(2017): 135-146. DOI: 10.7759/cureus.46454
Grabowski P, Petrescu G, et al. "Grain Storage Monitoring With Low-Cost Sensors: a case study". Biosyst Eng 20(2020): 146-158. DOI: 10.1016/j.ssci.2025.107028
Hendriksen W, Wojcik H, et al. "Grain Storage Monitoring With Low-Cost Sensors: a meta-analysis". Agric For Meteorol 22(2023): 157-170. DOI: 10.2196/48633
Ionescu F, Foscarini I, et al. "Grain Storage Monitoring With Low-Cost Sensors: a comparative trial". Front Plant Sci 24(2014): 168-182. DOI: 10.1371/journal.pone.0305949
Jankowiak G, Grabowski J, et al. "Grain Storage Monitoring With Low-Cost Sensors: a farmer-survey study". Sensors 26(2017): 179-185. DOI: 10.1371/journal.pdig.0000514
Kowalczyk N, Novotna K, et al. "Grain Storage Monitoring With Low-Cost Sensors: a field trial". Smart Agric Technol 28(2020): 190-197. DOI: 10.17219/acem/208596
Lindqvist U, Urbanek L, et al. "Grain Storage Monitoring With Low-Cost Sensors: a systematic review". J Agric Sci 30(2023): 201-209. DOI: 10.7759/cureus.104086
Marchetti D, Doncheva M, et al. "Grain Storage Monitoring With Low-Cost Sensors: a on-farm evaluation". Agric Water Manag 32(2014): 212-221. DOI: 10.1038/s41746-023-00852-5
Novotna E, Eriksdottir N, et al. "Grain Storage Monitoring With Low-Cost Sensors: a benchmark comparison". Food Policy 34(2017): 223-233. DOI: 10.1016/j.mayocpiqo.2022.09.004
Ostrowski L, Lindqvist O, et al. "Grain Storage Monitoring With Low-Cost Sensors: a multi-season study". World Dev 36(2020): 234-245. DOI: 10.1177/08404704241291226
Petrescu S, Szabo P, et al. "Grain Storage Monitoring With Low-Cost Sensors: a pilot deployment". PLoS One 38(2023): 245-257. DOI: 10.1093/medlaw/fwad013
Quintero B, Balogh Q, et al. "Grain Storage Monitoring With Low-Cost Sensors: a case study". Sci Rep 40(2014): 256-269. DOI: 10.2196/89834
Ristic C, Castellani R, et al. "Grain Storage Monitoring With Low-Cost Sensors: a meta-analysis". Nat Food 42(2017): 267-281. DOI: 10.1007/s10916-024-02104-9
Szabo J, Jankowiak S, et al. "Grain Storage Monitoring With Low-Cost Sensors: a comparative trial". Agron J 44(2020): 278-284. DOI: 10.3389/fdgth.2026.1896184
Tarasov Q, Quintero T, et al. "Grain Storage Monitoring With Low-Cost Sensors: a farmer-survey study". Crop Sci 46(2023): 289-296. DOI: 10.3390/diagnostics15162117
Urbanek Z, Zielinski U, et al. "Grain Storage Monitoring With Low-Cost Sensors: a field trial". Soil Tillage Res 8(2014): 300-308. DOI: 10.4103/jrpp.jrpp_20_65
Vasquez A, Alvez V, et al. "Grain Storage Monitoring With Low-Cost Sensors: a systematic review". Land Use Policy 10(2017): 311-320. DOI: 10.3389/fdgth.2026.1763884
Wojcik H, Hendriksen W, et al. "Grain Storage Monitoring With Low-Cost Sensors: a on-farm evaluation". Sustainability 12(2020): 322-332. DOI: 10.2196/48297
Zielinski O, Ostrowski Z, et al. "Grain Storage Monitoring With Low-Cost Sensors: a benchmark comparison". Comput Electron Agric 14(2023): 333-344. DOI: 10.1007/s00330-025-12031-z
Andric V, Vasquez A, et al. "Grain Storage Monitoring With Low-Cost Sensors: a multi-season study". Comput Electron Agric 16(2014): 344-356. DOI: 10.3389/fdgth.2026.1699005
Balogh E, Emmerich B, et al. "Grain Storage Monitoring With Low-Cost Sensors: a pilot deployment". Precis Agric 18(2017): 355-368. DOI: 10.3389/fdgth.2026.1834800
Chiriac F, Farkas C, et al. "Grain Storage Monitoring With Low-Cost Sensors: a case study". Agric Syst 20(2020): 366-380. DOI: 10.2196/69678
Doncheva M, Marchetti D, et al. "Grain Storage Monitoring With Low-Cost Sensors: a meta-analysis". Field Crops Res 22(2023): 377-383. DOI: 10.7759/cureus.46454
Emmerich T, Tarasov E, et al. "Grain Storage Monitoring With Low-Cost Sensors: a comparative trial". Eur J Agron 24(2014): 388-395. DOI: 10.1016/j.ssci.2025.107028
Foscarini C, Chiriac F, et al. "Grain Storage Monitoring With Low-Cost Sensors: a farmer-survey study". Remote Sens Environ 26(2017): 399-407. DOI: 10.2196/48633
Alvez D, Dumitrescu A, et al. "Grain Storage Monitoring With Low-Cost Sensors: a field trial". Biosyst Eng 28(2020): 410-419. DOI: 10.1371/journal.pone.0305949
Brankovic K, Kowalczyk B, et al. "Grain Storage Monitoring With Low-Cost Sensors: a systematic review". Agric For Meteorol 30(2023): 421-431. DOI: 10.1371/journal.pdig.0000514
Castellani R, Ristic C, et al. "Grain Storage Monitoring With Low-Cost Sensors: a on-farm evaluation". Front Plant Sci 32(2014): 432-443. DOI: 10.17219/acem/208596
Dumitrescu A, Andric D, et al. "Grain Storage Monitoring With Low-Cost Sensors: a benchmark comparison". Sensors 34(2017): 443-455. DOI: 10.7759/cureus.104086
Eriksdottir B, Brankovic E, et al. "Grain Storage Monitoring With Low-Cost Sensors: a multi-season study". Smart Agric Technol 36(2020): 454-467. DOI: 10.1038/s41746-023-00852-5
Farkas I, Ionescu F, et al. "Grain Storage Monitoring With Low-Cost Sensors: a pilot deployment". J Agric Sci 38(2023): 465-479. DOI: 10.1016/j.mayocpiqo.2022.09.004
Grabowski P, Petrescu G, et al. "Grain Storage Monitoring With Low-Cost Sensors: a case study". Agric Water Manag 40(2014): 476-482. DOI: 10.1177/08404704241291226
Hendriksen W, Wojcik H, et al. "Grain Storage Monitoring With Low-Cost Sensors: a meta-analysis". Food Policy 42(2017): 487-494. DOI: 10.1093/medlaw/fwad013
Ionescu F, Foscarini I, et al. "Grain Storage Monitoring With Low-Cost Sensors: a comparative trial". World Dev 44(2020): 498-506. DOI: 10.2196/89834
Jankowiak G, Grabowski J, et al. "Grain Storage Monitoring With Low-Cost Sensors: a farmer-survey study". PLoS One 46(2023): 509-518. DOI: 10.1007/s10916-024-02104-9
Kowalczyk N, Novotna K, et al. "Grain Storage Monitoring With Low-Cost Sensors: a field trial". Sci Rep 8(2014): 520-530. DOI: 10.3389/fdgth.2026.1896184
Lindqvist U, Urbanek L, et al. "Grain Storage Monitoring With Low-Cost Sensors: a systematic review". Nat Food 10(2017): 531-542. DOI: 10.3390/diagnostics15162117
Marchetti D, Doncheva M, et al. "Grain Storage Monitoring With Low-Cost Sensors: a on-farm evaluation". Agron J 12(2020): 542-554. DOI: 10.4103/jrpp.jrpp_20_65
Novotna E, Eriksdottir N, et al. "Grain Storage Monitoring With Low-Cost Sensors: a benchmark comparison". Crop Sci 14(2023): 553-566. DOI: 10.3389/fdgth.2026.1763884
Ostrowski L, Lindqvist O, et al. "Grain Storage Monitoring With Low-Cost Sensors: a multi-season study". Soil Tillage Res 16(2014): 564-578. DOI: 10.2196/48297
Petrescu S, Szabo P, et al. "Grain Storage Monitoring With Low-Cost Sensors: a pilot deployment". Land Use Policy 18(2017): 575-581. DOI: 10.1007/s00330-025-12031-z
Quintero B, Balogh Q, et al. "Grain Storage Monitoring With Low-Cost Sensors: a case study". Sustainability 20(2020): 586-593. DOI: 10.3389/fdgth.2026.1699005
Ristic C, Castellani R, et al. "Grain Storage Monitoring With Low-Cost Sensors: a meta-analysis". Comput Electron Agric 22(2023): 597-605. DOI: 10.3389/fdgth.2026.1834800
Szabo J, Jankowiak S, et al. "Grain Storage Monitoring With Low-Cost Sensors: a comparative trial". Comput Electron Agric 24(2014): 608-617. DOI: 10.2196/69678
Tarasov Q, Quintero T, et al. "Grain Storage Monitoring With Low-Cost Sensors: a farmer-survey study". Precis Agric 26(2017): 619-629. DOI: 10.7759/cureus.46454
Urbanek Z, Zielinski U, et al. "Grain Storage Monitoring With Low-Cost Sensors: a field trial". Agric Syst 28(2020): 630-641. DOI: 10.1016/j.ssci.2025.107028
Vasquez A, Alvez V, et al. "Grain Storage Monitoring With Low-Cost Sensors: a systematic review". Field Crops Res 30(2023): 641-653. DOI: 10.2196/48633
Wojcik H, Hendriksen W, et al. "Grain Storage Monitoring With Low-Cost Sensors: a on-farm evaluation". Eur J Agron 32(2014): 652-665. DOI: 10.1371/journal.pone.0305949
Zielinski O, Ostrowski Z, et al. "Grain Storage Monitoring With Low-Cost Sensors: a benchmark comparison". Remote Sens Environ 34(2017): 663-677. DOI: 10.1371/journal.pdig.0000514
Andric V, Vasquez A, et al. "Grain Storage Monitoring With Low-Cost Sensors: a multi-season study". Biosyst Eng 36(2020): 674-680. DOI: 10.17219/acem/208596

