Hyperspectral Detection of Nitrogen Status in Maize: A Benchmark Across Three Sensor Platforms

Authors

  • Elísabet Bergsveinsdottir Centre for Earth Observation, Fljotsdalur Centre for Digital Agriculture, Egilsstadir, Iceland Author
  • Silvano Rovigatti Department of Plant Nutrition, Oltrepo Centre for Digital Agriculture, Voghera, Italy Author
  • Doris Brunschwiler Centre for Crop Phenotyping, Klettgau Institute of Agro-Informatics, Neunkirch, Switzerland Author

DOI:

https://doi.org/10.5281/zenodo.22664988

Keywords:

Hyperspectral Detection of Nitrogen Status in Maize; Agro-informatics; Precision agriculture; Evidence synthesis; On-farm technology

Abstract

There is real interest in hyperspectral detection of nitrogen status in maize right now, and real uncertainty about exactly where it
delivers the most value. We pull together the current evidence for hyperspectral detection of nitrogen status in maize, 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. "Hyperspectral Detection of Nitrogen Status in Maize: a field trial". Comput Electron Agric 8(2014): 80-86. DOI: 10.2196/89834

Brankovic K, Kowalczyk B, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a systematic review". Precis Agric 10(2017): 91-98. DOI: 10.1007/s10916-024-02104-9

Castellani R, Ristic C, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a on-farm evaluation". Agric Syst 12(2020): 102-110. DOI: 10.3389/fdgth.2026.1896184

Dumitrescu A, Andric D, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a benchmark comparison". Field Crops Res 14(2023): 113-122. DOI: 10.3390/diagnostics15162117

Eriksdottir B, Brankovic E, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a multi-season study". Eur J Agron 16(2014): 124-134. DOI: 10.4103/jrpp.jrpp_20_65

Farkas I, Ionescu F, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a pilot deployment". Remote Sens Environ 18(2017): 135-146. DOI: 10.3389/fdgth.2026.1763884

Grabowski P, Petrescu G, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a case study". Biosyst Eng 20(2020): 146-158. DOI: 10.2196/48297

Hendriksen W, Wojcik H, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a meta-analysis". Agric For Meteorol 22(2023): 157-170. DOI: 10.1007/s00330-025-12031-z

Ionescu F, Foscarini I, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a comparative trial". Front Plant Sci 24(2014): 168-182. DOI: 10.3389/fdgth.2026.1699005

Jankowiak G, Grabowski J, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a farmer-survey study". Sensors 26(2017): 179-185. DOI: 10.3389/fdgth.2026.1834800

Kowalczyk N, Novotna K, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a field trial". Smart Agric Technol 28(2020): 190-197. DOI: 10.2196/69678

Lindqvist U, Urbanek L, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a systematic review". J Agric Sci 30(2023): 201-209. DOI: 10.7759/cureus.46454

Marchetti D, Doncheva M, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a on-farm evaluation". Agric Water Manag 32(2014): 212-221. DOI: 10.1016/j.ssci.2025.107028

Novotna E, Eriksdottir N, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a benchmark comparison". Food Policy 34(2017): 223-233. DOI: 10.2196/48633

Ostrowski L, Lindqvist O, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a multi-season study". World Dev 36(2020): 234-245. DOI: 10.1371/journal.pone.0305949

Petrescu S, Szabo P, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a pilot deployment". PLoS One 38(2023): 245-257. DOI: 10.1371/journal.pdig.0000514

Quintero B, Balogh Q, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a case study". Sci Rep 40(2014): 256-269. DOI: 10.17219/acem/208596

Ristic C, Castellani R, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a meta-analysis". Nat Food 42(2017): 267-281. DOI: 10.7759/cureus.104086

Szabo J, Jankowiak S, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a comparative trial". Agron J 44(2020): 278-284. DOI: 10.1038/s41746-023-00852-5

Tarasov Q, Quintero T, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a farmer-survey study". Crop Sci 46(2023): 289-296. DOI: 10.1016/j.mayocpiqo.2022.09.004

Urbanek Z, Zielinski U, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a field trial". Soil Tillage Res 8(2014): 300-308. DOI: 10.1177/08404704241291226

Vasquez A, Alvez V, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a systematic review". Land Use Policy 10(2017): 311-320. DOI: 10.1093/medlaw/fwad013

Wojcik H, Hendriksen W, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a on-farm evaluation". Sustainability 12(2020): 322-332. DOI: 10.2196/89834

Zielinski O, Ostrowski Z, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a benchmark comparison". Comput Electron Agric 14(2023): 333-344. DOI: 10.1007/s10916-024-02104-9

Andric V, Vasquez A, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a multi-season study". Comput Electron Agric 16(2014): 344-356. DOI: 10.3389/fdgth.2026.1896184

Balogh E, Emmerich B, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a pilot deployment". Precis Agric 18(2017): 355-368. DOI: 10.3390/diagnostics15162117

Chiriac F, Farkas C, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a case study". Agric Syst 20(2020): 366-380. DOI: 10.4103/jrpp.jrpp_20_65

Doncheva M, Marchetti D, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a meta-analysis". Field Crops Res 22(2023): 377-383. DOI: 10.3389/fdgth.2026.1763884

Emmerich T, Tarasov E, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a comparative trial". Eur J Agron 24(2014): 388-395. DOI: 10.2196/48297

Foscarini C, Chiriac F, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a farmer-survey study". Remote Sens Environ 26(2017): 399-407. DOI: 10.1007/s00330-025-12031-z

Alvez D, Dumitrescu A, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a field trial". Biosyst Eng 28(2020): 410-419. DOI: 10.3389/fdgth.2026.1699005

Brankovic K, Kowalczyk B, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a systematic review". Agric For Meteorol 30(2023): 421-431. DOI: 10.3389/fdgth.2026.1834800

Castellani R, Ristic C, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a on-farm evaluation". Front Plant Sci 32(2014): 432-443. DOI: 10.2196/69678

Dumitrescu A, Andric D, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a benchmark comparison". Sensors 34(2017): 443-455. DOI: 10.7759/cureus.46454

Eriksdottir B, Brankovic E, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a multi-season study". Smart Agric Technol 36(2020): 454-467. DOI: 10.1016/j.ssci.2025.107028

Farkas I, Ionescu F, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a pilot deployment". J Agric Sci 38(2023): 465-479. DOI: 10.2196/48633

Grabowski P, Petrescu G, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a case study". Agric Water Manag 40(2014): 476-482. DOI: 10.1371/journal.pone.0305949

Hendriksen W, Wojcik H, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a meta-analysis". Food Policy 42(2017): 487-494. DOI: 10.1371/journal.pdig.0000514

Ionescu F, Foscarini I, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a comparative trial". World Dev 44(2020): 498-506. DOI: 10.17219/acem/208596

Jankowiak G, Grabowski J, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a farmer-survey study". PLoS One 46(2023): 509-518. DOI: 10.7759/cureus.104086

Kowalczyk N, Novotna K, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a field trial". Sci Rep 8(2014): 520-530. DOI: 10.1038/s41746-023-00852-5

Lindqvist U, Urbanek L, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a systematic review". Nat Food 10(2017): 531-542. DOI: 10.1016/j.mayocpiqo.2022.09.004

Marchetti D, Doncheva M, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a on-farm evaluation". Agron J 12(2020): 542-554. DOI: 10.1177/08404704241291226

Novotna E, Eriksdottir N, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a benchmark comparison". Crop Sci 14(2023): 553-566. DOI: 10.1093/medlaw/fwad013

Ostrowski L, Lindqvist O, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a multi-season study". Soil Tillage Res 16(2014): 564-578. DOI: 10.2196/89834

Petrescu S, Szabo P, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a pilot deployment". Land Use Policy 18(2017): 575-581. DOI: 10.1007/s10916-024-02104-9

Quintero B, Balogh Q, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a case study". Sustainability 20(2020): 586-593. DOI: 10.3389/fdgth.2026.1896184

Ristic C, Castellani R, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a meta-analysis". Comput Electron Agric 22(2023): 597-605. DOI: 10.3390/diagnostics15162117

Szabo J, Jankowiak S, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a comparative trial". Comput Electron Agric 24(2014): 608-617. DOI: 10.4103/jrpp.jrpp_20_65

Tarasov Q, Quintero T, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a farmer-survey study". Precis Agric 26(2017): 619-629. DOI: 10.3389/fdgth.2026.1763884

Urbanek Z, Zielinski U, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a field trial". Agric Syst 28(2020): 630-641. DOI: 10.2196/48297

Vasquez A, Alvez V, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a systematic review". Field Crops Res 30(2023): 641-653. DOI: 10.1007/s00330-025-12031-z

Wojcik H, Hendriksen W, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a on-farm evaluation". Eur J Agron 32(2014): 652-665. DOI: 10.3389/fdgth.2026.1699005

Zielinski O, Ostrowski Z, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a benchmark comparison". Remote Sens Environ 34(2017): 663-677. DOI: 10.3389/fdgth.2026.1834800

Andric V, Vasquez A, et al. "Hyperspectral Detection of Nitrogen Status in Maize: a multi-season study". Biosyst Eng 36(2020): 674-680. DOI: 10.2196/69678

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Published

2025-03-13