Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: A Technical Note on Transfer

Authors

  • Cyprien Villemain Department of Soil Science, Gascony Centre for Digital Agriculture, Auch, France Author
  • Gerbrand Dijkgraaf Department of Agricultural Instrumentation, Westerkwartier Centre for Digital Agriculture, Leek, Netherlands Author
  • Gustav Bartonicek Department of Agricultural Statistics, Podyji Institute of Agro-Informatics, Znojmo, Czech Republic Author

DOI:

https://doi.org/10.5281/zenodo.22664459

Keywords:

Calibrating Handheld Spectrometers Against Laboratory Soil Analysis; Agro-informatics; Precision agriculture; Evidence synthesis; On-farm technology

Abstract

There is real interest in calibrating handheld spectrometers against laboratory soil analysis right now, and real uncertainty about
exactly where it delivers the most value. We pull together the current evidence for calibrating handheld spectrometers against
laboratory soil analysis, 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. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a field trial". Comput Electron Agric 8(2014): 80-86. DOI: 10.4103/jrpp.jrpp_20_65

Brankovic K, Kowalczyk B, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a systematic review". Precis Agric 10(2017): 91-98. DOI: 10.3389/fdgth.2026.1763884

Castellani R, Ristic C, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a on-farm evaluation". Agric Syst 12(2020): 102-110. DOI: 10.2196/48297

Dumitrescu A, Andric D, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a benchmark comparison". Field Crops Res 14(2023): 113-122. DOI: 10.1007/s00330-025-12031-z

Eriksdottir B, Brankovic E, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a multi-season study". Eur J Agron 16(2014): 124-134. DOI: 10.3389/fdgth.2026.1699005

Farkas I, Ionescu F, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a pilot deployment". Remote Sens Environ 18(2017): 135-146. DOI: 10.3389/fdgth.2026.1834800

Grabowski P, Petrescu G, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a case study". Biosyst Eng 20(2020): 146-158. DOI: 10.2196/69678

Hendriksen W, Wojcik H, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a meta-analysis". Agric For Meteorol 22(2023): 157-170. DOI: 10.7759/cureus.46454

Ionescu F, Foscarini I, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a comparative trial". Front Plant Sci 24(2014): 168-182. DOI: 10.1016/j.ssci.2025.107028

Jankowiak G, Grabowski J, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a farmer-survey study". Sensors 26(2017): 179-185. DOI: 10.2196/48633

Kowalczyk N, Novotna K, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a field trial". Smart Agric Technol 28(2020): 190-197. DOI: 10.1371/journal.pone.0305949

Lindqvist U, Urbanek L, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a systematic review". J Agric Sci 30(2023): 201-209. DOI: 10.1371/journal.pdig.0000514

Marchetti D, Doncheva M, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a on-farm evaluation". Agric Water Manag 32(2014): 212-221. DOI: 10.17219/acem/208596

Novotna E, Eriksdottir N, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a benchmark comparison". Food Policy 34(2017): 223-233. DOI: 10.7759/cureus.104086

Ostrowski L, Lindqvist O, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a multi-season study". World Dev 36(2020): 234-245. DOI: 10.1038/s41746-023-00852-5

Petrescu S, Szabo P, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a pilot deployment". PLoS One 38(2023): 245-257. DOI: 10.1016/j.mayocpiqo.2022.09.004

Quintero B, Balogh Q, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a case study". Sci Rep 40(2014): 256-269. DOI: 10.1177/08404704241291226

Ristic C, Castellani R, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a meta-analysis". Nat Food 42(2017): 267-281. DOI: 10.1093/medlaw/fwad013

Szabo J, Jankowiak S, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a comparative trial". Agron J 44(2020): 278-284. DOI: 10.2196/89834

Tarasov Q, Quintero T, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a farmer-survey study". Crop Sci 46(2023): 289-296. DOI: 10.1007/s10916-024-02104-9

Urbanek Z, Zielinski U, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a field trial". Soil Tillage Res 8(2014): 300-308. DOI: 10.3389/fdgth.2026.1896184

Vasquez A, Alvez V, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a systematic review". Land Use Policy 10(2017): 311-320. DOI: 10.3390/diagnostics15162117

Wojcik H, Hendriksen W, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a on-farm evaluation". Sustainability 12(2020): 322-332. DOI: 10.4103/jrpp.jrpp_20_65

Zielinski O, Ostrowski Z, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a benchmark comparison". Comput Electron Agric 14(2023): 333-344. DOI: 10.3389/fdgth.2026.1763884

Andric V, Vasquez A, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a multi-season study". Comput Electron Agric 16(2014): 344-356. DOI: 10.2196/48297

Balogh E, Emmerich B, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a pilot deployment". Precis Agric 18(2017): 355-368. DOI: 10.1007/s00330-025-12031-z

Chiriac F, Farkas C, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a case study". Agric Syst 20(2020): 366-380. DOI: 10.3389/fdgth.2026.1699005

Doncheva M, Marchetti D, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a meta-analysis". Field Crops Res 22(2023): 377-383. DOI: 10.3389/fdgth.2026.1834800

Emmerich T, Tarasov E, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a comparative trial". Eur J Agron 24(2014): 388-395. DOI: 10.2196/69678

Foscarini C, Chiriac F, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a farmer-survey study". Remote Sens Environ 26(2017): 399-407. DOI: 10.7759/cureus.46454

Alvez D, Dumitrescu A, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a field trial". Biosyst Eng 28(2020): 410-419. DOI: 10.1016/j.ssci.2025.107028

Brankovic K, Kowalczyk B, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a systematic review". Agric For Meteorol 30(2023): 421-431. DOI: 10.2196/48633

Castellani R, Ristic C, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a on-farm evaluation". Front Plant Sci 32(2014): 432-443. DOI: 10.1371/journal.pone.0305949

Dumitrescu A, Andric D, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a benchmark comparison". Sensors 34(2017): 443-455. DOI: 10.1371/journal.pdig.0000514

Eriksdottir B, Brankovic E, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a multi-season study". Smart Agric Technol 36(2020): 454-467. DOI: 10.17219/acem/208596

Farkas I, Ionescu F, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a pilot deployment". J Agric Sci 38(2023): 465-479. DOI: 10.7759/cureus.104086

Grabowski P, Petrescu G, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a case study". Agric Water Manag 40(2014): 476-482. DOI: 10.1038/s41746-023-00852-5

Hendriksen W, Wojcik H, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a meta-analysis". Food Policy 42(2017): 487-494. DOI: 10.1016/j.mayocpiqo.2022.09.004

Ionescu F, Foscarini I, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a comparative trial". World Dev 44(2020): 498-506. DOI: 10.1177/08404704241291226

Jankowiak G, Grabowski J, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a farmer-survey study". PLoS One 46(2023): 509-518. DOI: 10.1093/medlaw/fwad013

Kowalczyk N, Novotna K, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a field trial". Sci Rep 8(2014): 520-530. DOI: 10.2196/89834

Lindqvist U, Urbanek L, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a systematic review". Nat Food 10(2017): 531-542. DOI: 10.1007/s10916-024-02104-9

Marchetti D, Doncheva M, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a on-farm evaluation". Agron J 12(2020): 542-554. DOI: 10.3389/fdgth.2026.1896184

Novotna E, Eriksdottir N, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a benchmark comparison". Crop Sci 14(2023): 553-566. DOI: 10.3390/diagnostics15162117

Ostrowski L, Lindqvist O, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a multi-season study". Soil Tillage Res 16(2014): 564-578. DOI: 10.4103/jrpp.jrpp_20_65

Petrescu S, Szabo P, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a pilot deployment". Land Use Policy 18(2017): 575-581. DOI: 10.3389/fdgth.2026.1763884

Quintero B, Balogh Q, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a case study". Sustainability 20(2020): 586-593. DOI: 10.2196/48297

Ristic C, Castellani R, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a meta-analysis". Comput Electron Agric 22(2023): 597-605. DOI: 10.1007/s00330-025-12031-z

Szabo J, Jankowiak S, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a comparative trial". Comput Electron Agric 24(2014): 608-617. DOI: 10.3389/fdgth.2026.1699005

Tarasov Q, Quintero T, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a farmer-survey study". Precis Agric 26(2017): 619-629. DOI: 10.3389/fdgth.2026.1834800

Urbanek Z, Zielinski U, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a field trial". Agric Syst 28(2020): 630-641. DOI: 10.2196/69678

Vasquez A, Alvez V, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a systematic review". Field Crops Res 30(2023): 641-653. DOI: 10.7759/cureus.46454

Wojcik H, Hendriksen W, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a on-farm evaluation". Eur J Agron 32(2014): 652-665. DOI: 10.1016/j.ssci.2025.107028

Zielinski O, Ostrowski Z, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a benchmark comparison". Remote Sens Environ 34(2017): 663-677. DOI: 10.2196/48633

Andric V, Vasquez A, et al. "Calibrating Handheld Spectrometers Against Laboratory Soil Analysis: a multi-season study". Biosyst Eng 36(2020): 674-680. DOI: 10.1371/journal.pone.0305949

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Published

2022-05-10