Precision Livestock Farming in Dairy Herds: Sensor-Derived Lameness Detection Against Locomotion Scoring

Authors

  • Egon Kappel Department of Dairy Science, Sydfyn Centre for Digital Agriculture, Faaborg, Denmark Author
  • Christoph Locher-Wys Centre for Animal Welfare, Klettgau Institute of Agro-Informatics, Neunkirch, Switzerland Author
  • Bojana Golob-Zag Department of Veterinary Epidemiology, Prekmurje Institute of Agro-Informatics, Murska Sobota, Slovenia Author

DOI:

https://doi.org/10.5281/zenodo.22664498

Keywords:

Precision Livestock Farming in Dairy Herds; Agro-informatics; Precision agriculture; Evidence synthesis; On-farm technology

Abstract

Precision Livestock Farming in Dairy Herds 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 precision livestock farming in
dairy herds, 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. "Precision Livestock Farming in Dairy Herds: a field trial". Comput Electron Agric 8(2014): 80-86. DOI: 10.3390/diagnostics15162117

Brankovic K, Kowalczyk B, et al. "Precision Livestock Farming in Dairy Herds: a systematic review". Precis Agric 10(2017): 91-98. DOI: 10.4103/jrpp.jrpp_20_65

Castellani R, Ristic C, et al. "Precision Livestock Farming in Dairy Herds: a on-farm evaluation". Agric Syst 12(2020): 102-110. DOI: 10.3389/fdgth.2026.1763884

Dumitrescu A, Andric D, et al. "Precision Livestock Farming in Dairy Herds: a benchmark comparison". Field Crops Res 14(2023): 113-122. DOI: 10.2196/48297

Eriksdottir B, Brankovic E, et al. "Precision Livestock Farming in Dairy Herds: a multi-season study". Eur J Agron 16(2014): 124-134. DOI: 10.1007/s00330-025-12031-z 7

Farkas I, Ionescu F, et al. "Precision Livestock Farming in Dairy Herds: a pilot deployment". Remote Sens Environ 18(2017): 135-146. DOI: 10.3389/fdgth.2026.1699005

Grabowski P, Petrescu G, et al. "Precision Livestock Farming in Dairy Herds: a case study". Biosyst Eng 20(2020): 146-158. DOI: 10.3389/fdgth.2026.1834800

Hendriksen W, Wojcik H, et al. "Precision Livestock Farming in Dairy Herds: a meta-analysis". Agric For Meteorol 22(2023): 157-170. DOI: 10.2196/69678

Ionescu F, Foscarini I, et al. "Precision Livestock Farming in Dairy Herds: a comparative trial". Front Plant Sci 24(2014): 168-182. DOI: 10.7759/cureus.46454

Jankowiak G, Grabowski J, et al. "Precision Livestock Farming in Dairy Herds: a farmer-survey study". Sensors 26(2017): 179-185. DOI: 10.1016/j.ssci.2025.107028

Kowalczyk N, Novotna K, et al. "Precision Livestock Farming in Dairy Herds: a field trial". Smart Agric Technol 28(2020): 190-197. DOI: 10.2196/48633

Lindqvist U, Urbanek L, et al. "Precision Livestock Farming in Dairy Herds: a systematic review". J Agric Sci 30(2023): 201-209. DOI: 10.1371/journal.pone.0305949

Marchetti D, Doncheva M, et al. "Precision Livestock Farming in Dairy Herds: a on-farm evaluation". Agric Water Manag 32(2014): 212-221. DOI: 10.1371/journal.pdig.0000514

Novotna E, Eriksdottir N, et al. "Precision Livestock Farming in Dairy Herds: a benchmark comparison". Food Policy 34(2017): 223-233. DOI: 10.17219/acem/208596

Ostrowski L, Lindqvist O, et al. "Precision Livestock Farming in Dairy Herds: a multi-season study". World Dev 36(2020): 234-245. DOI: 10.7759/cureus.104086

Petrescu S, Szabo P, et al. "Precision Livestock Farming in Dairy Herds: a pilot deployment". PLoS One 38(2023): 245-257. DOI: 10.1038/s41746-023-00852-5

Quintero B, Balogh Q, et al. "Precision Livestock Farming in Dairy Herds: a case study". Sci Rep 40(2014): 256-269. DOI: 10.1016/j.mayocpiqo.2022.09.004

Ristic C, Castellani R, et al. "Precision Livestock Farming in Dairy Herds: a meta-analysis". Nat Food 42(2017): 267-281. DOI: 10.1177/08404704241291226

Szabo J, Jankowiak S, et al. "Precision Livestock Farming in Dairy Herds: a comparative trial". Agron J 44(2020): 278-284. DOI: 10.1093/medlaw/fwad013

Tarasov Q, Quintero T, et al. "Precision Livestock Farming in Dairy Herds: a farmer-survey study". Crop Sci 46(2023): 289-296. DOI: 10.2196/89834

Urbanek Z, Zielinski U, et al. "Precision Livestock Farming in Dairy Herds: a field trial". Soil Tillage Res 8(2014): 300-308. DOI: 10.1007/s10916-024-02104-9

Vasquez A, Alvez V, et al. "Precision Livestock Farming in Dairy Herds: a systematic review". Land Use Policy 10(2017): 311-320. DOI: 10.3389/fdgth.2026.1896184

Wojcik H, Hendriksen W, et al. "Precision Livestock Farming in Dairy Herds: a on-farm evaluation". Sustainability 12(2020): 322-332. DOI: 10.3390/diagnostics15162117

Zielinski O, Ostrowski Z, et al. "Precision Livestock Farming in Dairy Herds: a benchmark comparison". Comput Electron Agric 14(2023): 333-344. DOI: 10.4103/jrpp.jrpp_20_65

Andric V, Vasquez A, et al. "Precision Livestock Farming in Dairy Herds: a multi-season study". Comput Electron Agric 16(2014): 344-356. DOI: 10.3389/fdgth.2026.1763884

Balogh E, Emmerich B, et al. "Precision Livestock Farming in Dairy Herds: a pilot deployment". Precis Agric 18(2017): 355-368. DOI: 10.2196/48297

Chiriac F, Farkas C, et al. "Precision Livestock Farming in Dairy Herds: a case study". Agric Syst 20(2020): 366-380. DOI: 10.1007/s00330-025-12031-z

Doncheva M, Marchetti D, et al. "Precision Livestock Farming in Dairy Herds: a meta-analysis". Field Crops Res 22(2023): 377-383. DOI: 10.3389/fdgth.2026.1699005

Emmerich T, Tarasov E, et al. "Precision Livestock Farming in Dairy Herds: a comparative trial". Eur J Agron 24(2014): 388-395. DOI: 10.3389/fdgth.2026.1834800

Foscarini C, Chiriac F, et al. "Precision Livestock Farming in Dairy Herds: a farmer-survey study". Remote Sens Environ 26(2017): 399-407. DOI: 10.2196/69678

Alvez D, Dumitrescu A, et al. "Precision Livestock Farming in Dairy Herds: a field trial". Biosyst Eng 28(2020): 410-419. DOI: 10.7759/cureus.46454

Brankovic K, Kowalczyk B, et al. "Precision Livestock Farming in Dairy Herds: a systematic review". Agric For Meteorol 30(2023): 421-431. DOI: 10.1016/j.ssci.2025.107028

Castellani R, Ristic C, et al. "Precision Livestock Farming in Dairy Herds: a on-farm evaluation". Front Plant Sci 32(2014): 432-443. DOI: 10.2196/48633

Dumitrescu A, Andric D, et al. "Precision Livestock Farming in Dairy Herds: a benchmark comparison". Sensors 34(2017): 443-455. DOI: 10.1371/journal.pone.0305949

Eriksdottir B, Brankovic E, et al. "Precision Livestock Farming in Dairy Herds: a multi-season study". Smart Agric Technol 36(2020): 454-467. DOI: 10.1371/journal.pdig.0000514

Farkas I, Ionescu F, et al. "Precision Livestock Farming in Dairy Herds: a pilot deployment". J Agric Sci 38(2023): 465-479. DOI: 10.17219/acem/208596

Grabowski P, Petrescu G, et al. "Precision Livestock Farming in Dairy Herds: a case study". Agric Water Manag 40(2014): 476-482. DOI: 10.7759/cureus.104086

Hendriksen W, Wojcik H, et al. "Precision Livestock Farming in Dairy Herds: a meta-analysis". Food Policy 42(2017): 487-494. DOI: 10.1038/s41746-023-00852-5

Ionescu F, Foscarini I, et al. "Precision Livestock Farming in Dairy Herds: a comparative trial". World Dev 44(2020): 498-506. DOI: 10.1016/j.mayocpiqo.2022.09.004

Jankowiak G, Grabowski J, et al. "Precision Livestock Farming in Dairy Herds: a farmer-survey study". PLoS One 46(2023): 509-518. DOI: 10.1177/08404704241291226

Kowalczyk N, Novotna K, et al. "Precision Livestock Farming in Dairy Herds: a field trial". Sci Rep 8(2014): 520-530. DOI: 10.1093/medlaw/fwad013

Lindqvist U, Urbanek L, et al. "Precision Livestock Farming in Dairy Herds: a systematic review". Nat Food 10(2017): 531-542. DOI: 10.2196/89834

Marchetti D, Doncheva M, et al. "Precision Livestock Farming in Dairy Herds: a on-farm evaluation". Agron J 12(2020): 542-554. DOI: 10.1007/s10916-024-02104-9

Novotna E, Eriksdottir N, et al. "Precision Livestock Farming in Dairy Herds: a benchmark comparison". Crop Sci 14(2023): 553-566. DOI: 10.3389/fdgth.2026.1896184

Ostrowski L, Lindqvist O, et al. "Precision Livestock Farming in Dairy Herds: a multi-season study". Soil Tillage Res 16(2014): 564-578. DOI: 10.3390/diagnostics15162117

Petrescu S, Szabo P, et al. "Precision Livestock Farming in Dairy Herds: a pilot deployment". Land Use Policy 18(2017): 575-581. DOI: 10.4103/jrpp.jrpp_20_65

Quintero B, Balogh Q, et al. "Precision Livestock Farming in Dairy Herds: a case study". Sustainability 20(2020): 586-593. DOI: 10.3389/fdgth.2026.1763884

Ristic C, Castellani R, et al. "Precision Livestock Farming in Dairy Herds: a meta-analysis". Comput Electron Agric 22(2023): 597-605. DOI: 10.2196/48297

Szabo J, Jankowiak S, et al. "Precision Livestock Farming in Dairy Herds: a comparative trial". Comput Electron Agric 24(2014): 608-617. DOI: 10.1007/s00330-025-12031-z

Tarasov Q, Quintero T, et al. "Precision Livestock Farming in Dairy Herds: a farmer-survey study". Precis Agric 26(2017): 619-629. DOI: 10.3389/fdgth.2026.1699005

Urbanek Z, Zielinski U, et al. "Precision Livestock Farming in Dairy Herds: a field trial". Agric Syst 28(2020): 630-641. DOI: 10.3389/fdgth.2026.1834800

Vasquez A, Alvez V, et al. "Precision Livestock Farming in Dairy Herds: a systematic review". Field Crops Res 30(2023): 641-653. DOI: 10.2196/69678

Wojcik H, Hendriksen W, et al. "Precision Livestock Farming in Dairy Herds: a on-farm evaluation". Eur J Agron 32(2014): 652-665. DOI: 10.7759/cureus.46454

Zielinski O, Ostrowski Z, et al. "Precision Livestock Farming in Dairy Herds: a benchmark comparison". Remote Sens Environ 34(2017): 663-677. DOI: 10.1016/j.ssci.2025.107028

Andric V, Vasquez A, et al. "Precision Livestock Farming in Dairy Herds: a multi-season study". Biosyst Eng 36(2020): 674-680. DOI: 10.2196/48633

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Published

2022-08-16