Autonomous Tractor Trials on Mixed Terrain: A Case Study of Safety Interlocks and Operator Intervention
DOI:
https://doi.org/10.5281/zenodo.22664648Keywords:
Autonomous Tractor Trials on Mixed Terrain; Agro-informatics; Precision agriculture; Evidence synthesis; On-farm technologyAbstract
Autonomous Tractor Trials on Mixed Terrain 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 autonomous tractor trials on
mixed terrain, 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. "Autonomous Tractor Trials on Mixed Terrain: a field trial". Comput Electron Agric 8(2014): 80-86. DOI: 10.1371/journal.pone.0305949
Brankovic K, Kowalczyk B, et al. "Autonomous Tractor Trials on Mixed Terrain: a systematic review". Precis Agric 10(2017): 91-98. DOI: 10.1371/journal.pdig.0000514
Castellani R, Ristic C, et al. "Autonomous Tractor Trials on Mixed Terrain: a on-farm evaluation". Agric Syst 12(2020): 102-110. DOI: 10.17219/acem/208596
Dumitrescu A, Andric D, et al. "Autonomous Tractor Trials on Mixed Terrain: a benchmark comparison". Field Crops Res 14(2023): 113-122. DOI: 10.7759/cureus.104086
Eriksdottir B, Brankovic E, et al. "Autonomous Tractor Trials on Mixed Terrain: a multi-season study". Eur J Agron 16(2014): 124-134. DOI: 10.1038/s41746-023-00852-5
Farkas I, Ionescu F, et al. "Autonomous Tractor Trials on Mixed Terrain: a pilot deployment". Remote Sens Environ 18(2017): 135-146. DOI: 10.1016/j.mayocpiqo.2022.09.004
Grabowski P, Petrescu G, et al. "Autonomous Tractor Trials on Mixed Terrain: a case study". Biosyst Eng 20(2020): 146-158. DOI: 10.1177/08404704241291226
Hendriksen W, Wojcik H, et al. "Autonomous Tractor Trials on Mixed Terrain: a meta-analysis". Agric For Meteorol 22(2023): 157-170. DOI: 10.1093/medlaw/fwad013
Ionescu F, Foscarini I, et al. "Autonomous Tractor Trials on Mixed Terrain: a comparative trial". Front Plant Sci 24(2014): 168-182. DOI: 10.2196/89834
Jankowiak G, Grabowski J, et al. "Autonomous Tractor Trials on Mixed Terrain: a farmer-survey study". Sensors 26(2017): 179-185. DOI: 10.1007/s10916-024-02104-9
Kowalczyk N, Novotna K, et al. "Autonomous Tractor Trials on Mixed Terrain: a field trial". Smart Agric Technol 28(2020): 190-197. DOI: 10.3389/fdgth.2026.1896184
Lindqvist U, Urbanek L, et al. "Autonomous Tractor Trials on Mixed Terrain: a systematic review". J Agric Sci 30(2023): 201-209. DOI: 10.3390/diagnostics15162117
Marchetti D, Doncheva M, et al. "Autonomous Tractor Trials on Mixed Terrain: a on-farm evaluation". Agric Water Manag 32(2014): 212-221. DOI: 10.4103/jrpp.jrpp_20_65
Novotna E, Eriksdottir N, et al. "Autonomous Tractor Trials on Mixed Terrain: a benchmark comparison". Food Policy 34(2017): 223-233. DOI: 10.3389/fdgth.2026.1763884
Ostrowski L, Lindqvist O, et al. "Autonomous Tractor Trials on Mixed Terrain: a multi-season study". World Dev 36(2020): 234-245. DOI: 10.2196/48297
Petrescu S, Szabo P, et al. "Autonomous Tractor Trials on Mixed Terrain: a pilot deployment". PLoS One 38(2023): 245-257. DOI: 10.1007/s00330-025-12031-z
Quintero B, Balogh Q, et al. "Autonomous Tractor Trials on Mixed Terrain: a case study". Sci Rep 40(2014): 256-269. DOI: 10.3389/fdgth.2026.1699005
Ristic C, Castellani R, et al. "Autonomous Tractor Trials on Mixed Terrain: a meta-analysis". Nat Food 42(2017): 267-281. DOI: 10.3389/fdgth.2026.1834800
Szabo J, Jankowiak S, et al. "Autonomous Tractor Trials on Mixed Terrain: a comparative trial". Agron J 44(2020): 278-284. DOI: 10.2196/69678
Tarasov Q, Quintero T, et al. "Autonomous Tractor Trials on Mixed Terrain: a farmer-survey study". Crop Sci 46(2023): 289-296. DOI: 10.7759/cureus.46454
Urbanek Z, Zielinski U, et al. "Autonomous Tractor Trials on Mixed Terrain: a field trial". Soil Tillage Res 8(2014): 300-308. DOI: 10.1016/j.ssci.2025.107028
Vasquez A, Alvez V, et al. "Autonomous Tractor Trials on Mixed Terrain: a systematic review". Land Use Policy 10(2017): 311-320. DOI: 10.2196/48633
Wojcik H, Hendriksen W, et al. "Autonomous Tractor Trials on Mixed Terrain: a on-farm evaluation". Sustainability 12(2020): 322-332. DOI: 10.1371/journal.pone.0305949
Zielinski O, Ostrowski Z, et al. "Autonomous Tractor Trials on Mixed Terrain: a benchmark comparison". Comput Electron Agric 14(2023): 333-344. DOI: 10.1371/journal.pdig.0000514
Andric V, Vasquez A, et al. "Autonomous Tractor Trials on Mixed Terrain: a multi-season study". Comput Electron Agric 16(2014): 344-356. DOI: 10.17219/acem/208596
Balogh E, Emmerich B, et al. "Autonomous Tractor Trials on Mixed Terrain: a pilot deployment". Precis Agric 18(2017): 355-368. DOI: 10.7759/cureus.104086
Chiriac F, Farkas C, et al. "Autonomous Tractor Trials on Mixed Terrain: a case study". Agric Syst 20(2020): 366-380. DOI: 10.1038/s41746-023-00852-5
Doncheva M, Marchetti D, et al. "Autonomous Tractor Trials on Mixed Terrain: a meta-analysis". Field Crops Res 22(2023): 377-383. DOI: 10.1016/j.mayocpiqo.2022.09.004
Emmerich T, Tarasov E, et al. "Autonomous Tractor Trials on Mixed Terrain: a comparative trial". Eur J Agron 24(2014): 388-395. DOI: 10.1177/08404704241291226
Foscarini C, Chiriac F, et al. "Autonomous Tractor Trials on Mixed Terrain: a farmer-survey study". Remote Sens Environ 26(2017): 399-407. DOI: 10.1093/medlaw/fwad013
Alvez D, Dumitrescu A, et al. "Autonomous Tractor Trials on Mixed Terrain: a field trial". Biosyst Eng 28(2020): 410-419. DOI: 10.2196/89834
Brankovic K, Kowalczyk B, et al. "Autonomous Tractor Trials on Mixed Terrain: a systematic review". Agric For Meteorol 30(2023): 421-431. DOI: 10.1007/s10916-024-02104-9
Castellani R, Ristic C, et al. "Autonomous Tractor Trials on Mixed Terrain: a on-farm evaluation". Front Plant Sci 32(2014): 432-443. DOI: 10.3389/fdgth.2026.1896184
Dumitrescu A, Andric D, et al. "Autonomous Tractor Trials on Mixed Terrain: a benchmark comparison". Sensors 34(2017): 443-455. DOI: 10.3390/diagnostics15162117
Eriksdottir B, Brankovic E, et al. "Autonomous Tractor Trials on Mixed Terrain: a multi-season study". Smart Agric Technol 36(2020): 454-467. DOI: 10.4103/jrpp.jrpp_20_65
Farkas I, Ionescu F, et al. "Autonomous Tractor Trials on Mixed Terrain: a pilot deployment". J Agric Sci 38(2023): 465-479. DOI: 10.3389/fdgth.2026.1763884
Grabowski P, Petrescu G, et al. "Autonomous Tractor Trials on Mixed Terrain: a case study". Agric Water Manag 40(2014): 476-482. DOI: 10.2196/48297
Hendriksen W, Wojcik H, et al. "Autonomous Tractor Trials on Mixed Terrain: a meta-analysis". Food Policy 42(2017): 487-494. DOI: 10.1007/s00330-025-12031-z
Ionescu F, Foscarini I, et al. "Autonomous Tractor Trials on Mixed Terrain: a comparative trial". World Dev 44(2020): 498-506. DOI: 10.3389/fdgth.2026.1699005
Jankowiak G, Grabowski J, et al. "Autonomous Tractor Trials on Mixed Terrain: a farmer-survey study". PLoS One 46(2023): 509-518. DOI: 10.3389/fdgth.2026.1834800
Kowalczyk N, Novotna K, et al. "Autonomous Tractor Trials on Mixed Terrain: a field trial". Sci Rep 8(2014): 520-530. DOI: 10.2196/69678
Lindqvist U, Urbanek L, et al. "Autonomous Tractor Trials on Mixed Terrain: a systematic review". Nat Food 10(2017): 531-542. DOI: 10.7759/cureus.46454
Marchetti D, Doncheva M, et al. "Autonomous Tractor Trials on Mixed Terrain: a on-farm evaluation". Agron J 12(2020): 542-554. DOI: 10.1016/j.ssci.2025.107028
Novotna E, Eriksdottir N, et al. "Autonomous Tractor Trials on Mixed Terrain: a benchmark comparison". Crop Sci 14(2023): 553-566. DOI: 10.2196/48633
Ostrowski L, Lindqvist O, et al. "Autonomous Tractor Trials on Mixed Terrain: a multi-season study". Soil Tillage Res 16(2014): 564-578. DOI: 10.1371/journal.pone.0305949
Petrescu S, Szabo P, et al. "Autonomous Tractor Trials on Mixed Terrain: a pilot deployment". Land Use Policy 18(2017): 575-581. DOI: 10.1371/journal.pdig.0000514
Quintero B, Balogh Q, et al. "Autonomous Tractor Trials on Mixed Terrain: a case study". Sustainability 20(2020): 586-593. DOI: 10.17219/acem/208596
Ristic C, Castellani R, et al. "Autonomous Tractor Trials on Mixed Terrain: a meta-analysis". Comput Electron Agric 22(2023): 597-605. DOI: 10.7759/cureus.104086
Szabo J, Jankowiak S, et al. "Autonomous Tractor Trials on Mixed Terrain: a comparative trial". Comput Electron Agric 24(2014): 608-617. DOI: 10.1038/s41746-023-00852-5
Tarasov Q, Quintero T, et al. "Autonomous Tractor Trials on Mixed Terrain: a farmer-survey study". Precis Agric 26(2017): 619-629. DOI: 10.1016/j.mayocpiqo.2022.09.004
Urbanek Z, Zielinski U, et al. "Autonomous Tractor Trials on Mixed Terrain: a field trial". Agric Syst 28(2020): 630-641. DOI: 10.1177/08404704241291226
Vasquez A, Alvez V, et al. "Autonomous Tractor Trials on Mixed Terrain: a systematic review". Field Crops Res 30(2023): 641-653. DOI: 10.1093/medlaw/fwad013
Wojcik H, Hendriksen W, et al. "Autonomous Tractor Trials on Mixed Terrain: a on-farm evaluation". Eur J Agron 32(2014): 652-665. DOI: 10.2196/89834
Zielinski O, Ostrowski Z, et al. "Autonomous Tractor Trials on Mixed Terrain: a benchmark comparison". Remote Sens Environ 34(2017): 663-677. DOI: 10.1007/s10916-024-02104-9
Andric V, Vasquez A, et al. "Autonomous Tractor Trials on Mixed Terrain: a multi-season study". Biosyst Eng 36(2020): 674-680. DOI: 10.3389/fdgth.2026.1896184

