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Economics of field size and shape for autonomous crop machines
Field size and shape constrain spatial and temporal management of agriculture with implications for farm profitability, field biodiversity and environmental performance. Large, conventional equipment struggles to farm small, irregularly shaped fields efficiently. The study hypothesized that autonomo...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10103047/ https://www.ncbi.nlm.nih.gov/pubmed/37363792 http://dx.doi.org/10.1007/s11119-023-10016-w |
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author | Al-Amin, A. K. M. Abdullah Lowenberg‑DeBoer, James Franklin, Kit Behrendt, Karl |
author_facet | Al-Amin, A. K. M. Abdullah Lowenberg‑DeBoer, James Franklin, Kit Behrendt, Karl |
author_sort | Al-Amin, A. K. M. Abdullah |
collection | PubMed |
description | Field size and shape constrain spatial and temporal management of agriculture with implications for farm profitability, field biodiversity and environmental performance. Large, conventional equipment struggles to farm small, irregularly shaped fields efficiently. The study hypothesized that autonomous crop machines would make it possible to farm small, non-rectangular fields profitably, thereby preserving field biodiversity and other environmental benefits. Using the experience of the Hands Free Hectare (HFH) demonstration project, this study developed algorithms to estimate field times (h/ha) and field efficiency (%) subject to field size and shape in grain-oil-seed farms of the United Kingdom using four different equipment sets. Results show that field size and shape had a substantial impact on technical and economic performance of all equipment sets, but autonomous machines were able to farm small 1 ha rectangular and non-rectangular fields profitably. Small fields with equipment of all sizes and types required more time, but for HFH equipment sets field size and shape had least impact. Solutions of HFH linear programming model show that autonomous machines decreased wheat production cost by €15/ton to €29/ton and €24/ton to €46/ton for small rectangular and non-rectangular fields respectively, but larger 112 kW and 221 kW equipment with human operators was not profitable for small fields. Sensitivity testing shows that the farms using autonomous machines adapted easily and profitably to scenarios with increasing wage rates and reduced labour availability, whilst farms with conventional equipment struggled. Technical and economic feasibility in small fields imply that autonomous machines could facilitate biodiversity and improve environmental performance. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11119-023-10016-w. |
format | Online Article Text |
id | pubmed-10103047 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-101030472023-04-17 Economics of field size and shape for autonomous crop machines Al-Amin, A. K. M. Abdullah Lowenberg‑DeBoer, James Franklin, Kit Behrendt, Karl Precis Agric Article Field size and shape constrain spatial and temporal management of agriculture with implications for farm profitability, field biodiversity and environmental performance. Large, conventional equipment struggles to farm small, irregularly shaped fields efficiently. The study hypothesized that autonomous crop machines would make it possible to farm small, non-rectangular fields profitably, thereby preserving field biodiversity and other environmental benefits. Using the experience of the Hands Free Hectare (HFH) demonstration project, this study developed algorithms to estimate field times (h/ha) and field efficiency (%) subject to field size and shape in grain-oil-seed farms of the United Kingdom using four different equipment sets. Results show that field size and shape had a substantial impact on technical and economic performance of all equipment sets, but autonomous machines were able to farm small 1 ha rectangular and non-rectangular fields profitably. Small fields with equipment of all sizes and types required more time, but for HFH equipment sets field size and shape had least impact. Solutions of HFH linear programming model show that autonomous machines decreased wheat production cost by €15/ton to €29/ton and €24/ton to €46/ton for small rectangular and non-rectangular fields respectively, but larger 112 kW and 221 kW equipment with human operators was not profitable for small fields. Sensitivity testing shows that the farms using autonomous machines adapted easily and profitably to scenarios with increasing wage rates and reduced labour availability, whilst farms with conventional equipment struggled. Technical and economic feasibility in small fields imply that autonomous machines could facilitate biodiversity and improve environmental performance. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11119-023-10016-w. Springer US 2023-04-09 /pmc/articles/PMC10103047/ /pubmed/37363792 http://dx.doi.org/10.1007/s11119-023-10016-w Text en © The Author(s) 2023, Corrected publication 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Al-Amin, A. K. M. Abdullah Lowenberg‑DeBoer, James Franklin, Kit Behrendt, Karl Economics of field size and shape for autonomous crop machines |
title | Economics of field size and shape for autonomous crop machines |
title_full | Economics of field size and shape for autonomous crop machines |
title_fullStr | Economics of field size and shape for autonomous crop machines |
title_full_unstemmed | Economics of field size and shape for autonomous crop machines |
title_short | Economics of field size and shape for autonomous crop machines |
title_sort | economics of field size and shape for autonomous crop machines |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10103047/ https://www.ncbi.nlm.nih.gov/pubmed/37363792 http://dx.doi.org/10.1007/s11119-023-10016-w |
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