Crop Planning in Sustainable Agriculture: Dynamic Farmland Allocation in the Presence of Crop Rotation Benefits
This paper examines crop planning decision in sustainable agriculture---that is, how to allocate farmland among multiple crops in each growing season when the crops have rotation benefits across growing seasons. We consider a farmer who periodically allocates the farmland between two crops in the pr...
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sg-smu-ink.lkcsb_research-59342021-05-18T10:09:09Z Crop Planning in Sustainable Agriculture: Dynamic Farmland Allocation in the Presence of Crop Rotation Benefits BOYABATLI, Onur NASIRY, Javad ZHOU, Yangfang (Helen) This paper examines crop planning decision in sustainable agriculture---that is, how to allocate farmland among multiple crops in each growing season when the crops have rotation benefits across growing seasons. We consider a farmer who periodically allocates the farmland between two crops in the presence of revenue uncertainty where revenue is stochastically larger and farming cost is lower when a crop is grown on rotated farmland (where the other crop was grown in the previous season). We characterize the optimal dynamic farmland allocation policy and perform sensitivity analysis to investigate how revenue uncertainty of each crop affects the farmer's optimal allocation decision and profitability. Using a calibration based on a farmer growing corn and soybean in Iowa we show that growing only one crop over the entire planning horizon, as employed in industrial agriculture, leads to a considerable profit loss---that is, making crop planning based on principles of sustainable agriculture has substantial value. We propose a simple heuristic allocation policy which we characterize in closed form. Using our model calibration we show that (i) the proposed policy not only outperforms the commonly suggested heuristic policies in the literature, but also provides a near-optimal performance; (ii) compared to the optimal policy, the proposed policy has a higher allocation of crops to rotated farmland, and thus it is potentially more environmentally friendly. 2019-05-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/lkcsb_research/4935 info:doi/10.1287/mnsc.2018.3044 https://ink.library.smu.edu.sg/context/lkcsb_research/article/5934/viewcontent/boyabatli_nasiry_zhou_MSforthcoming_main.pdf https://ink.library.smu.edu.sg/context/lkcsb_research/article/5934/filename/0/type/additional/viewcontent/boyabatli_nasiry_zhou_MSforthcoming_OnlineAppendix.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection Lee Kong Chian School Of Business eng Institutional Knowledge at Singapore Management University Farm Planning Crop Rotation Sustainability Agriculture Commodity Uncertainty Dynamic Programming Corn Soybean Fallow Agribusiness Operations and Supply Chain Management |
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Farm Planning Crop Rotation Sustainability Agriculture Commodity Uncertainty Dynamic Programming Corn Soybean Fallow Agribusiness Operations and Supply Chain Management BOYABATLI, Onur NASIRY, Javad ZHOU, Yangfang (Helen) Crop Planning in Sustainable Agriculture: Dynamic Farmland Allocation in the Presence of Crop Rotation Benefits |
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This paper examines crop planning decision in sustainable agriculture---that is, how to allocate farmland among multiple crops in each growing season when the crops have rotation benefits across growing seasons. We consider a farmer who periodically allocates the farmland between two crops in the presence of revenue uncertainty where revenue is stochastically larger and farming cost is lower when a crop is grown on rotated farmland (where the other crop was grown in the previous season). We characterize the optimal dynamic farmland allocation policy and perform sensitivity analysis to investigate how revenue uncertainty of each crop affects the farmer's optimal allocation decision and profitability. Using a calibration based on a farmer growing corn and soybean in Iowa we show that growing only one crop over the entire planning horizon, as employed in industrial agriculture, leads to a considerable profit loss---that is, making crop planning based on principles of sustainable agriculture has substantial value. We propose a simple heuristic allocation policy which we characterize in closed form. Using our model calibration we show that (i) the proposed policy not only outperforms the commonly suggested heuristic policies in the literature, but also provides a near-optimal performance; (ii) compared to the optimal policy, the proposed policy has a higher allocation of crops to rotated farmland, and thus it is potentially more environmentally friendly. |
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text |
author |
BOYABATLI, Onur NASIRY, Javad ZHOU, Yangfang (Helen) |
author_facet |
BOYABATLI, Onur NASIRY, Javad ZHOU, Yangfang (Helen) |
author_sort |
BOYABATLI, Onur |
title |
Crop Planning in Sustainable Agriculture: Dynamic Farmland Allocation in the Presence of Crop Rotation Benefits |
title_short |
Crop Planning in Sustainable Agriculture: Dynamic Farmland Allocation in the Presence of Crop Rotation Benefits |
title_full |
Crop Planning in Sustainable Agriculture: Dynamic Farmland Allocation in the Presence of Crop Rotation Benefits |
title_fullStr |
Crop Planning in Sustainable Agriculture: Dynamic Farmland Allocation in the Presence of Crop Rotation Benefits |
title_full_unstemmed |
Crop Planning in Sustainable Agriculture: Dynamic Farmland Allocation in the Presence of Crop Rotation Benefits |
title_sort |
crop planning in sustainable agriculture: dynamic farmland allocation in the presence of crop rotation benefits |
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Institutional Knowledge at Singapore Management University |
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2019 |
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https://ink.library.smu.edu.sg/lkcsb_research/4935 https://ink.library.smu.edu.sg/context/lkcsb_research/article/5934/viewcontent/boyabatli_nasiry_zhou_MSforthcoming_main.pdf https://ink.library.smu.edu.sg/context/lkcsb_research/article/5934/filename/0/type/additional/viewcontent/boyabatli_nasiry_zhou_MSforthcoming_OnlineAppendix.pdf |
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1770572965560188928 |