A Decision Support Framework for National Crop Production Planning

This paper proposes a decision support framework for defining planning parameters for national crop production. The proposed framework addresses the gaps in policymaking, the role of all stakeholders, and uses historical data of crop production in different sectors of land in optimizing the profits...

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Main Authors: Nida Rasheed, Shoab Ahmed Khan, Ali Hassan, Saria Safdar
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9548921/
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spelling doaj-656e92659a1f4a0f8b697d65b8d76b242021-10-04T23:00:37ZengIEEEIEEE Access2169-35362021-01-01913340213341510.1109/ACCESS.2021.31158019548921A Decision Support Framework for National Crop Production PlanningNida Rasheed0https://orcid.org/0000-0002-5225-9124Shoab Ahmed Khan1Ali Hassan2Saria Safdar3https://orcid.org/0000-0003-2259-8069Department of Computer and Software Engineering, College of Electrical and Mechanical Engineering, National University of Sciences and Technology, Islamabad, PakistanDepartment of Computer and Software Engineering, College of Electrical and Mechanical Engineering, National University of Sciences and Technology, Islamabad, PakistanDepartment of Computer and Software Engineering, College of Electrical and Mechanical Engineering, National University of Sciences and Technology, Islamabad, PakistanDepartment of Computer and Software Engineering, College of Electrical and Mechanical Engineering, National University of Sciences and Technology, Islamabad, PakistanThis paper proposes a decision support framework for defining planning parameters for national crop production. The proposed framework addresses the gaps in policymaking, the role of all stakeholders, and uses historical data of crop production in different sectors of land in optimizing the profits that shall meet the defined constraints including national requirement, and export demand of different crops. There are many agro-economy-based countries where agriculture is the main contributor to their GDP, while there are others who always struggle to meet their national need while optimizing the agro-economy component of their earnings. Crops are not always produced with keeping the demand and production balance. Rather, the crops are mostly produced according to the farmer’s ease and last year’s prices for profit maximization leading to excessive production of one type of crop, lowering of profit margins, and shortage of some key crops for national need. This paper presents a decision aiding tool that can be used for farmer’s awareness for crop production planning that meets the national and export needs while maximizing farmer’s earnings. The model is tested on historical data of different segments of cultivated lands in Pakistan for validation, with the first experiment performed on single farmland with multi-fields while the second performed for multi-locations and multi-fields. The results are promising and provide estimates of net profit, expected production against the demand for each crop, and analysis that aids in crop planning, before and after the application of our model while meeting all necessary constraints.https://ieeexplore.ieee.org/document/9548921/Agriculturedecision makingdecision support systemsintelligent systemslinear programmingoptimization
collection DOAJ
language English
format Article
sources DOAJ
author Nida Rasheed
Shoab Ahmed Khan
Ali Hassan
Saria Safdar
spellingShingle Nida Rasheed
Shoab Ahmed Khan
Ali Hassan
Saria Safdar
A Decision Support Framework for National Crop Production Planning
IEEE Access
Agriculture
decision making
decision support systems
intelligent systems
linear programming
optimization
author_facet Nida Rasheed
Shoab Ahmed Khan
Ali Hassan
Saria Safdar
author_sort Nida Rasheed
title A Decision Support Framework for National Crop Production Planning
title_short A Decision Support Framework for National Crop Production Planning
title_full A Decision Support Framework for National Crop Production Planning
title_fullStr A Decision Support Framework for National Crop Production Planning
title_full_unstemmed A Decision Support Framework for National Crop Production Planning
title_sort decision support framework for national crop production planning
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2021-01-01
description This paper proposes a decision support framework for defining planning parameters for national crop production. The proposed framework addresses the gaps in policymaking, the role of all stakeholders, and uses historical data of crop production in different sectors of land in optimizing the profits that shall meet the defined constraints including national requirement, and export demand of different crops. There are many agro-economy-based countries where agriculture is the main contributor to their GDP, while there are others who always struggle to meet their national need while optimizing the agro-economy component of their earnings. Crops are not always produced with keeping the demand and production balance. Rather, the crops are mostly produced according to the farmer’s ease and last year’s prices for profit maximization leading to excessive production of one type of crop, lowering of profit margins, and shortage of some key crops for national need. This paper presents a decision aiding tool that can be used for farmer’s awareness for crop production planning that meets the national and export needs while maximizing farmer’s earnings. The model is tested on historical data of different segments of cultivated lands in Pakistan for validation, with the first experiment performed on single farmland with multi-fields while the second performed for multi-locations and multi-fields. The results are promising and provide estimates of net profit, expected production against the demand for each crop, and analysis that aids in crop planning, before and after the application of our model while meeting all necessary constraints.
topic Agriculture
decision making
decision support systems
intelligent systems
linear programming
optimization
url https://ieeexplore.ieee.org/document/9548921/
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