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Using improved climate forecasting in cash crop planning
ABSTRACT: Developments in meteorology over the last couple of decades have enabled significant improvements to be made in the accuracy of seasonal forecasts. This paper focuses on developing a model for cash crop planning that utilises these forecasts. It does this by determining the rate of growth...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4149685/ https://www.ncbi.nlm.nih.gov/pubmed/25184105 http://dx.doi.org/10.1186/2193-1801-3-422 |
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author | Rachmawati, Ramya Ozlen, Melih Hearne, John W Kuleshov, Yuriy |
author_facet | Rachmawati, Ramya Ozlen, Melih Hearne, John W Kuleshov, Yuriy |
author_sort | Rachmawati, Ramya |
collection | PubMed |
description | ABSTRACT: Developments in meteorology over the last couple of decades have enabled significant improvements to be made in the accuracy of seasonal forecasts. This paper focuses on developing a model for cash crop planning that utilises these forecasts. It does this by determining the rate of growth of each crop as a function of heat units accumulated. This enables time to maturity to be determined and used in planning, particularly for planting new crops, removing unprofitable immature crops, and harvesting mature crops for profits. The proposed model is solved on a rolling horizon basis. To illustrate the advantage to be gained from improved seasonal forecasts the model is first applied to a problem using long-term temperature averages (climatology). Solutions to the same problem utilising improved seasonal forecasts for temperature are then obtained. This forecast proves to be a valuable input to the model and makes the second approach outperform the first consistently in our simulations. |
format | Online Article Text |
id | pubmed-4149685 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-41496852014-09-02 Using improved climate forecasting in cash crop planning Rachmawati, Ramya Ozlen, Melih Hearne, John W Kuleshov, Yuriy Springerplus Research ABSTRACT: Developments in meteorology over the last couple of decades have enabled significant improvements to be made in the accuracy of seasonal forecasts. This paper focuses on developing a model for cash crop planning that utilises these forecasts. It does this by determining the rate of growth of each crop as a function of heat units accumulated. This enables time to maturity to be determined and used in planning, particularly for planting new crops, removing unprofitable immature crops, and harvesting mature crops for profits. The proposed model is solved on a rolling horizon basis. To illustrate the advantage to be gained from improved seasonal forecasts the model is first applied to a problem using long-term temperature averages (climatology). Solutions to the same problem utilising improved seasonal forecasts for temperature are then obtained. This forecast proves to be a valuable input to the model and makes the second approach outperform the first consistently in our simulations. Springer International Publishing 2014-08-10 /pmc/articles/PMC4149685/ /pubmed/25184105 http://dx.doi.org/10.1186/2193-1801-3-422 Text en © Rachmawati et al.; licensee Springer. 2014 This article is published under license to BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. |
spellingShingle | Research Rachmawati, Ramya Ozlen, Melih Hearne, John W Kuleshov, Yuriy Using improved climate forecasting in cash crop planning |
title | Using improved climate forecasting in cash crop planning |
title_full | Using improved climate forecasting in cash crop planning |
title_fullStr | Using improved climate forecasting in cash crop planning |
title_full_unstemmed | Using improved climate forecasting in cash crop planning |
title_short | Using improved climate forecasting in cash crop planning |
title_sort | using improved climate forecasting in cash crop planning |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4149685/ https://www.ncbi.nlm.nih.gov/pubmed/25184105 http://dx.doi.org/10.1186/2193-1801-3-422 |
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