A time series approach on the effect of climate variability on Davao's coconut production

Coconut is one of Philippines' major exports and is a major source of income and livelihood for many Filipinos. However, studies on the effect of climate changes on coconut production in the Philippines are limited. The researchers used time series analysis to study the effect of climate variat...

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Main Authors: Fuentes, Justin Lorenzo R., Ling, Celene Maryse C.
Format: text
Language:English
Published: Animo Repository 2009
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Online Access:https://animorepository.dlsu.edu.ph/etd_bachelors/5216
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Institution: De La Salle University
Language: English
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spelling oai:animorepository.dlsu.edu.ph:etd_bachelors-56672021-04-05T02:40:55Z A time series approach on the effect of climate variability on Davao's coconut production Fuentes, Justin Lorenzo R. Ling, Celene Maryse C. Coconut is one of Philippines' major exports and is a major source of income and livelihood for many Filipinos. However, studies on the effect of climate changes on coconut production in the Philippines are limited. The researchers used time series analysis to study the effect of climate variations, specifically of temperature and rainfall on coconut production in Davao Region from 1994-2008. A univariate AR(3) model for quarterly coconut production was obtained and compared with transfer function models that relate coconut production with rainfall, maximum temperature and minimum temperature. For each climate variable, an ARIMA model was fitted that served as pre-whitening filters in identifying transfer function models. The univariate AR(3) model and the transfer functions were compared in terms of the accuracy of their predicted values. The univariate AR(3) model and the transfer function using rainfall as an input series were the best models in terms of predicting coconut production. Using the best models, coconut production was forecasted for the next six years. 2009-01-01T08:00:00Z text https://animorepository.dlsu.edu.ph/etd_bachelors/5216 Bachelor's Theses English Animo Repository Coconut--Climatic factors--Philippines Time-series analysis Statistics and Probability
institution De La Salle University
building De La Salle University Library
continent Asia
country Philippines
Philippines
content_provider De La Salle University Library
collection DLSU Institutional Repository
language English
topic Coconut--Climatic factors--Philippines
Time-series analysis
Statistics and Probability
spellingShingle Coconut--Climatic factors--Philippines
Time-series analysis
Statistics and Probability
Fuentes, Justin Lorenzo R.
Ling, Celene Maryse C.
A time series approach on the effect of climate variability on Davao's coconut production
description Coconut is one of Philippines' major exports and is a major source of income and livelihood for many Filipinos. However, studies on the effect of climate changes on coconut production in the Philippines are limited. The researchers used time series analysis to study the effect of climate variations, specifically of temperature and rainfall on coconut production in Davao Region from 1994-2008. A univariate AR(3) model for quarterly coconut production was obtained and compared with transfer function models that relate coconut production with rainfall, maximum temperature and minimum temperature. For each climate variable, an ARIMA model was fitted that served as pre-whitening filters in identifying transfer function models. The univariate AR(3) model and the transfer functions were compared in terms of the accuracy of their predicted values. The univariate AR(3) model and the transfer function using rainfall as an input series were the best models in terms of predicting coconut production. Using the best models, coconut production was forecasted for the next six years.
format text
author Fuentes, Justin Lorenzo R.
Ling, Celene Maryse C.
author_facet Fuentes, Justin Lorenzo R.
Ling, Celene Maryse C.
author_sort Fuentes, Justin Lorenzo R.
title A time series approach on the effect of climate variability on Davao's coconut production
title_short A time series approach on the effect of climate variability on Davao's coconut production
title_full A time series approach on the effect of climate variability on Davao's coconut production
title_fullStr A time series approach on the effect of climate variability on Davao's coconut production
title_full_unstemmed A time series approach on the effect of climate variability on Davao's coconut production
title_sort time series approach on the effect of climate variability on davao's coconut production
publisher Animo Repository
publishDate 2009
url https://animorepository.dlsu.edu.ph/etd_bachelors/5216
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