Estimation of solar radiation based on air temperature and application with the DSSAT v4.5 peanut and rice simulation models in Thailand

Estimation of solar radiation (SRAD) from daily air temperature by the modified Bristow-Campbell (B-C) model requires three empirical coefficients that are area specific. Previous estimates of these coefficients for Thailand were based on limited data without any evaluation. Accurate estimation of s...

Full description

Saved in:
Bibliographic Details
Main Authors: Nittaya Phakamas, Attachai Jintrawet, Aran Patanothai, Prakan Sringam, Gerrit Hoogenboom
Format: Journal
Published: 2018
Subjects:
Online Access:https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84880421708&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/52065
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Chiang Mai University
id th-cmuir.6653943832-52065
record_format dspace
spelling th-cmuir.6653943832-520652018-09-04T09:27:48Z Estimation of solar radiation based on air temperature and application with the DSSAT v4.5 peanut and rice simulation models in Thailand Nittaya Phakamas Attachai Jintrawet Aran Patanothai Prakan Sringam Gerrit Hoogenboom Agricultural and Biological Sciences Earth and Planetary Sciences Environmental Science Estimation of solar radiation (SRAD) from daily air temperature by the modified Bristow-Campbell (B-C) model requires three empirical coefficients that are area specific. Previous estimates of these coefficients for Thailand were based on limited data without any evaluation. Accurate estimation of solar radiation has become more important with the wider application of environmental models. The objective of this study was to calibrate and evaluate the coefficients for Thailand with a broader range of data. Meteorological data from 2008 to 2011 were obtained from eight weather stations, three in the North (Chiang Mai, Chiang Rai and Nakhon Sawan), two in the Northeast (Khon Kaen and Ubon Ratchathani), one in the Central (Lop Buri) and two in the South (Chumporn and Surat Thani). Data for 2010 for all locations except Chiang Rai were used for calibration of the coefficients and the remaining data were used as independent data sets for evaluation. The coefficient of determination (R2), root mean square error (RMSE) and normalized root mean square error (RMSEn) were used as indicators of the agreement between the observed and the calculated SRAD. The results showed that the calibration was acceptable (R2=0.56, RMSE=3.07MJm-2d-1and RMSEn=17.5%). The derived values are a=0.63, b=1.89 and c=1.54. These new coefficients performed well during evaluation with the 13 independent data sets from the eight locations for all four regions, with the R2, RMSE and RMSEn values in the range of 0.39-0.70, 2.42-3.79MJm-2d-1and 14.0-21.7%, respectively. In addition, simulations using estimated SRAD from the derived values provided high R2values for peanut and rice yield and total dry matter. These new coefficient values can be used to estimate solar radiation from air temperature data for all locations in Thailand and similar environments in Southeast Asia. © 2013 Elsevier B.V. 2018-09-04T09:20:37Z 2018-09-04T09:20:37Z 2013-10-15 Journal 01681923 2-s2.0-84880421708 10.1016/j.agrformet.2013.06.015 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84880421708&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/52065
institution Chiang Mai University
building Chiang Mai University Library
country Thailand
collection CMU Intellectual Repository
topic Agricultural and Biological Sciences
Earth and Planetary Sciences
Environmental Science
spellingShingle Agricultural and Biological Sciences
Earth and Planetary Sciences
Environmental Science
Nittaya Phakamas
Attachai Jintrawet
Aran Patanothai
Prakan Sringam
Gerrit Hoogenboom
Estimation of solar radiation based on air temperature and application with the DSSAT v4.5 peanut and rice simulation models in Thailand
description Estimation of solar radiation (SRAD) from daily air temperature by the modified Bristow-Campbell (B-C) model requires three empirical coefficients that are area specific. Previous estimates of these coefficients for Thailand were based on limited data without any evaluation. Accurate estimation of solar radiation has become more important with the wider application of environmental models. The objective of this study was to calibrate and evaluate the coefficients for Thailand with a broader range of data. Meteorological data from 2008 to 2011 were obtained from eight weather stations, three in the North (Chiang Mai, Chiang Rai and Nakhon Sawan), two in the Northeast (Khon Kaen and Ubon Ratchathani), one in the Central (Lop Buri) and two in the South (Chumporn and Surat Thani). Data for 2010 for all locations except Chiang Rai were used for calibration of the coefficients and the remaining data were used as independent data sets for evaluation. The coefficient of determination (R2), root mean square error (RMSE) and normalized root mean square error (RMSEn) were used as indicators of the agreement between the observed and the calculated SRAD. The results showed that the calibration was acceptable (R2=0.56, RMSE=3.07MJm-2d-1and RMSEn=17.5%). The derived values are a=0.63, b=1.89 and c=1.54. These new coefficients performed well during evaluation with the 13 independent data sets from the eight locations for all four regions, with the R2, RMSE and RMSEn values in the range of 0.39-0.70, 2.42-3.79MJm-2d-1and 14.0-21.7%, respectively. In addition, simulations using estimated SRAD from the derived values provided high R2values for peanut and rice yield and total dry matter. These new coefficient values can be used to estimate solar radiation from air temperature data for all locations in Thailand and similar environments in Southeast Asia. © 2013 Elsevier B.V.
format Journal
author Nittaya Phakamas
Attachai Jintrawet
Aran Patanothai
Prakan Sringam
Gerrit Hoogenboom
author_facet Nittaya Phakamas
Attachai Jintrawet
Aran Patanothai
Prakan Sringam
Gerrit Hoogenboom
author_sort Nittaya Phakamas
title Estimation of solar radiation based on air temperature and application with the DSSAT v4.5 peanut and rice simulation models in Thailand
title_short Estimation of solar radiation based on air temperature and application with the DSSAT v4.5 peanut and rice simulation models in Thailand
title_full Estimation of solar radiation based on air temperature and application with the DSSAT v4.5 peanut and rice simulation models in Thailand
title_fullStr Estimation of solar radiation based on air temperature and application with the DSSAT v4.5 peanut and rice simulation models in Thailand
title_full_unstemmed Estimation of solar radiation based on air temperature and application with the DSSAT v4.5 peanut and rice simulation models in Thailand
title_sort estimation of solar radiation based on air temperature and application with the dssat v4.5 peanut and rice simulation models in thailand
publishDate 2018
url https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84880421708&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/52065
_version_ 1681423883127750656