Statistical Forecast of Daily Maximum Air Temperature in Arid Areas at Summertime

Based on historical observations of summers for the period from 2004 to 2018 with a focus on daily maximum and minimum air temperatures and wind speed recorded at 0600 GMT, a non-linear regression hypothesis is developed for forecasting daily maximum air temperature (Tmax) in arid areas such as Bagh...

Full description

Bibliographic Details
Main Authors: Monim Al-Jiboori, Mahmoud Jawad Abu Al-Shaeer, Ahemd S. Hassan
Format: Article
Language:English
Published: ITB Journal Publisher 2020-12-01
Series:Journal of Mathematical and Fundamental Sciences
Subjects:
Online Access:https://journals.itb.ac.id/index.php/jmfs/article/view/11291
_version_ 1819282072403968000
author Monim Al-Jiboori
Mahmoud Jawad Abu Al-Shaeer
Ahemd S. Hassan
author_facet Monim Al-Jiboori
Mahmoud Jawad Abu Al-Shaeer
Ahemd S. Hassan
author_sort Monim Al-Jiboori
collection DOAJ
description Based on historical observations of summers for the period from 2004 to 2018 with a focus on daily maximum and minimum air temperatures and wind speed recorded at 0600 GMT, a non-linear regression hypothesis is developed for forecasting daily maximum air temperature (Tmax) in arid areas such as Baghdad International airport station, which has a hot climate with no cloud cover or rain. Observations with dust storm events were excluded, thus this hypothesis could be used to predict daily Tmax on any day during summers characterized by fair weather. Using mean annual daily temperature range, daily minimum temperature, and the trend of maximum temperature with wind speed, Tmax was forecasted and then compared to those recorded by meteorological instruments. To improve the accuracy of the hypothesis, daily forecast errors, bias, and mean absolute error were analyzed to detect their characteristics through calculating relative frequencies of occurrence. At the end of this analysis, a value of (-0.45ºC) was added to the hypothesis as a bias term.
first_indexed 2024-12-24T01:09:46Z
format Article
id doaj.art-f1948abbac8a40c4ae7572b4debb3104
institution Directory Open Access Journal
issn 2337-5760
2338-5510
language English
last_indexed 2024-12-24T01:09:46Z
publishDate 2020-12-01
publisher ITB Journal Publisher
record_format Article
series Journal of Mathematical and Fundamental Sciences
spelling doaj.art-f1948abbac8a40c4ae7572b4debb31042022-12-21T17:23:02ZengITB Journal PublisherJournal of Mathematical and Fundamental Sciences2337-57602338-55102020-12-0152310.5614/j.math.fund.sci.2020.52.3.8Statistical Forecast of Daily Maximum Air Temperature in Arid Areas at SummertimeMonim Al-Jiboori0Mahmoud Jawad Abu Al-Shaeer1Ahemd S. Hassan2Atmospheric Sciences Department, College of Sciences, Mustansiriyah UniversityAl-Rafidain University College, Waziriya, BaghdadAl-Rafidain University College, Waziriya, BaghdadBased on historical observations of summers for the period from 2004 to 2018 with a focus on daily maximum and minimum air temperatures and wind speed recorded at 0600 GMT, a non-linear regression hypothesis is developed for forecasting daily maximum air temperature (Tmax) in arid areas such as Baghdad International airport station, which has a hot climate with no cloud cover or rain. Observations with dust storm events were excluded, thus this hypothesis could be used to predict daily Tmax on any day during summers characterized by fair weather. Using mean annual daily temperature range, daily minimum temperature, and the trend of maximum temperature with wind speed, Tmax was forecasted and then compared to those recorded by meteorological instruments. To improve the accuracy of the hypothesis, daily forecast errors, bias, and mean absolute error were analyzed to detect their characteristics through calculating relative frequencies of occurrence. At the end of this analysis, a value of (-0.45ºC) was added to the hypothesis as a bias term.https://journals.itb.ac.id/index.php/jmfs/article/view/11291biasdaily temperature rangemaximum air temperaturemean absolute errornon-linear regression equation
spellingShingle Monim Al-Jiboori
Mahmoud Jawad Abu Al-Shaeer
Ahemd S. Hassan
Statistical Forecast of Daily Maximum Air Temperature in Arid Areas at Summertime
Journal of Mathematical and Fundamental Sciences
bias
daily temperature range
maximum air temperature
mean absolute error
non-linear regression equation
title Statistical Forecast of Daily Maximum Air Temperature in Arid Areas at Summertime
title_full Statistical Forecast of Daily Maximum Air Temperature in Arid Areas at Summertime
title_fullStr Statistical Forecast of Daily Maximum Air Temperature in Arid Areas at Summertime
title_full_unstemmed Statistical Forecast of Daily Maximum Air Temperature in Arid Areas at Summertime
title_short Statistical Forecast of Daily Maximum Air Temperature in Arid Areas at Summertime
title_sort statistical forecast of daily maximum air temperature in arid areas at summertime
topic bias
daily temperature range
maximum air temperature
mean absolute error
non-linear regression equation
url https://journals.itb.ac.id/index.php/jmfs/article/view/11291
work_keys_str_mv AT monimaljiboori statisticalforecastofdailymaximumairtemperatureinaridareasatsummertime
AT mahmoudjawadabualshaeer statisticalforecastofdailymaximumairtemperatureinaridareasatsummertime
AT ahemdshassan statisticalforecastofdailymaximumairtemperatureinaridareasatsummertime