Abstract
NASA GIOVANNI is an advanced technology of remote sensing system. It is able to provide with Earth Science information within only a few minutes. The focus of this study is to obtain a reliable information via NASA GIOVANNI regarding the temperature trend in Penang Island, Malaysia, from year 2016 to 2018 and to verify the validity and reliability of the data obtained from NASA GIOVANNI and therefore being able to replace with the conventional method of using AccuWeather. From the system, MODIS Aqua is selected as it is the most suitable satellite among others to capture the temperature reading at the desired area. The data obtained from AccuWeather are mostly accurate and clear even though there are several limitations regarding the parameter involved as it is quite general. Meanwhile the temperature data obtained from NASA GIOVANNI are more specific and detailed as it consists of several parameters. For example, NASA GIOVANNI can access the sea surface and land surface temperature for the desired location. Apart from that, NASA GIOVANNI also able to separate between daytime and nighttime temperature data. After obtaining both data from NASA GIOVANNI and AccuWeather, an effective comparison is made via cross validation or to be exact, linear regression. From the graph of linear regression, R-Squared value can be calculated and hence can determine the correlation of both data. From the R-Squared calculations, the values calculated are 0.75 for year 2016, 0.65 for year 2017 and 0.71 for year 2018. According to the R-Squared value, it is concluded that the temperature data from NASA GIOVANNI is having a positive and strong correlation with AccuWeather as the values are exceeding 0.5 for each year. Therefore, the temperature data via NASA GIOVANNI is possible to be obtained and that the obtained temperature data are almost as accurate as AccuWeather.
Metadata
Item Type: | Article |
---|---|
Creators: | Creators Email / ID Num. Md Kamaludin, Kamal Fiqre UNSPECIFIED Jumidali, Mohd Muzafa mohdmuza433@uitm.edu.my Ahmad Sa’ad, Fathınul Najıb UNSPECIFIED Mat Amin, Abd Rahman UNSPECIFIED |
Contributors: | Contribution Name Email / ID Num. Advisor Abd Ghani, Kay Dora UNSPECIFIED Chief Editor Damanhuri, Nor Salwa UNSPECIFIED |
Subjects: | Q Science > Q Science (General) Q Science > Q Science (General) > Group work in research T Technology > T Technology (General) T Technology > T Technology (General) > Industrial engineering. Management engineering T Technology > T Technology (General) > Industrial engineering. Management engineering > Applied mathematics. Quantitative methods T Technology > T Technology (General) > Industrial engineering. Management engineering > Applied mathematics. Quantitative methods > Operations research. Systems analysis |
Divisions: | Universiti Teknologi MARA, Pulau Pinang > Permatang Pauh Campus |
Journal or Publication Title: | ESTEEM Academic Journal |
UiTM Journal Collections: | UiTM Journals > ESTEEM Academic Journal (EAJ) |
ISSN: | 2289-4934 |
Volume: | 18 |
Number: | Sept |
Page Range: | pp. 20-30 |
Keywords: | NASA GIOVANNI, AccuWeather, time series study, linear regression, MODIS Aqua |
Date: | September 2022 |
URI: | https://ir.uitm.edu.my/id/eprint/68059 |