Weather forecasting using artificial neural network
This project studies the better weather forecasting approaches. In this study, Kuching city been selected as the study area. The Kuching meteorology data used in this study is collected from the Malaysian Meteorological Department. Artificial neural network (ANN) is adopted in this study as ANN h...
Saved in:
Main Author: | |
---|---|
Format: | Final Year Project Report |
Language: | English English |
Published: |
Universiti Malaysia Sarawak, (UNIMAS)
2014
|
Subjects: | |
Online Access: | http://ir.unimas.my/id/eprint/39012/1/Wong%20Wei%20Keat%20%2824pgs%29.pdf http://ir.unimas.my/id/eprint/39012/4/Wong%20Wei%20Keat%20%28ft%29.pdf http://ir.unimas.my/id/eprint/39012/ |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
id |
my.unimas.ir.39012 |
---|---|
record_format |
eprints |
spelling |
my.unimas.ir.390122024-08-30T07:25:09Z http://ir.unimas.my/id/eprint/39012/ Weather forecasting using artificial neural network Wong, Wei Keat Q Science (General) T Technology (General) This project studies the better weather forecasting approaches. In this study, Kuching city been selected as the study area. The Kuching meteorology data used in this study is collected from the Malaysian Meteorological Department. Artificial neural network (ANN) is adopted in this study as ANN has better performance and it can perform weather forecasting better than conventional weather forecast model. Two neural network algorithms, Back Propagation (BPNN) and Radial Basis Function (RBFNN) were tested with the Kuching meteorology data set. Both neural network models are trained and tested with different testing criteria, thus the results and performance generated by these two neural network algorithms were compared. The experimental results showed that the BPNN model has better performance in weather forecasting compared to RBFNN. Universiti Malaysia Sarawak, (UNIMAS) 2014 Final Year Project Report NonPeerReviewed text en http://ir.unimas.my/id/eprint/39012/1/Wong%20Wei%20Keat%20%2824pgs%29.pdf text en http://ir.unimas.my/id/eprint/39012/4/Wong%20Wei%20Keat%20%28ft%29.pdf Wong, Wei Keat (2014) Weather forecasting using artificial neural network. [Final Year Project Report] (Unpublished) |
institution |
Universiti Malaysia Sarawak |
building |
Centre for Academic Information Services (CAIS) |
collection |
Institutional Repository |
continent |
Asia |
country |
Malaysia |
content_provider |
Universiti Malaysia Sarawak |
content_source |
UNIMAS Institutional Repository |
url_provider |
http://ir.unimas.my/ |
language |
English English |
topic |
Q Science (General) T Technology (General) |
spellingShingle |
Q Science (General) T Technology (General) Wong, Wei Keat Weather forecasting using artificial neural network |
description |
This project studies the better weather forecasting approaches. In this study, Kuching city been
selected as the study area. The Kuching meteorology data used in this study is collected from the
Malaysian Meteorological Department. Artificial neural network (ANN) is adopted in this study as
ANN has better performance and it can perform weather forecasting better than conventional weather
forecast model. Two neural network algorithms, Back Propagation (BPNN) and Radial Basis Function
(RBFNN) were tested with the Kuching meteorology data set. Both neural network models are trained
and tested with different testing criteria, thus the results and performance generated by these two
neural network algorithms were compared. The experimental results showed that the BPNN model has
better performance in weather forecasting compared to RBFNN. |
format |
Final Year Project Report |
author |
Wong, Wei Keat |
author_facet |
Wong, Wei Keat |
author_sort |
Wong, Wei Keat |
title |
Weather forecasting using artificial neural network |
title_short |
Weather forecasting using artificial neural network |
title_full |
Weather forecasting using artificial neural network |
title_fullStr |
Weather forecasting using artificial neural network |
title_full_unstemmed |
Weather forecasting using artificial neural network |
title_sort |
weather forecasting using artificial neural network |
publisher |
Universiti Malaysia Sarawak, (UNIMAS) |
publishDate |
2014 |
url |
http://ir.unimas.my/id/eprint/39012/1/Wong%20Wei%20Keat%20%2824pgs%29.pdf http://ir.unimas.my/id/eprint/39012/4/Wong%20Wei%20Keat%20%28ft%29.pdf http://ir.unimas.my/id/eprint/39012/ |
_version_ |
1808981491471876096 |
score |
13.211869 |