Rainfall-induced landslide prediction using backpropagation neural network / Noor Munirah Md Saad
This research project is about landslide prediction using back propagation neural network. The objectives of the research project are to identify rainfall variable that is used for landslide prediction, apply the back propagation neural network model to classify the risks of landslide and determi...
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Faculty of Information Technology and Quantitative Sciences
2006
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Online Access: | http://ir.uitm.edu.my/id/eprint/1736/ http://ir.uitm.edu.my/id/eprint/1736/1/PPb_NOOR%20MUNIRAH%20MD%20SAAD%20CS%2006_5%201.pdf |
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uitm-17362017-02-21T08:51:18Z http://ir.uitm.edu.my/id/eprint/1736/ Rainfall-induced landslide prediction using backpropagation neural network / Noor Munirah Md Saad Md Saad, Noor Munirah Back propagation (Artificial intelligence) Prediction analysis Neural networks (Computer science) This research project is about landslide prediction using back propagation neural network. The objectives of the research project are to identify rainfall variable that is used for landslide prediction, apply the back propagation neural network model to classify the risks of landslide and determine whether Back propagation Neural Network can be used as one of prediction tools. A simple three-layer neural network with six input nodes and three output nodes is employed to learn the data. Experiments are performed to determine the optimal learning. The total accuracy of prediction rate is 88.7 %. This research reveals that with a few improvements, back propagation neural network is able to be used in the prediction. Faculty of Information Technology and Quantitative Sciences 2006 Student Project NonPeerReviewed text en http://ir.uitm.edu.my/id/eprint/1736/1/PPb_NOOR%20MUNIRAH%20MD%20SAAD%20CS%2006_5%201.pdf Md Saad, Noor Munirah (2006) Rainfall-induced landslide prediction using backpropagation neural network / Noor Munirah Md Saad. [Student Project] (Unpublished) |
repository_type |
Digital Repository |
institution_category |
Local University |
institution |
Universiti Teknologi MARA |
building |
UiTM Institutional Repository |
collection |
Online Access |
language |
English |
topic |
Back propagation (Artificial intelligence) Prediction analysis Neural networks (Computer science) |
spellingShingle |
Back propagation (Artificial intelligence) Prediction analysis Neural networks (Computer science) Md Saad, Noor Munirah Rainfall-induced landslide prediction using backpropagation neural network / Noor Munirah Md Saad |
description |
This research project is about landslide prediction using back propagation neural
network. The objectives of the research project are to identify rainfall variable that is
used for landslide prediction, apply the back propagation neural network model to
classify the risks of landslide and determine whether Back propagation Neural
Network can be used as one of prediction tools. A simple three-layer neural network
with six input nodes and three output nodes is employed to learn the data.
Experiments are performed to determine the optimal learning. The total accuracy of
prediction rate is 88.7 %. This research reveals that with a few improvements, back
propagation neural network is able to be used in the prediction. |
format |
Student Project |
author |
Md Saad, Noor Munirah |
author_facet |
Md Saad, Noor Munirah |
author_sort |
Md Saad, Noor Munirah |
title |
Rainfall-induced landslide prediction using backpropagation neural network / Noor Munirah Md Saad |
title_short |
Rainfall-induced landslide prediction using backpropagation neural network / Noor Munirah Md Saad |
title_full |
Rainfall-induced landslide prediction using backpropagation neural network / Noor Munirah Md Saad |
title_fullStr |
Rainfall-induced landslide prediction using backpropagation neural network / Noor Munirah Md Saad |
title_full_unstemmed |
Rainfall-induced landslide prediction using backpropagation neural network / Noor Munirah Md Saad |
title_sort |
rainfall-induced landslide prediction using backpropagation neural network / noor munirah md saad |
publisher |
Faculty of Information Technology and Quantitative Sciences |
publishDate |
2006 |
url |
http://ir.uitm.edu.my/id/eprint/1736/ http://ir.uitm.edu.my/id/eprint/1736/1/PPb_NOOR%20MUNIRAH%20MD%20SAAD%20CS%2006_5%201.pdf |
first_indexed |
2023-09-18T22:46:15Z |
last_indexed |
2023-09-18T22:46:15Z |
_version_ |
1777417244637134848 |