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...

Full description

Bibliographic Details
Main Author: Md Saad, Noor Munirah
Format: Student Project
Language:English
Published: Faculty of Information Technology and Quantitative Sciences 2006
Subjects:
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
id uitm-1736
recordtype eprints
spelling 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 [Student Project] (Unpublished)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