Levenberg-Marquardt Flood Prediction for Sungai Isap Residence
The flood can cause wide destroy to property and life because of the supreme corrosive force and can be highly damaging. In order to decrease the damages cause by the flood, an Artificial Neural Network (ANN) model has been established to predict flood in Sungai Isap, Kuantan, Pahang, Malaysia. Thi...
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| Format: | Conference or Workshop Item |
| Language: | English |
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2016
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| Online Access: | http://umpir.ump.edu.my/id/eprint/16373/ http://umpir.ump.edu.my/id/eprint/16373/1/Levenberg%20Marquardt%20flood%20prediction%20for%20Sungai%20Isap%20Residence%20%28Khoo%20Chun%20Keong%29.pdf |
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ump-16373 |
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eprints |
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ump-163732018-04-11T01:24:33Z http://umpir.ump.edu.my/id/eprint/16373/ Levenberg-Marquardt Flood Prediction for Sungai Isap Residence Khoo, Chun Keong Mahfuzah, Mustafa Ahmad Johari, Mohamad M. H., Sulaiman Nor Rul Hasma, Abdullah Rosdiyana, Samad Pebrianti, Dwi TK Electrical engineering. Electronics Nuclear engineering The flood can cause wide destroy to property and life because of the supreme corrosive force and can be highly damaging. In order to decrease the damages cause by the flood, an Artificial Neural Network (ANN) model has been established to predict flood in Sungai Isap, Kuantan, Pahang, Malaysia. This model is able to imitate same as the brain thinking process and avoid any influence to the predict judgment. This study proposed Levenberg-Marquardt (LM) back-propagation with two different ratios that is (80%: 10%: 10%) and (70%: 15%: 15%) for training sample, testing sample, and validation sample. The data collected in terms of temperature, precipitation, dew point, humidity, sea level pressure, visibility, wind and river level data were collected from January 2013 until May 2015. The results are shown on the basic of mean square error (MSE) and regression (R). The prediction by Levenberg-Marquardt with 80% training sample was shown better result compared with 70% training sample. 2016 Conference or Workshop Item PeerReviewed application/pdf en http://umpir.ump.edu.my/id/eprint/16373/1/Levenberg%20Marquardt%20flood%20prediction%20for%20Sungai%20Isap%20Residence%20%28Khoo%20Chun%20Keong%29.pdf Khoo, Chun Keong and Mahfuzah, Mustafa and Ahmad Johari, Mohamad and M. H., Sulaiman and Nor Rul Hasma, Abdullah and Rosdiyana, Samad and Pebrianti, Dwi (2016) Levenberg-Marquardt Flood Prediction for Sungai Isap Residence. In: IEEE Conference on System, Process and Control (ICSPC 2016) , 16-18 December 2016 , Swiss-Garden Hotel & Residences Melaka. pp. 1-6.. (Unpublished) |
| repository_type |
Digital Repository |
| institution_category |
Local University |
| institution |
Universiti Malaysia Pahang |
| building |
UMP Institutional Repository |
| collection |
Online Access |
| language |
English |
| topic |
TK Electrical engineering. Electronics Nuclear engineering |
| spellingShingle |
TK Electrical engineering. Electronics Nuclear engineering Khoo, Chun Keong Mahfuzah, Mustafa Ahmad Johari, Mohamad M. H., Sulaiman Nor Rul Hasma, Abdullah Rosdiyana, Samad Pebrianti, Dwi Levenberg-Marquardt Flood Prediction for Sungai Isap Residence |
| description |
The flood can cause wide destroy to property and life because of the supreme corrosive force and can be highly
damaging. In order to decrease the damages cause by the flood, an Artificial Neural Network (ANN) model has been established to predict flood in Sungai Isap, Kuantan, Pahang, Malaysia. This model is able to imitate same as the brain thinking process and avoid any influence to the predict judgment. This study proposed Levenberg-Marquardt (LM) back-propagation with two different ratios that is (80%: 10%: 10%) and (70%: 15%: 15%) for training sample, testing sample, and validation sample. The data collected in terms of temperature, precipitation, dew point, humidity, sea level pressure, visibility, wind and river level data were collected from January 2013 until May 2015. The results are shown on the basic of mean square error (MSE) and regression (R). The prediction by Levenberg-Marquardt with 80% training sample was shown better result compared with 70% training sample.
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| format |
Conference or Workshop Item |
| author |
Khoo, Chun Keong Mahfuzah, Mustafa Ahmad Johari, Mohamad M. H., Sulaiman Nor Rul Hasma, Abdullah Rosdiyana, Samad Pebrianti, Dwi |
| author_facet |
Khoo, Chun Keong Mahfuzah, Mustafa Ahmad Johari, Mohamad M. H., Sulaiman Nor Rul Hasma, Abdullah Rosdiyana, Samad Pebrianti, Dwi |
| author_sort |
Khoo, Chun Keong |
| title |
Levenberg-Marquardt Flood Prediction for Sungai Isap Residence |
| title_short |
Levenberg-Marquardt Flood Prediction for Sungai Isap Residence |
| title_full |
Levenberg-Marquardt Flood Prediction for Sungai Isap Residence |
| title_fullStr |
Levenberg-Marquardt Flood Prediction for Sungai Isap Residence |
| title_full_unstemmed |
Levenberg-Marquardt Flood Prediction for Sungai Isap Residence |
| title_sort |
levenberg-marquardt flood prediction for sungai isap residence |
| publishDate |
2016 |
| url |
http://umpir.ump.edu.my/id/eprint/16373/ http://umpir.ump.edu.my/id/eprint/16373/1/Levenberg%20Marquardt%20flood%20prediction%20for%20Sungai%20Isap%20Residence%20%28Khoo%20Chun%20Keong%29.pdf |
| first_indexed |
2023-09-18T22:21:59Z |
| last_indexed |
2023-09-18T22:21:59Z |
| _version_ |
1777415717505728512 |