Assessment of land use change and sedimentation modelling on environmental health in Tropical river [Penilaian perubahan guna tanah dan permodelan sedimentasi ke atas kesihatan persekitaran di sungai bertropika]

Sediments are defined as the organic and inorganic materials or solid fragments derived from the weathering processes of sand, pebbles, silt, mud and loess. The objective of this research is to forecast sediment volume in the Lam Phra Phloeng reservoir by using the Neuro-genetic Optimizer model to c...

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Main Authors: Mohd Ekhwan, Toriman, Mohd Khairul Amri, Kamarudin, Roslan, Umar
Format: Article
Language:English
Published: Malaysian Society of Analytical Sciences 2015
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Online Access:http://eprints.unisza.edu.my/6974/1/FH02-ESERI-15-04696.jpg
http://eprints.unisza.edu.my/6974/
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spelling my-unisza-ir.69742022-09-13T04:31:32Z http://eprints.unisza.edu.my/6974/ Assessment of land use change and sedimentation modelling on environmental health in Tropical river [Penilaian perubahan guna tanah dan permodelan sedimentasi ke atas kesihatan persekitaran di sungai bertropika] Mohd Ekhwan, Toriman Mohd Khairul Amri, Kamarudin Roslan, Umar GE Environmental Sciences Sediments are defined as the organic and inorganic materials or solid fragments derived from the weathering processes of sand, pebbles, silt, mud and loess. The objective of this research is to forecast sediment volume in the Lam Phra Phloeng reservoir by using the Neuro-genetic Optimizer model to calculate the sediment volume from runoff, rainfall, and sediment volume data. The results from satellite imagery interpretation elucidated that from 2002 to 2005, forest area decreased approximately 50,220 km2 or 36 %, and was converted to agricultural land. By applying the USLE equation, the soil erosion area was found to increase approximately 185,341 tons/year between 2002 and 2005. This result illustrated that the impact of land use change greatly increased sedimentation volume. In applying the Neuro-genetic Optimizer model, the learning rate and momentum of this model was 0.9 and 0.1, respectively, and the initial weight value was +/-3. The model forecasted the annual sediment volume in the Lam Phra Phloeng reservoir in 2005 to be 49,855 tons with R2 equals to 0.9994. The regression model, on the other hand, forecasted the sediment volume using the equation Y=198. 48x 1.1783 with R2 equals to 0.9974, and the annual sediment volume was estimated to be 45,346 tons. The actual sediment volume in the reservoir in 2005 was obtained from The Royal Irrigation Department, which was found to be 48,697 tons. Malaysian Society of Analytical Sciences 2015 Article PeerReviewed image en http://eprints.unisza.edu.my/6974/1/FH02-ESERI-15-04696.jpg Mohd Ekhwan, Toriman and Mohd Khairul Amri, Kamarudin and Roslan, Umar (2015) Assessment of land use change and sedimentation modelling on environmental health in Tropical river [Penilaian perubahan guna tanah dan permodelan sedimentasi ke atas kesihatan persekitaran di sungai bertropika]. Malaysian Journal of Analytical Sciences, 19 (6). pp. 1335-1347. ISSN 13942506
institution Universiti Sultan Zainal Abidin
building UNISZA Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Sultan Zainal Abidin
content_source UNISZA Institutional Repository
url_provider https://eprints.unisza.edu.my/
language English
topic GE Environmental Sciences
spellingShingle GE Environmental Sciences
Mohd Ekhwan, Toriman
Mohd Khairul Amri, Kamarudin
Roslan, Umar
Assessment of land use change and sedimentation modelling on environmental health in Tropical river [Penilaian perubahan guna tanah dan permodelan sedimentasi ke atas kesihatan persekitaran di sungai bertropika]
description Sediments are defined as the organic and inorganic materials or solid fragments derived from the weathering processes of sand, pebbles, silt, mud and loess. The objective of this research is to forecast sediment volume in the Lam Phra Phloeng reservoir by using the Neuro-genetic Optimizer model to calculate the sediment volume from runoff, rainfall, and sediment volume data. The results from satellite imagery interpretation elucidated that from 2002 to 2005, forest area decreased approximately 50,220 km2 or 36 %, and was converted to agricultural land. By applying the USLE equation, the soil erosion area was found to increase approximately 185,341 tons/year between 2002 and 2005. This result illustrated that the impact of land use change greatly increased sedimentation volume. In applying the Neuro-genetic Optimizer model, the learning rate and momentum of this model was 0.9 and 0.1, respectively, and the initial weight value was +/-3. The model forecasted the annual sediment volume in the Lam Phra Phloeng reservoir in 2005 to be 49,855 tons with R2 equals to 0.9994. The regression model, on the other hand, forecasted the sediment volume using the equation Y=198. 48x 1.1783 with R2 equals to 0.9974, and the annual sediment volume was estimated to be 45,346 tons. The actual sediment volume in the reservoir in 2005 was obtained from The Royal Irrigation Department, which was found to be 48,697 tons.
format Article
author Mohd Ekhwan, Toriman
Mohd Khairul Amri, Kamarudin
Roslan, Umar
author_facet Mohd Ekhwan, Toriman
Mohd Khairul Amri, Kamarudin
Roslan, Umar
author_sort Mohd Ekhwan, Toriman
title Assessment of land use change and sedimentation modelling on environmental health in Tropical river [Penilaian perubahan guna tanah dan permodelan sedimentasi ke atas kesihatan persekitaran di sungai bertropika]
title_short Assessment of land use change and sedimentation modelling on environmental health in Tropical river [Penilaian perubahan guna tanah dan permodelan sedimentasi ke atas kesihatan persekitaran di sungai bertropika]
title_full Assessment of land use change and sedimentation modelling on environmental health in Tropical river [Penilaian perubahan guna tanah dan permodelan sedimentasi ke atas kesihatan persekitaran di sungai bertropika]
title_fullStr Assessment of land use change and sedimentation modelling on environmental health in Tropical river [Penilaian perubahan guna tanah dan permodelan sedimentasi ke atas kesihatan persekitaran di sungai bertropika]
title_full_unstemmed Assessment of land use change and sedimentation modelling on environmental health in Tropical river [Penilaian perubahan guna tanah dan permodelan sedimentasi ke atas kesihatan persekitaran di sungai bertropika]
title_sort assessment of land use change and sedimentation modelling on environmental health in tropical river [penilaian perubahan guna tanah dan permodelan sedimentasi ke atas kesihatan persekitaran di sungai bertropika]
publisher Malaysian Society of Analytical Sciences
publishDate 2015
url http://eprints.unisza.edu.my/6974/1/FH02-ESERI-15-04696.jpg
http://eprints.unisza.edu.my/6974/
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