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1
Erosion Susceptibility mapping using Machine Learning and GIS: A case study of Kelantan
Published 2020“…Therefore, this project is focused on predicting the location of soil erosion by using logistic regression Machine Learning algorithm and GIS. …”
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Final Year Project -
2
Visualization of dengue incidences using expectation maximization (EM) algorithm
Published 2017“…The aim of this study was to use the geographical information system (GIS) to visualize the dengue incidences on a weekly basis in Selangor, Malaysia. …”
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Article -
3
Development of web-based GIS for traffic management system with obstacle avoidance technique using open source software
Published 2014“…A web-based traffic management system was developed using open source software in this study. Verification of the shortest path calculation result obtained from the traffic management system was done via comparison of the performance and result with the use of Quantum GIS (QGIS) software and Waze application. …”
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Thesis -
4
Easy to use remote sensing and GIS analysis for landslide risk assessment
Published 2018“…AHP method, Weights of evidence model, and back propagation method have been applied for weighting the factors. We found that using ANN algorithm with more than ten factors will give high accuracy result especially if the validation performs by field surveys data.…”
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5
Analysis of Spatiotemporal Land Use and Land Cover Changes using Remote Sensing and GIS: A Review
Published 2018“…However, these articles studied the LULC, classification, changes and change detection analysis, using different methods and software of RS and G.I.S. …”
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Article -
6
GIS-based air quality modelling: spatial prediction of PM10 for Selangor State, Malaysia using machine learning algorithms
Published 2021“…Spatially processed data such as NDVI, SAVI, BU, LST, Ws, slope, elevation, and road density was used for the modelling. The model was trained with 70 of the dataset, while 30 was used for cross-validation. …”
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7
Group-based Decision Support for Flood Hazard Forecasting: A Geospatial Technology-based Group Analytic Hierarchy Process Approach
Published 2013“…These results were further validated using the known Flood Extent Extraction Model developed based on a Minimum Distance Algorithm embedded in ENVI 4.8 software and the Consistency Ratio (CR). …”
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Spatial Simulation for Flood Disaster Forecasting: A Geospatial Technology-based Group Analytic Hierarchy Process Approach
Published 2013“…In validating the robustness of the result, known Flood Extent Extraction Model developed based on a Neural Network Algorithm embedded in ENVI 4.8 software was used. …”
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Conference or Workshop Item -
10
Mapping of the air pollution dispersion in the Klang Valley using remote sensing and GIS techniques / Suharti Ismail
Published 2007“…The software packages used are mainly Erdas Imagine (digital data processing) and ArcGIS (Kriging technique). …”
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Thesis -
11
Investigating and developing the best method in shortest path for implementing a geographical information system (e-map) for Peninsular Malaysia
Published 2005“…Assessment will be done by calculating the algorithm complexion and runtime using the computer. …”
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Monograph -
12
Land Use Changes in Jeli, Kelantan
Published 2013“…Land use change pattern can be obtained via spatial analysis using Geographical Information System (GIS) and acquiring satellite imagery in remote sensing. …”
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Undergraduate Final Project Report -
13
Modeling of CO emissions from traffic vehicles using artificial neural networks
Published 2019“…The hybrid model was developed based on the integration of GIS and the optimized Artificial Neural Network algorithm that combined with the Correlation based Feature Selection (CFS) algorithm to predict the daily vehicular CO emissions and generate prediction maps at a microscale level in a small urban area by using a field survey and open source data, which are the main contributions to this paper. …”
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Article -
14
Rockfall hazard assessment based on airborne laser scanning data and GIS in tropical region
Published 2016“…After the rockfall source areas were identified, rockfall modelling has been done using 3D rockfall model integrated into GIS software. …”
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Thesis -
15
Hybrid Spatial-Artificial Intelligence Approach for Renewable Energy Sources Sites Identification and Integration in Sarawak State
Published 2022“…It is followed by identifying RES sites using spatial data and Multi-Criteria Decision Making-Analytical Hierarchy Process (MCDM-AHP) algorithm. …”
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Thesis -
16
Landslide susceptibility mapping using decision-tree based chi-squared automatic interaction detection (CHAID) and logistic regression (LR) integration
Published 2014“…This new algorithm was developed to overcome the subjectivity of the manual categorization of scale data of landslide conditioning factors, and to predict rainfall-induced susceptibility map in Kuala Lumpur city and surrounding areas using geographic information system (GIS). …”
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Conference or Workshop Item -
17
Generating vulnerability maps of dengue incidences for Petaling district in Malaysia
Published 2016“…Clustering is performed on this data using centroid and distribution models that are representatives of K-means and the Expectation Maximization (EM) algorithms, respectively. …”
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Conference or Workshop Item -
18
group-based decision support for flood hazard forecasting: A geospatial technology-based group analytic hierarchy process approach
Published 2014“…These results were further validated using the known Flood Extent Extraction Model developed based on a Minimum Distance Algorithm embedded in ENVI 4.8 software and the Consistency Ratio (CR). …”
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Article -
19
Development Of Distributed Grid-Based Hydrological Model And Floodplain Inundation Management System
Published 2008“…The land use/cover classes were derived from interpreted information of Landsat TM imagery using the combined object-oriented segmentation - fuzzy logic algorithm. …”
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Thesis -
20
Digital Quran With Storage Optimization Through Duplication Handling And Compressed Sparse Matrix Method
Published 2024thesis::doctoral thesis
