Browsing USN Open Archive by Author "Jaafari, Abolfazl"
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Predicting Slope Stability Failure through Machine Learning Paradigms
Tien Bui, Dieu; Moayedi, Hossein; Gör, Mesut; Jaafari, Abolfazl; Foong, Loke Kok (Peer reviewed; Journal article, 2019)In this study, we employed various machine learning-based techniques in predicting factor of safety against slope failures. Different regression methods namely, multi-layer perceptron (MLP), Gaussian process regression ... -
The Feasibility of Three Prediction Techniques of the Artificial Neural Network, Adaptive Neuro-Fuzzy Inference System, and Hybrid Particle Swarm Optimization for Assessing the Safety Factor of Cohesive Slopes
Moayedi, Hossein; Tien Bui, Dieu; Gör, Mesut; Pradhan, Biswajeet; Jaafari, Abolfazl (Journal article; Peer reviewed, 2019)In this paper, a neuro particle-based optimization of the artificial neural network (ANN) is investigated for slope stability calculation. The results are also compared to another artificial intelligence technique of a ... -
Wildfire Probability Mapping: Bivariate vs. Multivariate Statistics
Jaafari, Abolfazl; Gholami, Davood Mafi; Pham, Binh Thai; Tien Bui, Dieu (Peer reviewed; Journal article, 2019)Wildfires are one of the most common natural hazards worldwide. Here, we compared the capability of bivariate and multivariate models for the prediction of spatially explicit wildfire probability across a fire-prone landscape ...