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Operations Research, Systems Engineering and Industrial Engineering

Missouri University of Science and Technology

Doctoral Dissertations

Theses/Dissertations

2022

Neural Networks

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Development Of Flood Prediction Models Using Machine Learning Techniques, Bhanu Kanwar Aug 2022

Development Of Flood Prediction Models Using Machine Learning Techniques, Bhanu Kanwar

Doctoral Dissertations

"Flooding and flash flooding events damage infrastructure elements and pose a significant threat to the safety of the people residing in susceptible regions. There are some methods that government authorities rely on to assist in predicting these events in advance to provide warning, but such methodologies have not kept pace with modern machine learning. To leverage these algorithms, new models must be developed to efficiently capture the relationships among the variables that influence these events in a given region. These models can be used by emergency management personnel to develop more robust flood management plans for susceptible areas. The research …