TY - GEN
T1 - Machine Learning for Flood Susceptibility Mapping of the Chennai Floods of 2023
AU - Shah, Aditya Goutam
AU - Nakhuda, Mohammed Sahil
AU - Kumar, Spandan
AU - Vaibhav Vipin, M.
AU - Vincent, Shweta
AU - Kumar, Om Prakash
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - Rapid and precise urban flood forecasting is crucial for promptly implementing preventive actions. This article presents a review of the literature focusing on soft computing techniques and algorithms for predicting urban floods. We also present two famous machine learning algorithms viz., Random Forest (RF) and XGBoost to create a Flood Susceptibility Map (FSM) for the city of Chennai in the state of Tamil Nadu, India based on the historical data of the 2023 floods of Chennai. A decent classification accuracy of 65% and 70% has been achieved using our approach for both RF and XGBoost algorithms respectively.
AB - Rapid and precise urban flood forecasting is crucial for promptly implementing preventive actions. This article presents a review of the literature focusing on soft computing techniques and algorithms for predicting urban floods. We also present two famous machine learning algorithms viz., Random Forest (RF) and XGBoost to create a Flood Susceptibility Map (FSM) for the city of Chennai in the state of Tamil Nadu, India based on the historical data of the 2023 floods of Chennai. A decent classification accuracy of 65% and 70% has been achieved using our approach for both RF and XGBoost algorithms respectively.
UR - https://www.scopus.com/pages/publications/85215325456
UR - https://www.scopus.com/pages/publications/85215325456#tab=citedBy
U2 - 10.1109/SPICES62143.2024.10779868
DO - 10.1109/SPICES62143.2024.10779868
M3 - Conference contribution
AN - SCOPUS:85215325456
T3 - Proceedings - 2024 IEEE International Conference on Signal Processing, Informatics, Communication and Energy Systems: Harmonizing Signals, Data, and Energy: Bridging the Digital Future, SPICES 2024
BT - Proceedings - 2024 IEEE International Conference on Signal Processing, Informatics, Communication and Energy Systems
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2024 IEEE International Conference on Signal Processing, Informatics, Communication and Energy Systems, SPICES 2024
Y2 - 20 September 2024 through 22 September 2024
ER -