August 16, 2025Sustainable Marine StructuresOpen Access

Machine Learning Models for Early Warning of Coastal Flooding and Storm Surges

View Full Paper

Ask AI

Bookmark

Authors

PGPuja Gholap RGRanjana Waman GoreMIT Art, Design and Technology University DDDipa Dattatray Dharmadhikari

Discussion

Member takes

Implication

This review evaluates machine learning techniques improving early warning systems for coastal flooding and storm surges, highlighting significant implementation challenges.

Key Points

Machine learning models enhance early warning systems for coastal flooding and storm surges, improving disaster preparedness.
Key insights include a comparative framework for model performance across geographic settings, indicating areas for improvement.
The review assesses various machine learning architectures like ANN, CNN, and LSTM for predicting coastal flood events effectively.
Future research should address limitations in AI-driven models, including data scarcity and the need for hybrid modeling approaches.

Cite This Study

Gholap et al. (2025) studied this question.

synapsesocial.com/papers/68c23626b210217d64773448 https://doi.org/10.36956/sms.v7i3.2438

View Full Paper

Ask AI

Bookmark

Implication

This review evaluates machine learning techniques improving early warning systems for coastal flooding and storm surges, highlighting significant implementation challenges.

Machine Learning Models for Early Warning of Coastal Flooding and Storm Surges

Discussion

Member takes

Implication

Key Points

Cite This Study

Machine Learning Models for Early Warning of Coastal Flooding and Storm Surges

Discussion

Member takes

Implication

Key Points

Cite This Study

Also Consider

Also Consider