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Shouthiri Partheepan

Central Queensland University (CQUniversity)

SCHOLARLY PAPERS

3

DOWNLOADS

240

TOTAL CITATIONS

2

Scholarly Papers (3)

Modelling Bushfire Severity and Predicting Future Trends in Australia Using Remote Sensing and Machine Learning

Environmental Modelling Software, Forthcoming
Number of pages: 36 Posted: 13 Nov 2024
Shouthiri Partheepan, Farzad Sanati and Jahan Hassan
Central Queensland University (CQUniversity), Central Queensland University (CQUniversity) and Central Queensland University (CQUniversity)
Downloads 63 (957,329)

Abstract:

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Natural disaster, Bushfire severity, NBR, NDVI, Predictive model

Modelling Bushfire Severity and Predicting Future Trends in Australia Using Remote Sensing and Machine Learning

Number of pages: 36 Posted: 06 Nov 2024
Shouthiri Partheepan, Farzad Sanati and Jahan Hassan
Central Queensland University (CQUniversity), Central Queensland University (CQUniversity) and Central Queensland University (CQUniversity)
Downloads 37 (1,252,562)
Citation 2

Abstract:

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Natural disaster, Bushfire severity, NBR, NDVI, Predictive model

Integrating Physics-Informed Fire Spread Modelling with Encoder–Decoder LSTM Forecasting for Wildfire Trajectory and Area Prediction

Number of pages: 42 Posted: 06 Jan 2026
Shouthiri Partheepan, Farzad Sanati and Jahan Hassan
Central Queensland University (CQUniversity), Central Queensland University (CQUniversity) and Central Queensland University (CQUniversity)
Downloads 50 (1,095,444)

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wildfire trajectory prediction, encoder-decoder LSTM, synthetic simulation data, fire modelling, wildfire forecasting.

Integrating Physics-Informed Fire Spread Modelling with Encoder–Decoder LSTM Forecasting for Wildfire Trajectory and Area Prediction

Number of pages: 42 Posted: 06 Jan 2026
Shouthiri Partheepan, Farzad Sanati and Jahan Hassan
Central Queensland University (CQUniversity), Central Queensland University (CQUniversity) and Central Queensland University (CQUniversity)
Downloads 47 (1,144,483)

Abstract:

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wildfire trajectory prediction, encoder-decoder LSTM, synthetic simulation data, fire modelling, wildfire forecasting.

3.

A Framework for Predicting Bushfire Severity with Machine Learning and Deep Learning Models Based on Satellite Data

Number of pages: 33 Posted: 14 May 2025
University of Vavuniya, Central Queensland University (CQUniversity), Central Queensland University (CQUniversity), Central Queensland University (CQUniversity) and Central Queensland University (CQUniversity) - School of Engineering and Technology
Downloads 43 (1,157,785)

Abstract:

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bushfire, computational efficiency, Deep Learning, Machine learning, satellite-derived data