PEER-REVIEWED JOURNAL ARTICLES
PEER-REVIEWED JOURNAL ARTICLES
Roy, B., Goodall, J. L., McSpadden, D., Goldenberg, S., Schram, M., Wang, Y., & Kumar, C. Embedding Physics into Machine Learning Surrogate Models for Street-scale Nuisance Flood Forecasting.
Roy, B., Goodall, J. L., McSpadden, D., Kumar, C., Goldenberg, S., Wang, Y., & Schram, M. Applying Transfer Learning for Street-Scale Nuisance Flood Forecasting in Coastal-Urban Cities.
Wang, Y., Goodall, J. L., Kumar, C., McSpadden, D., Barbosa, S. A., Roy, B., and Tahvildari, N. Spatiotemporal Flood Forecasting in Coastal Urban Areas Using a CNN-LSTM Surrogate Model.
Roy, B., Goodall, J. L., McSpadden, D., Goldenberg, S., & Schram, M. (2025). Forecasting Multi-Step-Ahead Street-Scale Nuisance Flooding using seq2seq LSTM Surrogate Model for Real-Time Applications in a Coastal-Urban City. Journal of Hydrology, 132697.
Morsy, M. M., Roy, B., Shen, Y., Sadler, J. M., Chen, A. B., Zahura, F. T., & Goodall, J. L. (2024). Quantifying the Impact of Climate Change on Peak Stream Discharge for Watersheds of Varying Sizes in the Coastal Plain of Virginia. Journal of Hydrologic Engineering, 29(3), 04024012.
McSpadden, D., Goldenberg, S., Roy, B., Schram, M., Goodall, J. L., & Richter, H. (2024). A comparison of machine learning surrogate models of street-scale flooding in Norfolk, Virginia. Machine Learning with Applications, 15, 100518.
Choi, Y. D., Roy, B., Nguyen, J., Ahmad, R., Maghami, I., Nassar, A., ... & Goodall, J. L. (2023). Comparing containerization-based approaches for reproducible computational modeling of environmental systems. Environmental Modelling & Software, 105760.
Chowdhury, M. E., Islam, A. S., Lemans, M., Hegnauer, M., Sajib, A. R., Pieu, N. M., Das, M.K., Shadia, N., Haque, A., Roy, B..... & Bhuyan, A. (2022). An efficient flash flood forecasting system for the un-gaged Meghna basin using open-source platform Delft-FEWS. Environmental Modelling & Software, 105614.
Shampa, S., Roy, B., Hussain, M. M., Islam, A. S., Rahman, M. A., & Mohammed, K. (2022). Assessment of Flood Hazard in Climatic Extreme Considering Fluvio-Morphic Responses of the Contributing River: Indications from the Brahmaputra-Jamuna’s Braided Plain. GeoHazards, 3(4), 465-491.
Roy, B., Islam, G. M. T., Islam, A. S., Bhattacharya, B., & Khan, M. J. U. (2022). Trend analysis of pre-monsoon flash floods for the northeast Haor region of Bangladesh to assess the impact on Boro crop productivity. Water Productivity Journal, 2(2), 5-36.
Roy, B., Khan, M., Mostafa, S., Saiful Islam, A. K. M., Khan, M., Uddin, J., & Mohammed, K. (2021). Integrated flood risk assessment of the Arial Khan River under changing climate using IPCC AR5 risk framework. Journal of Water and Climate Change, 12(7), 3421.
Roy, B., Khan, M. S. M., Islam, A. S., Mohammed, K., & Khan, M. J. U. (2021). Climate-induced flood inundation for the Arial Khan River of Bangladesh using open-source SWAT and HEC-RAS model for RCP8. 5-SSP5 scenario. SN Applied Sciences, 3(6), 1-13.
Roy, B., Islam, A. S., Islam, G. T., Khan, M. J. U., Bhattacharya, B., … & Pieu, N. M. (2019). Frequency Analysis of Flash Floods for Establishing New Danger Levels for the Rivers in the Northeast Haor Region of Bangladesh. Journal of Hydrologic Engineering, 24(4), 05019004.
Kumar, C., McSpadden, D., Schram, M. Richter, H., Wang, Y., Roy, B., & Goodall, J. L (2025). AI-Driven Temporal Super-Resolution for Flooding Prediction in Norfolk, Virginia. NeurIPS 2025 Workshop on Tackling Climate Change with Machine Learning. San Diego, USA.
Kumar, C., McSpadden, D., Goldenberg, S., Schram, M., Richter, H., Wang, Y., Roy, B., & Goodall, J. L. (2024). Location Invariant Flood Prediction using Fourier Neural Operator. ICMLA 2024, Miami, Florida, USA.
Goldenberg, S., Mcspadden, D., Roy, B., Schram, M., Goodall, J. L., & Richter, H. (2023). Uncertainty Quantified Machine Learning for Street Level Flooding Predictions in Norfolk, Virginia. NeurIPS 2023 Workshop on Tackling Climate Change with Machine Learning: Blending New and Existing Knowledge Systems. New Orleans, USA.
Roy, B., Rahman, A., Haque, A., Dollan, I. J. (2021). Development of a Regression Model for Runoff of Surma River by Multiple Regression Analysis. Proceedings of the 5th International Conference on Advances in Civil Engineering (ICACE 2020), Chattogram, Bangladesh, 1418-1425.
Huque, Z.T., Joyee, F.S., Roy, B., Khan, S. M. (2021). Flood Inundation Mapping of Kushiyara River using Hecras 1D/2D Coupling Model. Proceedings of the 5th International Conference on Advances in Civil Engineering (ICACE 2020), Chattogram, Bangladesh, 1133-1141.
Roy, B., Islam, G. M. T., Islam, A.K.M. S., Bhattacharya B., & Khan, M. J. U. (2019). Trend Analysis of Pre-Monsoon Flash Flood of the North-East Haor Region of Bangladesh. Proceedings of the 7th International Conference on Water and Flood Management (ICWFM 2019), Dhaka, Bangladesh, pp. 53-54.
Roy B., Islam, A.K.M. S., & Islam, G. M. T. (2017). Recommending new warning levels for the river system of the haor region of Bangladesh in forecasting flash floods. Proceedings of the 6th International Conference on Water and Flood Management (ICWFM 2017), Dhaka, Bangladesh, pp. 39 – 48.
Islam, M. R., Roy, B., Haque, S., Rahman, M. M., Dustegir, M., Nakagawa, H., & Hasegawa, Y. (2017). Preliminary Measurement along an Eroding Bend in a Sand Bed Braided River Using Acoustic Doppler Current Profiler. Proceedings of the International Conference on Engineering Research, Innovation and Education 2017 (ICERIE 2017), SUST, Sylhet, Bangladesh, pp. 60 – 66.
Roy B., & Saha P. (2016). Temporal Analysis of Land Use Pattern Changes in Chittagong District of Bangladesh using Google Earth and ArcGIS. Proceedings of the Annual International Conference on Chemical Processes, Ecology & Environmental Engineering (ICCPEE 2016), Pattaya, Thailand, pp. 243-248.
Roy, B., Haider, M. R., & Yunus, A. (2016). A Study on Hydrodynamic and Morphological Behavior of Padma River using Delft3D Model. Proceedings of the 3rd International Conference on Civil Engineering for Sustainable Development (ICCESD 2016), Khulna, Bangladesh, pp. 561-572.
AGU 2024 | Roy, B., Goodall, J. L., McSpadden, D., Goldenberg, S., Schram, M., Wang, Y., & Kumar, C. Advancing Machine Learning Surrogate Models for Urban Street-Scale Flood Forecasting through Transfer Learning. AGU Annual Meeting, December 9-13, 2024, Washington DC, USA.
AGU 2023 | Roy, B., Goodall, J. L., Schram, M., McSpadden, D., Goldenberg, S. (2023). Application of LSTM and seq2seq LSTM Surrogate Models for Forecasting Multi-step-ahead Nuisance Flooding of Flood-vulnerable Streets in Norfolk, Virginia. AGU Annual Meeting, December 11-15, 2023, San Franciso, CA, USA.
CCI 2023 | Roy, B., Goodall, J. L., Schram, M., McSpadden, D., Goldenberg, S. (2023). Forecasting Street-Scale Flooding using a Machine-Learning Surrogate Model: A Case Study for Norfolk Virginia. Commonwealth Cyber Initiative (CCI), Richmond, VA, USA.
AGU 2020 | Shampa, S., Roy, B., Rahman, M.A., Hussain, M.M. (2020). Morpho-dynamic Responses of Braided Bars in Climate Extreme, AGU Fall Meeting 2020, USA.
ICWFM 2019 | Roy, B., Islam, G. M. T., Islam, A.K.M. S., Bhattacharya B., & Khan, M. J. U. (2019). Trend Analysis of Pre-Monsoon Flash Flood of the North-East Haor Region of Bangladesh. 7th International Conference on Water and Flood Management (ICWFM 2019), Dhaka, Bangladesh.
ICWFM 2017 | Roy B., Islam, A.K.M. S., & Islam, G. M. T. (2017). Recommending new warning levels for the river system of the Haor region of Bangladesh in forecasting flash floods. 6th International Conference on Water and Flood Management (ICWFM 2017), Dhaka, Bangladesh.
Roy, B., Khan, S. M., Islam, A.K.M. S., Mohammad, K., & Khan, J.U. (2018). A Study on Monsoon Flood Hazard of Arial Khan River Floodplain under Future Climate Change Scenario. 2018 International Workshop for Young Scientists of the Hindu Kush Himalayan, Beijing, China.
World's Large Rivers 2017 | Roy, B., Shampa, Dustegir, M. M., Islam, M. R., Haque, S., Rahman, M. M., & Haque, A. (2017). Simulation of Flow Field along the Jamuna River of Bangladesh. 3rd International Conference on the Status and Future of the World's Large Rivers, New Delhi, India.