Data-Driven Research on Environment and AI Modelling
Advancing sustainable solutions through data-driven environmental modelling and AI
Collaborate With UsThe Data-Driven Research on Environment and AI Modelling (DREAM) Lab at Jagannath University is at the forefront of interdisciplinary research, combining environmental science, geography, and cutting-edge AI technologies.
Our lab brings together experts from diverse fields to tackle complex environmental challenges through innovative data analysis, machine learning, and deep learning approaches. We focus on developing sustainable solutions for environmental conservation, disaster management, and ecological preservation.
Our collaborative environment fosters creativity and innovation, providing students and researchers with the resources and mentorship needed to make significant contributions to environmental science and AI applications.
To advance environmental science through innovative data-driven research, develop AI-based solutions for environmental challenges, and foster interdisciplinary collaboration to address pressing ecological issues.
To become a leading research hub in environmental AI modelling, recognized globally for developing sustainable solutions that balance technological advancement with ecological preservation for future generations.
Combining field data collection with advanced machine learning techniques to model complex environmental systems, predict ecological changes, and develop strategies for sustainable resource management.
Developing computational models to simulate environmental processes, predict changes, and assess human impact on ecosystems.
Using AI to predict natural disasters, model their impacts, and develop effective response strategies.
Studying biodiversity patterns, ecosystem dynamics, and conservation strategies using data-driven approaches.
Applying ML algorithms to analyze environmental data, identify patterns, and make predictions about ecological changes.
Utilizing deep neural networks for complex environmental data analysis, image recognition, and predictive modeling.
Analyzing climate patterns, assessing impacts, and developing mitigation strategies through data science.
Professor & Lab Supervisor
Department of Geography and Environment, Jagannath University
Dr. N M Refat Nasher is an Associate Professor in the Department of Geography & Environment at Jagannath University, Dhaka, Bangladesh. He holds a Ph.D. in Human Environmental Science from Kobe University, Japan, and both M.Sc. and B.Sc. degrees in Geography & Environment from the University of Dhaka.
Dr. Nasher’s interdisciplinary research spans the fields of Geographic Information Systems (GIS), Remote Sensing, hydro-geochemistry, environmental risk assessment, and climate change impact studies. His work focuses particularly on environmental monitoring and water resource management in vulnerable ecosystems across South Asia.
With over 25 peer-reviewed publications to his name, Dr. Nasher has made notable contributions to remote sensing-based ecological assessment, including pioneering work on the Remote Sensing Ecological Index (RSEI) in urban settings, satellite-derived drought analysis, and the application of AI and deep learning for river flow forecasting. His current research investigates water use efficiency and drought dynamics using MODIS time-series data, and he has led studies on creek water contamination in the Chittagong Hill Tracts and heavy metal pollution in urban lakes.
In addition to his research, Dr. Nasher serves as a dedicated mentor, supervising MSc and BSc theses in environmental science and GIS. He is also an adjunct faculty member at Bangladesh University of Professionals (BUP) and East West University, contributing to graduate-level teaching and collaborative research.
Dr. Nasher's work supports the advancement of data-driven environmental planning and sustainable resource management in the context of climate change. His scholarly efforts continue to inform national policy, improve urban ecological resilience, and promote scientific innovation through cross-disciplinary research and education
Our lab is comprised of dedicated researchers, graduate students, and collaborators who are passionate about using data science and AI to solve environmental challenges. Meet the talented individuals driving our research forward.
View Full TeamDepartment of Geography and Environment
Jagannath University
Dhaka 1100, Bangladesh
dreamlabjnu@gmail.com
+880 2 XXXX XXXX
We welcome collaborations with researchers, institutions, and industry partners. Whether you're a student interested in joining our lab or an organization seeking research partnerships, we'd love to hear from you.
Our lab offers opportunities for:
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