FUNDED RESEARCH

Professor Pradhan’s research focuses on the integration of geospatial science, GeoAI, remote sensing, Earth observation, and spatial modelling to address major environmental, engineering, infrastructure, and natural hazard challenges.

 

His research is strongly interdisciplinary and aligns with the following ANZSRC 2020 Fields of Research (FoR):

  • Geospatial information systems and geospatial data modelling (401302)
  • Photogrammetry and remote sensing (401304)
  • Cartography and digital mapping (401301)
  • Surveying, including hydrographic surveying (401306)
  • Natural hazards (370903)
  • Modelling and simulation (460207)
  • Spatial data and applications (460106)
  • Image processing (460306)
  • Computational modelling and simulation in earth sciences (370401)
  • Geomorphology and earth surface processes (370901)
  • Environmental assessment and monitoring (410402)
  • Environmental management (410404)
  • Natural resource management (410406)
  • Artificial intelligence (4602)
  • Machine learning (4611)

 

His key research interests include:

  • GeoAI and machine learning for Earth observation
  • Remote sensing and advanced image processing
  • GIS, spatial analytics, and complex modelling
  • Geocomputing and soft computing techniques
  • Natural hazards and disaster risk reduction
  • Landslide, flood, debris-flow, drought, and soil-erosion modelling
  • Environmental and natural resource management
  • Satellite-based monitoring and high-resolution spatial analysis
  • Spatial decision-support systems and risk assessment
  • Climate-change impacts and environmental resilience
  • Infrastructure monitoring and geospatial asset intelligence

 

Professor Pradhan has successfully completed 23 major research projects with a combined value exceeding AUD 19 million.

His current and recent research projects include:

  • Development of optimised spatial models for orthorectification of high-resolution satellite imagery for urban applications
  • Catchment-scale studies of rainfall-induced debris flows using high-resolution satellite imagery and statistical spatial modelling techniques
  • Development of model-builder frameworks for natural hazard assessment and risk ranking
  • Application of GeoAI and Earth observation data for landslide and flood susceptibility mapping
  • Advanced remote sensing approaches for environmental monitoring, infrastructure assessment, and disaster resilience
  • AI-enabled geospatial decision-support systems for environmental risk assessment and sustainable planning

FUNDED RESEARCH

  • GRANT
    Tracking phenology changes linked to climate change and biodiversity loss
    Australian Research Council1 Jul 2026 - 30 Jun 2029
    People funded by this grant:
    • Huete A,
    • STUDENT 2 S2,
    • Marie,
    • Pradhan B,
    • Student 1 S1
    ARC Discovery Projects - (DP260100528)
  • GRANT
    Reducing the error in Yield Estimation: Exploring and Evaluating Novel Yield Factors for impact as part of an already diverse set
    SmartSat CRC Limited21 Feb 2025 - 21 Nov 2027
    People funded by this grant:
    SmartSat CRC - (P3-48)
  • GRANT
    Improving Crop Monitoring and Access to Information by Smallholder Farmers and Government Decision-Makers in Vietnam
    DEPARTMENT OF FOREIGN AFFAIRS & TRADE28 Feb 2024 - 31 Aug 2026
    People funded by this grant:
    • Pradhan B,
    • Nat Parker,
    • Nguyen LD,
    • Loren Otto,
    • Apan A
    Aus4innovation
  • GRANT
    AI-powered digital transformation for the smart circular economy
    Commonwealth Scientific and Industrial Research Organisation1 Feb 2024 - 31 Jul 2027
    People funded by this grant:
    CSIRO - Next Generation Graduates Program
  • GRANT
    Modernise geotechnical investigation and analysis with machine learning
    Australian Research Council24 May 2023 - 31 Dec 2026
    People funded by this grant:
    ARC Discovery Projects - (DP230100678)
  • GRANT
    Australian Research Council24 May 2023 - 31 Dec 2026
    People funded by this grant:
  • CONTRACT RESEARCH
    Analyzing spatio-temporal vegetation trends in South Korea
    National Institute of Ecology, Republic of Korea24 Nov 2022 - 2 Feb 2023
    People funded by this grant:
    • Pradhan B,
    • Dikshit A
    National Institute of Ecology, Republic of Korea - Contract Research
  • CONTRACT RESEARCH
    A Knowledge Graph for Health Querying Health Data
    Surround Australia Pty Ltd10 Nov 2021 - 1 Apr 2022
    People funded by this grant:
    Surround Australia
  • GRANT
    Merging data science, satellite pollen surveillance, & geospatial methods for tracking respiratory disease health impacts
    University of Technology Sydney31 Jul 2019 - 31 Dec 2020
    People funded by this grant:
    UTS Collaboration
  • CONTRACT RESEARCH
    Automating Transfer Learning in Credit Risk
    Rich Data Corporation (Australia) Pty Ltd1 Jun 2019 - 31 Mar 2020
    People funded by this grant:
    Rich Data