Completed Projects

Drought Vulnerability Mapping of Puntland, Somalia

Remote sensing-based drought assessment for water security planning

Freshwater Quality Assessment of Pechiparai Dam

Surface water quality estimation using Sentinel multispectral indices

Water Quality Modelling — Manimala River Basin

Watershed-level physico-chemical water quality interpretation

Crop Water Requirement Analysis — Manargudi

CROPWAT-based irrigation and evapotranspiration analysis

Crop Water Requirement — Manargudi (CROPWAT)

Irrigation demand modelling under varying climatic conditions

Forest Fire Risk Zonation — Nainital

AHP-based multi-criteria forest fire hazard assessment

Landslide Susceptibility — Devikulam (Fuzzy Logic)

Fuzzy membership integration of terrain and geological parameters

Landslide Risk Assessment — Vythiri Taluk (AHP)

Weighted overlay hazard zonation using expert-driven criteria

Landslide Susceptibility — Wayanad (Machine Learning)

Random Forest / SVM spatial prediction with multi-criteria datasets

Landslide Susceptibility — Nilgiri Hills (ML)

Terrain, geological and hydrological variables for predictive mapping

Coastal Erosion Assessment — Kanyakumari (SAR)

Shoreline dynamics and erosion-accretion using Sentinel-1 radar

Coastal Dynamics — West Coast of Kanyakumari

Field geomorphology, beach profiling and GIS-based interpretation

Ocean Colour & Coastal Water Quality — Kanyakumari

Sentinel-3 chlorophyll, turbidity and coastal productivity mapping

Coastal Vulnerability Index — Kanyakumari Coast

Geomorphology, wave dynamics and tidal data assessment

Mangrove Dynamics & Flood Mapping — Pichavaram

Multi-date satellite mangrove change and flood-prone area analysis

Carbon Sequestration Potential Mapping — Cuddalore

Biomass estimation using spectral indices and land cover data

Wildlife Corridor Mapping — Southern Cassowary, Queensland

Habitat connectivity modelling using landscape metrics and fire risk

Wildlife Corridor — Tasmanian Devil

Least-cost path and habitat suitability under fire vulnerability

Soil Mapping & RUSLE Erosion Modelling — Kerala

Spatial soil characterisation combined with erosion risk assessment

Solar Farm Site Suitability — Brandenburg, Germany

GIS–MCDA integration for optimal solar installation siting

Rubber Plantation Change Analysis — Kilimanoor

Multi-temporal mapping of plantation expansion dynamics

Urban Heat Island Mapping — Nagercoil

Landsat thermal anomaly detection and QGIS neural network classification

Urban Sprawl Dynamics — Entropy-Based Metrics

Quantification of urban expansion through entropy modelling

UTCI Heat Stress Modelling — Kochi

Sentinel-2 based human thermal comfort pattern modelling

Waste Collection Route Optimisation — Kollam

GIS-based network analysis for efficient waste collection routing

Waste Disposal Site Suitability — Tenkasi (AHP)

Multi-criteria evaluation for landfill site identification

Accident Hotspot Mapping — Kannanur

Moran's I spatial autocorrelation for traffic risk zone identification

Pipeline Route Modelling — Sunrise Gas Field to Darwin Port

Engineering corridor selection using topography and environmental constraints

Bridge Design Input Preparation — Miami, USA

AutoCAD structural design inputs for computational modelling

Crime Hotspot Mapping — Chennai

Kernel density and spatial autocorrelation for criminological analysis

AI & Service Robots Risk Evaluation — Hotel Management

Applied risk assessment and impact modelling for the hospitality sector

Tourism–Environment Assessment — Mahabalipuram

Historical cartography integrated with modern GIS for tourism impact

Geotourism Potential Mapping — Kerala

Geoheritage site identification and suitability mapping using Sentinel-2

Heat–Ageing Vulnerability Assessment (Gerontology)

Ward-level elderly risk profiling using thermal and demographic indices

Customer & Service Zone Mapping — Bharath Hero

Spatial analysis of customer distribution and service coverage zones