hazard-mapping

AI-powered dam-break flood prediction & digital twin for hydrodynamic simulation, satellite-validated flood mapping, and real-time evacuation planning. Built with React, FastAPI, PostGIS & Google Earth Engine for Smart India Hackathon 2026 (SIH26161) uncertainty-aware disaster response for Indian rivers.

A portfolio of Big Data, GIS–GeoAI, machine learning, spatial epidemiology, public health analytics, and cloud/security engineering workflows.

IX-HapticSight: open safety authority for AI-controlled robots/XR. RGB-D perception→3D hazards→ALLOW/MODIFY/DENY physical action, with consent, force/tactile/proximity/thermal gating, ROS2 control, recovery, WebXR, replayable evidence & 183 tested checks. MIT + Responsible Use.

Course assignment (Course 24S796912 'Disaster Risk Management with Geoanalytics', Dept. of Geoinformatics, University of Salzburg): flood hazard and natural risk assessment, a case study of Bangladesh (Lemenkova, 2024).

Typhoon - donnees climatiques par batiment pour les assureurs francais: aleas Georisques + vulnerabilite BDNB, provenance par fait, simulation de scenarios TRI sur carte 3D.

Course assignment (Assignment 5, Course 24S796912 'Disaster Risk Management with Geoanalytics', Dept. of Geoinformatics, University of Salzburg): economic assessment of landslide risk for the Waidhofen a.d. Ybbs region, Alpine Foreland, Lower Austria (Lemenkova, 2024).

Vanuatu Multi-Hazard Land Suitability System — AI-powered geospatial DSS for the Government of Vanuatu

Lagos flood hazard and population exposure model: AHP hazard map, WorldPop exposure by LGA, and rainfall scenarios, with a Streamlit app.

GIS-based landslide susceptibility mapping and interactive WebGIS for Sondrio, Italy.

Explainable hazard risk, capacity-constrained relocation prioritisation, and GIS decision-support MVP for district disaster-management officials (React + TypeScript + FastAPI + PostGIS)

Geological hazard warning system (landslide / debris-flow / rockfall / ground-collapse) — GIS one-map + ML microservice, local single-machine demo. Apache-2.0.