spatial-optimization

Spatial Optimization

[EMNLP 2024 Industry Track & KDD UrbComp 2024 Best Paper Award] ITINERA: Integrating Spatial Optimization with Large Language Models for Open-domain Urban Itinerary Planning

Rust library for domain-agnostic 2D polygon nesting and 3D bin packing using GA, SA, and ALNS with No-Fit Polygon collision detection and C FFI cross-language support.

spatial modelling and optimisation framework

Physics-informed, multi-satellite geospatial AI/ML for urban heat: maps heat-stress hotspots, attributes the drivers, and optimizes cooling interventions with per-site °C reduction. It is powered by Google Earth Engine server-side compute. ISRO Bharatiya Antariksh Hackathon 2026 (PS-1).

✈️ Flight tracking and collision detection system featuring quad-tree spatial optimization, built in the first year at Epitech.

Spatial Optimization

Public arXiv-ready benchmark for testing Maskable-PPO against transparent exact-delta local diagnostics on synthetic cadastral parcels.

Geospatial AI/ML platform backed by Physics-Informed Machine Learning (PIML) to map urban heat stress hotspots, quantify thermal drivers (NDVI, Albedo, Building Density), and run scenario-based spatial optimization for urban cooling interventions.

Public arXiv-ready repository for county-scale farmland consolidation: centralized DRL versus township-decomposed MARL.

Spatially constrained optimization algorithm for forest plot selection in QGIS.

This repository contains python code for implementing the max-p-regions exact formulation strengthening methods described in my honors thesis.

Optimizing Hospital Service Area (HSA) delineation in Jordan using population-weighted greedy algorithms with climate-informed facility selection

my blog about learning geospatial modelling.