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

Spatial optimisation for small Hong Kong flats: OpenCV floor-plan vectoriser, CP-SAT layout solver, spaciousness scoring, Blender dollhouse, zero-dependency web console, and an LLM advisor that only picks actions

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

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

Spatially constrained optimization algorithm for forest plot selection in QGIS.

RoomGenius AI is an AI-powered room organization and interior design platform that analyzes room images, identifies furniture, and generates space-efficient layouts using computer vision and deterministic geometry. It combines multimodal AI with spatial optimization to help users transform their living spaces.

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

my blog about learning geospatial modelling.