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

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).

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

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

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