G.E.N.E.S.I.S
Generative Engine for Networked, Embedded, Spatial Infrastructure Synthesis
AI-Driven Urban Planning & Layout Synthesis
Overview
GENESIS is a rule-aware generative system that automates urban layout planning from scratch. Given only a site boundary and basic parameters, it outputs a fully code-compliant city layout – complete with road networks, city blocks, and subdivided plots. It enforces Indian National Building Code (NBC) regulations directly inside the generation loop, runs fast physics-proxy simulations for traffic, drainage, and wind, and scores each generated layout using a multi-domain KPI framework.
Key Features
Automated Boundary-to-Layout Generation
Converts raw site boundaries and basic parameters into complete urban layouts: road networks, blocks, and individual plots. Multiple candidate layouts are generated per run.
Regulation-by-Design (Fail-Fast Compliance Engine)
Constraints are enforced inside the generation loop, not after. Infeasible layouts are rejected early and regenerated automatically.
Traffic Proxy Simulation
Graph-based shortest path assignment over the generated road network. Congestion penalty computation at each edge. Level of Service (LOS) metrics extracted.
Drainage Proxy Simulation
D8 flow accumulation algorithm used to simulate surface water runoff. Flood-risk penalty zones are identified and scored.
Wind/Ventilation Proxy Simulation
Gaussian wake propagation model used to approximate ventilation corridors between buildings.
KPI-Based Scoring and Ranking Engine
All simulation outputs normalized into KPIs, aggregated into composite score (0–100), ranked with Top-K selector.
Technology Stack
Algorithms & Methods
Generative Layout Synthesis
Procedural generation pipeline: site boundary → road network generation → block formation → plot subdivision.
Rule Engine (Compliance-by-Design)
Deterministic constraint enforcement: Generate → Validate → Fail? Regenerate → Pass? Simulate + Score.
Traffic Proxy Simulation
Graph-based shortest path assignment with congestion penalties and LOS metrics.
Drainage Proxy Simulation
D8 flow accumulation algorithm for surface water runoff simulation.
Wind/Ventilation Proxy Simulation
Gaussian wake propagation for ventilation corridor scoring.
KPI Scoring and Ranking
Weighted aggregation producing composite score (0–100) with Top-K ranking.
System Architecture
Input Layer
Boundary input (map-draw / polygon import), parameter config
Generation Layer
Road generator, block generator, plot generator, multi-candidate controller
Compliance Layer
Road width validator, FAR/setback validator, plot constraint validator, fail-fast regeneration
Simulation Layer
Traffic module, drainage module, wind module
KPI + Ranking Layer
KPI extraction, normalization, weighted scoring, Top-K selector
Export Layer
JSON exporter, OBJ/MTL exporter, SUMO XML exporter
UI Layer
Streamlit orchestration, visualization panels, download interface
Results & Outcomes
- Working end-to-end prototype delivered
- Automated layout synthesis functional (roads, blocks, plots)
- Rule-aware compliance enforced at design time
- Multi-domain proxy simulations integrated and validated
- Objective ranking framework implemented
- Export pipeline completed (JSON, OBJ, SUMO XML)
- Patent published: 27 March 2026
Patent
Generative Engine for Networked, Embedded, Spatial Infrastructure Synthesis
Published: 2026-03-27
Role: Primary Inventor
A patented rule-aware generative system that automates urban layout planning from site boundaries into code-compliant city layouts with integrated multi-domain proxy simulations for traffic, drainage, and wind analysis.