automation
Featured Project

Generative Floor Plan

Automated floor plan generation using genetic algorithms in .NET. 85% reduction in design time, 30% space utilization improvement, 40x faster than manual drafting.

Completed: 2023-01
Duration: 16 months
Generative Floor Plan
Project Summary

Revolutionary genetic algorithm solution for automated floor plan generation, exploring millions of design variations while adhering to architectural constraints and zoning regulations.

Complete Technology Stack

Every layer of technology carefully selected and integrated for optimal performance and scalability

Frontend
Rhino/Grasshopper Plugin
CAD Integration
Backend
.NET 8
GeneticSharp
Evolutionary Computing
AI/ML
Genetic Algorithms
Fitness Functions
Population Management
Database
Spatial Data Processing
Vector Graphics
Deployment
Desktop Application
CAD Integration
Monitoring
Performance Metrics
Design Quality Analytics

Business Impact & Results

Measurable outcomes that demonstrate the real-world value of this AI solution

85%
Design Time
Reduction in schematic phase
30%
Space Utilization
Improvement
40x
Generation Speed
Faster than manual
3
Formats
PDF, SVG, DWG export

Overall Impact

Revolutionary genetic algorithm solution for automated floor plan generation, exploring millions of design variations while adhering to architectural constraints and zoning regulations.

Technical Implementation

A deep dive into the architecture, deployment strategy, and ongoing maintenance approach

Architecture

Evolutionary computation engine with hybrid 2D representation combining raster and vector data

Deployment

Desktop application with Rhino/Grasshopper integration for seamless BIM workflow

Monitoring

Adaptive mutation rates based on population diversity and spatial partitioning optimizations

Maintenance

Parallel fitness evaluation system with automated constraint validation and CAD export pipeline

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