GW150914 Signal Search

概要

This project offers an AI-powered system for detecting and optimizing gravitational wave signals, specifically for events like GW150914. It leverages the Model Context Protocol (MCP) to establish a client-server architecture, where an AI client intelligently explores complex parameter spaces to refine signal detection, and a server performs the actual gravitational wave analysis. Developed and validated at the AI for Science Hackathon, this system demonstrates how LLM-agents can automate scientific discovery by consistently converging on optimal parameters and successfully identifying real gravitational wave events in LIGO data.

主な機能

• 3 GitHub stars
• AI-powered parameter optimization using OpenAI GPT
• Matched filter search for gravitational wave signals
• Multi-detector network analysis for coherent detection
• 4D parameter space exploration (masses, right ascension, declination)
• Automated convergence detection and progress tracking

ユースケース

• Analyzing specific gravitational wave events like GW150914
• Optimizing signal detection parameters in astrophysics research
• Automating scientific data analysis using AI agents