BridgeGuard-AI: Resilient Infrastructure Swarms for Autonomous Bridge Inspection
BridgeGuard-AI: Resilient Infrastructure Swarms for Autonomous Bridge Inspection How I Orchestrated an Intelligent Multi-Agent Network using Structural Graph Analysis and Dynamic Sensor Auctions TL...

Source: DEV Community
BridgeGuard-AI: Resilient Infrastructure Swarms for Autonomous Bridge Inspection How I Orchestrated an Intelligent Multi-Agent Network using Structural Graph Analysis and Dynamic Sensor Auctions TL;DR I observed that critical infrastructure maintenance, especially for massive bridges, is a high-risk, low-efficiency game governed by manual inspection and reactive repairs. In my experimental PoC, BridgeGuard-AI, I designed an autonomous multi-agent swarm that treats a bridge as a mathematical graph. Using a decentralized auction system, individual drones bid for inspection tasks based on their fuel, sensor suite (Thermal/Visual/Acoustic), and physical distance. The result is a self-optimizing system that maximizes coverage while minimizing operational cost—all without a central dispatcher. By the end of this article, you'll see how we can move from manual, dangerous human-led inspections to a resilient, self-healing digital twin of our physical world. Introduction: The Invisible Crisis o