Edge-to-Cloud Swarm Coordination for coastal climate resilience planning with ethical auditability baked in

Edge-to-Cloud Swarm Coordination for coastal climate resilience planning with ethical auditability baked in My journey into this specific intersection of technologies began not in a clean lab, but on a storm-wracked coastline. I was part of a research team deploying a network of simple, solar-powered sensors to monitor erosion after a major hurricane. We had Raspberry Pis with cameras, Arduino-based water salinity sensors, and LoRa gateways—a classic edge computing setup. The goal was simple: collect data, send summaries to the cloud, and build models. The reality was a lesson in distributed system chaos. Data would arrive late, sensor nodes would fail silently, and our cloud models, trained on incomplete pictures, would suggest interventions that were, at best, inefficient and, at worst, ethically questionable—like suggesting a seawall that would protect one affluent community while exacerbating flooding in a less-resourced neighborhood downstream. This hands-on frustration sparked a