Sensor Networks

2 items

RESEARCHDEV.to AI·5/4/2026

Edge-to-Cloud Swarm Coordination for sustainable aquaculture monitoring systems under real-time policy constraints

An experiment to monitor an indoor shrimp farm using Raspberry Pi sensor nodes faced a critical failure when a power flicker caused desynchronized data and a false ammonia spike alarm. This highlighted the system's inability to coordinate disparate sensor readings.

Sensor Networks aquaculture IoT Swarm Systems

RESEARCHarXiv CS.LG·13d ago

IGADA-IoT: IoT Sensor Energy Optimization in Wireless Sensor Networks Driven by Automatic Data Augmentation

This paper proposes IGADA-IoT, an information gap-guided automatic data augmentation framework for IoT sensor energy optimization in wireless sensor networks. It utilizes hierarchical multi-generator collaboration and scheduling to address limitations of existing methods, suchading on single generators.

Sensor Networks IoT Energy Optimization Wireless Sensor Networks