AI engine & Satellite

Weather Data Economy, AI & DePIN

AI-based prediction engine and Satellite integration

1. The Role of AI

WELLBIAN's AI serves as the core brain connecting observation, refinement, assimilation, prediction, indexing, and settlement.

• Nowcasting precipitation/gusts • Hazard indices for heavy rain/heatwaves/strong winds/cold snaps • Solar power generation forecasting (based on solar radiation) • Regional microclimate correction (urban/coastal/mountainous)

2. Satellite Data Integration

Satellite-based remote sensing data complements wide-area observations and fills gaps in ground-based monitoring. WELLBIAN prioritizes integrating and refining its assimilation pipeline as its core strategy, expanding incrementally.

3. Fraud Prevention (Example)

• Reputation-based long-term rewards (reduces incentive for short-term manipulation) • Staking/Slashing (penalties for violating validation rules) • Multi-source consensus-based anomaly detection (neutralizes single-node manipulation)