Page 259 - AI for Good Innovate for Impact

AI for Good Innovate for Impact

2�3 Future Work

Future work involves expanding the system into an Integrated Climate Resilience Platform to
address multiple threats (floods, air quality, droughts). Enhancements include: Change 4.2-Climate

• Functionality: Multi-hazard prediction, ecosystem service valuation, policy optimization
• Components: Vulnerability mapping, AI-driven co-benefit assessment, community
engagement modules

Resources Needed: New sensor integrations, improved models, expanded institutional
partnerships

3 Use Case Requirements

• REQ-01: Integration of multi-source data (satellite, IoT, weather, socioeconomic)
• REQ-02: Use of advanced AI models: GANs, spatiotemporal models, explainable AI
• REQ-03: Real-time analytics for hotspot identification and prediction
• REQ-04: Interactive decision support and scenario simulation
• REQ-05: Cost-benefit and policy impact analysis
• REQ-06: Integration with smart infrastructure systems
• REQ-07: Equity-based prioritization tools
• REQ-08: Visualization of current and future UHI distributions
• REQ-09: Simulation engine for mitigation strategy evaluation
• REQ-10: Targeted planning tools (green corridors, cool roofs, etc.)

4 Sequence Diagram and dashboard

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