Explainable AI-Based Interface System for Weather Forecasting Model
Soyeon Kim, Junho Choi, Yeji Choi, Subeen Lee, Artyom Stitsyuk, Minkyoung Park, Seongyeop Jeong, Youhyun Baek, Jaesik Choi·April 01, 2025
Summary
An explainable AI interface for weather forecasting boosts trust and decision-making by offering intuitive explanations, surpassing algorithm-based approaches. This system, incorporating XAI, AI prediction, probability estimation, and a weather impact atlas, integrates deep network decision insights, supporting future user-centered AI advancements.
Introduction
Background
Overview of AI in weather forecasting
Importance of explainability in AI systems
Objective
Enhancing trust and decision-making through intuitive explanations
Method
Explainable AI (XAI) Integration
Principles of XAI in AI systems
Techniques for enhancing transparency in AI weather forecasting
AI Prediction Models
Overview of AI models used in weather forecasting
Advantages of AI over traditional methods
Probability Estimation
Methods for estimating weather probabilities
Role in decision-making processes
Weather Impact Atlas
Creation and utilization of a weather impact atlas
Enhancing user understanding of potential impacts
Deep Network Decision Insights
Insights Extraction
Techniques for extracting insights from deep learning models
Importance in user-centered AI advancements
Decision Support
How insights improve decision-making in weather-related scenarios
Future Directions
User-Centered AI Advancements
Future trends in user-centered AI development
Integration of explainable AI in broader AI systems
Enhancing Trust and Decision-Making
Strategies for further improving user trust and decision-making capabilities
Conclusion
Summary of Key Points
Recap of the explainable AI interface's role in weather forecasting
Future Implications
Potential impacts on the field of weather forecasting and AI
Call to Action
Encouragement for further research and development in explainable AI
Basic info
papers
human-computer interaction
artificial intelligence
Advanced features