IN023
Open Artificial Intelligence Utilizing Earth Observations for Advancement on Sustainable Development Goals
Open Artificial Intelligence Utilizing Earth Observations for Advancement on Sustainable Development Goals
Session ID#: 161699
Session Description:
The global COVID19 pandemic has exposed a new challenge that rapid data-driven insights to support large-scale decision-making and policy intervention are needed. With more Earth Observation (EO) data catalogs and artificial intelligence (AI) technologies available at a massive scale, data-driven insights can be rapidly discovered to support global policymaking and intervention for a healthy and safer society. Such data insight-based discovery can be streamlined through standardized open data and AI approaches. Open standards may include cloud-optimized formats, such as cloud-optimized GeoTIFFs, and the Spatial Temporal Asset Catalog (STAC) specification, as well as the available applications that utilize these formats such as the Machine Learning (ML) Model STAC extension and MLOps at production practices. These standardized data insight and discovery technologies and techniques need to be discussed more broadly, with thorough knowledge exchange between science and decision support communities. This session seeks discussion on advancements of standard open data practices, AI/ML processes, application production pipelines, and end-user platforms in the communities for large-scale data insight discovery and decision-making support.
Index Terms:
1904 Community standards [INFORMATICS]
1918 Decision analysis [INFORMATICS]
1942 Machine learning [INFORMATICS]
1976 Software tools and services [INFORMATICS]
Primary Convener: Aaron S Kaulfus, NASA Marshall Space Flight Center, Huntsville, United States
Conveners: Lillianne Thomas, Development Seed, Venice, CA, United States, Zhuangfang Yi, Regrow, Durham, NH, United States and Slesa Adhikari, The University of Alabama in Huntsville, Huntsville, United States
Student/Early Career Convener: Aaron S Kaulfus, NASA Marshall Space Flight Center, Huntsville, United States
See more of: Earth and Space Science Informatics
