H047
Causality, Connectivity, and Complexity in the Geosciences
Causality, Connectivity, and Complexity in the Geosciences
Session ID#: 248408
Session Description:
The study of causality is fundamental for understanding complex environmental systems, including attributions of past events and future predictions under changing environmental conditions. Causal approaches span disciplines of Earth sciences and are increasingly practical thanks to rapidly-expanding observational and simulated data and methodology development. We welcome contributions across the geosciences, such as water resources, climate, extreme events, biogeochemistry, and the critical zone, with a focus on causal inference or causal discovery. Examples of applications may include: (i) causal methods developments, applications, or counterfactual approaches that study environmental systems and how they respond to climate change or perturbations, (ii) physically-based or machine learning model studies with a focus on causality, explainability (e.g. explainable AI), functional performance, or process representations, (iii) comparisons of causal inference methods across case studies, time scales, or data sizes, (iv) other studies that “peek into complex system dynamics” in the geosciences.
Co-Sponsor(s):
- B - Biogeosciences
- NG - Nonlinear Geophysics
Index Terms:
1843 Land/atmosphere interactions [HYDROLOGY]
1873 Uncertainty assessment [HYDROLOGY]
1878 Water/energy interactions [HYDROLOGY]
1952 Modeling [INFORMATICS]
Primary Convener: Allison Eva Goodwell, Prairie Research Institute at University of Illinois at Urbana-Champaign, Illinois State Water Survey, Champaign, United States
Conveners: Peishi Jiang, University of Alabama, Civil, Construction and Environmental Engineering, Tuscaloosa, AL, United States, Leila Constanza Hernandez Rodriguez, Lawrence Berkeley National Laboratory, Berkeley, United States and Mohammed Ombadi, University of Michigan Ann Arbor, Climate and Space Sciences and Engineering, Ann Arbor, United States
Student/Early Career Convener: Rebecca Jean Herman, Columbia University of New York, Palisades, NY, United States
See more of: Hydrology