Contained Chaos - Ensemble Consistency Testing for the Community Earth System Model
Offered By: Kavli Institute for Theoretical Physics via YouTube
Course Description
Overview
Syllabus
Intro
The National Center for Atmospheric Research
Community Earth System Model (CESM)
Need for Software Quality Assurance
Motivation
Evaluating the difference
Our new approach: Ensemble Consistency Test
Ensemble Consistency Test (ECT)
Creation of and comparison with ensemble
Quantity ensemble variability
Hypothesis Testing based on Principal Components
ECT Procedure
How wel does CAM ECT work?
Do we really need year-long runs?
Counterexample 1: HYDRO-BASEFLOW
Counterexample 2: RAND
UF-CAM-ECT and CAM-ECT
A highly accurate test leads to new challenges...
First step: identify affected variables
Next: convert source code to directed graph
Looking at the statistical details of the ECT.
The ECT scheme viewed as a series of RVS
Illustration of estimation bias of eigenvalues
Estimator and ensemble size effect on false positive rate
Alternative estimators for different ensemble sizes
Taught by
Kavli Institute for Theoretical Physics
Related Courses
Introduction to Operations ManagementWharton School of the University of Pennsylvania via Coursera Computational Molecular Evolution
Technical University of Denmark (DTU) via Coursera Structural Equation Model and its Applications | 结构方程模型及其应用 (普通话)
The Chinese University of Hong Kong via Coursera Fundamentals of Clinical Trials
Harvard University via edX Curso Práctico de Bioestadística con R
Universidad San Pablo CEU via Miríadax