Bridging sustainability science, earth science, and data science through interdisciplinary education

Deana Pennington , Imme Ebert-Uphoff , Natalie Freed , Jo Martin
Sustainability Science 15 ( 2) 647 -661

2020
50
2012
Weakening of atmospheric information flow in a warming climate in the Community Climate System Model

Yi Deng , Imme Ebert-Uphoff
Geophysical Research Letters 41 ( 1) 193 -200

18
2014
Causal Discovery from Spatio-Temporal Data with Applications to Climate Science

Imme Ebert-Uphoff , Yi Deng
international conference on machine learning and applications 606 -613

18
2014
High-Dimensional Dependency Structure Learning for Physical Processes

Jamal Golmohammadi , Imme Ebert-Uphoff , Sijie He , Yi Deng
2017 IEEE International Conference on Data Mining (ICDM) 883 -888

2017
Weathering Environmental Change Through Advances in AI

Amy McGovern , Ann Bostrom , Imme Ebert-Uphoff , Ruoying He
Eos 101

2020
Intelligent systems for geosciences: an essential research agenda

Yolanda Gil , Suzanne A Pierce , Hassan Babaie , Arindam Banerjee
Communications of The ACM 62 ( 1) 76 -84

76
2018
4
2017
Causal discovery in the geosciencesUsing synthetic data to learn how to interpret results

Imme Ebert-Uphoff , Yi Deng
Computers & Geosciences 99 50 -60

12
2017
Causal Discovery for Climate Research Using Graphical Models

Imme Ebert-Uphoff , Yi Deng
Journal of Climate 25 ( 17) 5648 -5665

176
2012
Performance Measures For Input Shaping and Command Generation

Kris Kozak , William Singhose , Imme Ebert-Uphoff ,
Journal of Dynamic Systems Measurement and Control-transactions of The Asme 128 ( 3) 731 -736

37
2006
A Causality-Based View of the Interaction between Synoptic- and Planetary-Scale Atmospheric Disturbances

Savini M. Samarasinghe , Yi Deng , Imme Ebert-Uphoff
Journal of the Atmospheric Sciences 77 ( 3) 925 -941

3
2020
Evaluating lossy data compression on climate simulation data within a large ensemble

Allison H. Baker , Dorit M. Hammerling , Sheri A. Mickelson , Haiying Xu
Geoscientific Model Development 9 ( 12) 4381 -4403

38
2016
Evaluating efficiency of self-reconfiguration in a class of modular robots

Gregory Chirikjian , Amit Pamecha , Imme Ebert-Uphoff
Journal of Robotic Systems 13 ( 5) 317 -338

210
1996
Identifying Physical Interactions from Climate Data: Challenges and Opportunities

Imme Ebert-Uphoff , Yi Deng
Computing in Science and Engineering 17 ( 6) 27 -34

2
2015
TETRAD—A toolbox for causal discovery

Joseph D Ramsey , Kun Zhang , Madelyn Glymour , Ruben Sanchez Romero
Smpte Journal 29

27
2018
Tools for Extracting Spatio-Temporal Patterns in Meteorological Image Sequences: From Feature Engineering to Attention-Based Neural Networks

Akansha Singh Bansal , Yoonjin Lee , Kyle Hilburn , Imme Ebert-Uphoff
arXiv preprint arXiv:2210.12310

2022
CIRA Guide to Custom Loss Functions for Neural Networks in Environmental Sciences--Version 1

Imme Ebert-Uphoff , Ryan Lagerquist , Kyle Hilburn , Yoonjin Lee
arXiv preprint arXiv:2106.09757

5
2021
Forecasting Trends: The Balance between NWP and AI and How It Will Evolve in the Near or Distant Future

Thomas M Hamill , Mike Eilts , Sergey Frolov , Matthew Chantry
104th AMS Annual Meeting

2024