Session 14th Symposium on Advances in Modeling and Analysis Using the Programming Languages of Open Science


AI for Statistical Parameterization of Unresolved Processes in Earth System Models
Hosts: (Joint between the 23rd Conference on Artificial Intelligence for Environmental Science; and the 14th Symposium on Advances in Modeling and Analysis Using the Programming Languages of Open Science )
Submission Deadline: Thursday, 31 August 2023
12:00 AM
Exploring Data-Driven Equation Discovery to Model Moisture Flux
Rebecca Z Porter, UCAR, Olathe, KS; and Y. Huang and P. Gentine

12:00 AM
A posteriori Learning of Closures for Geophysical Turbulence using Ensemble Kalman Inversion
Yifei Guan, Rice University, Houston, TX; and P. Hassanzadeh, T. Schneider, Z. Huang, O. Dunbar, I. Lopez-Gomez, and J. Wu

12:00 AM
Assessing Radiation Emulator of Numerical Weather Prediction Models for Operational Application in Korea Meteorological Administration
Parksa Kim, National Institute of Meteorological Sciences, Seogwipo, Jeju, South korea; and K. Park

12:00 AM
Incorporation of Physical Equations into a Neural Network Structure for Predicting Shortwave Radiative Heat Transfer
Henry Schneiderman, Pittsburgh Data Science LLC, Pittsburgh, PA

12:00 AM
Exploring Relationships Between Environmental Variables and Global Distribution of Particulate Inorganic Carbon versus Particulate Organic Carbon Using Random Forest Analysis
Rui Jin, Johns Hopkins University, Baltimore, MD; and A. Gnanadesikan

12:00 AM
Advancing Global Land Surface Albedo Parameterization with Physics-Informed Machine Learning Methods
Akarsh Ralhan, University of Maryland, College Park, College Park, MD; and X. Z. Liang

12:00 AM
Explainable Offline-Online Training of Neural Networks for Parameterization: A 1D Gravity Wave-QBO Testbed
Hamid Alizadeh Pahlavan, Rice University, Houston, TX; and P. Hassanzadeh and M. J. Alexander

12:00 AM
A neural network aerosol optics emulator for E3SM
Andrew V. Geiss, PNNL, SEATTLE, WA; and P. L. Ma and B. Singh

12:00 AM
Improving low-cloud fraction predictions through machine-learning techniques
Haipeng Zhang, University of Maryland, College Park, College Park, MD; and Y. Zheng and Z. Li

12:00 AM
Quantifying 3D Gravity Wave Drag in a Library of Convection-Permitting Simulations: What Do We Need for Data-driven Parameterization of Convective Gravity Waves?
Y. Qiang Sun, Rice Univ., Houston, TX; and P. Hassanzadeh, M. J. Alexander, and C. G. Kruse

12:00 AM
Discovering new representations of near-surface exchange using symbolic regression
Andrew V. Geiss, PNNL, Richland, WA; and L. K. Berg

12:00 AM
Emulation of cloud microphysics in a climate model
Walter A. Perkins, Allen Institute for Artificial Intelligence, Seattle, WA; and N. D. Brenowitz, C. S. Bretherton, and J. M. Nugent

12:00 AM
A machine learning parameterization of clouds in a coarse-resolution climate model for unbiased radiation
Brian Henn, Allen Institute for Artificial Intelligence (AI2), Seattle, WA; and Y. R. Jauregui, S. K. Clark, N. D. Brenowitz, J. McGibbon, O. Watt-Meyer, A. G. Pauling, and C. S. Bretherton


Cloud Computing for Big Data in Atmosphere, Ocean, and Climate
Hosts: (Joint between the 40th Conference on Environmental Information Processing Technologies; the 23rd Conference on Artificial Intelligence for Environmental Science; the 14th Symposium on Advances in Modeling and Analysis Using the Programming Languages of Open Science; and the 10th Symposium on High Performance Computing for Weather, Water, and Climate )
Submission Deadline: Thursday, 31 August 2023
12:00 AM
Standardized Drought Indices on Drought.gov, produced with Climate Engine and Google Earth Engine, from multiple foundational precipitation and temperature datasets
Steve Ansari, NOAA, Asheville, NC; and J. Huntington, M. Shaw, K. Satalino, J. Fain, B. Daudert, J. Hansen, C. Morton, T. Ott, and K. C. Hegewisch

12:00 AM
From Waterfall to Agile: Lessons Learned During the NOAA/NESDIS/OCS Journey to Expedite Transition to Ops in the Cloud
Kelly L. Neely, NESDIS, Silver Spring, MD


Session
Creating a Geospatial Data Mesh Architecture for Physical Climate Risk Data with a Common Access Python Library
Host: 14th Symposium on Advances in Modeling and Analysis Using the Programming Languages of Open Science
Submission Deadline: Thursday, 31 August 2023

Developing Cloud-based Tools for Data Analysis and Archiving
Hosts: (Joint between the 40th Conference on Environmental Information Processing Technologies; the 23rd Conference on Artificial Intelligence for Environmental Science; the 14th Symposium on Advances in Modeling and Analysis Using the Programming Languages of Open Science; and the 10th Symposium on High Performance Computing for Weather, Water, and Climate )
Submission Deadline: Thursday, 31 August 2023
12:00 AM
Lightning in a Flash: A Cloud-based, Open Source Capability to Support Data Access and Analysis of Space-based Lightning Observations
Navaneeth Selvaraj, Global Hydrometeorology Resource Center, Huntsville, AL; and A. Subedi, D. Acharya, G. T. Stano, W. Ellett, L. Sinclair, and A. Kaulfus

12:00 AM
Field Campaign eXplorer (FCX): Empowering Scientific Advancements Through Cloud-Based Data Visualization and Analysis
Navaneeth Selvaraj, Global Hydrometeorology Resource Center, Huntsville, AL; and S. Thapa, G. T. Stano, W. Ellett, L. Sinclair, and A. Kaulfus

12:00 AM
Developing a Cross-Institutional Open-Source Cyberinfrastructure to Explore, Analyze, and Communicate Greenhouse Gas Data and Information
Siddharth Chaudhary, University of Alabama in Huntsville, Huntsville, AL; MSFC, Huntsville, AL; and D. K. Smith, J. L. Roux, S. Adhikari, V. Gaur, S. T. (Pitter) Combley, M. Maskey, and A. Kavvada

12:00 AM
Continuing Warning Decision Assessments with Enhanced Simulations: Incorporating WES-in-the-Cloud
Alexander B. Zwink, NWS, Norman, OK; and T. Lindley, D. A. Morris, and S. R. Cobb


FAIR and Open Data and Software within the Atmospheric and Ocean Sciences to Support Transparent, Reusable and Efficient Research and Operations
Hosts: (Joint between the 40th Conference on Environmental Information Processing Technologies; the 27th Conference of Atmospheric Science Librarians International; the 23rd Conference on Artificial Intelligence for Environmental Science; the 14th Conference on Transition of Research to Operations; and the 14th Symposium on Advances in Modeling and Analysis Using the Programming Languages of Open Science )
Submission Deadline: Thursday, 31 August 2023
12:00 AM
Towards a FAIRest Copernicus Climate and Atmosphere Data Store
Angel Lopez Alos, ECMWF, Reading, United kingdom; and M. Fuentes, B. Raoult, M. Znacchi, E. Damasio Da-Costa, and E. Comyn-Platt

12:00 AM
The Geolocated Information Processing System (GeoIPS) – A Platform for Collaborative Development
Christopher Camacho, NRL, Monterey, CA; and M. Surratt, S. Yang, A. A. Lambert, and L. Wilson

12:00 AM
Promoting open science: a better tool for version controlling gigantic binary data files - git-qing
Guoqing Ge, CIRES and NOAA/GSL, Boulder, CO; and M. Hu, T. T. Ladwig, S. S. Weygandt, S. Liu, and J. R. Carley


High Performance Computing with Python for Weather, Water, and Climate
Hosts: (Joint between the 10th Symposium on High Performance Computing for Weather, Water, and Climate; and the 14th Symposium on Advances in Modeling and Analysis Using the Programming Languages of Open Science )
Submission Deadline: Thursday, 31 August 2023
12:00 AM
Flexible Vectorization in Xarray Using JAX
Sam Levang, Salient Predictions, Cambridge, MA; and F. Bartolić


Session
New Python Tools in the Atmospheric and Oceanographic Sciences
Host: 14th Symposium on Advances in Modeling and Analysis Using the Programming Languages of Open Science
Submission Deadline: Thursday, 31 August 2023
12:00 AM
Bias correction of CESM output in a modern Python framework
Kenton Wu, University of Texas at Austin, Austin, TX; and C. L. Bruyere, T. Cram, and R. Conroy

12:00 AM
Enabling Post-campaign Processing of Single Particle Soot Photometer (SP2) Data Using PySP2 and Dask
Robert C. Jackson, Argonne National Laboratory, Argonne, IL; and A. Sedlacek, A. Theisen, S. M. Collis, M. A. Grover, J. R. O'Brien, Z. Sherman, E. Schuman, R. Records, F. Parry, M. Giansiracusa, and A. Stokes


Session
Open Science in Languages Other Than Python
Host: 14th Symposium on Advances in Modeling and Analysis Using the Programming Languages of Open Science
Submission Deadline: Thursday, 31 August 2023

Session
Other topics on Advances In Modeling And Analysis Using The Programming Languages Of Open Science
Host: 14th Symposium on Advances in Modeling and Analysis Using the Programming Languages of Open Science
Submission Deadline: Thursday, 31 August 2023

Session
Python in Operations and Research to Operations
Host: 14th Symposium on Advances in Modeling and Analysis Using the Programming Languages of Open Science
Submission Deadline: Thursday, 31 August 2023
12:00 AM
ProxyVis Multi-Satellite Composite Imagery – An Example of Generating High-Resolution Near Real-Time Composite Imagery with Python
Robert T. DeMaria, CIRA, Fort Collins, CO; CIRA, Fort Collins, CO; CIRA, Fort Collins, CO; and G. Chirokova, A. Brammer, J. Knaff, M. Surratt, S. N. Stevenson, and J. Darlow


Session
Teaching, Training, Outreach, and Building Communities around Python
Host: 14th Symposium on Advances in Modeling and Analysis Using the Programming Languages of Open Science
Submission Deadline: Thursday, 31 August 2023
12:00 AM
Assessing MetPy Mondays impact on the community to address user needs
Jessica Cristina dos Santos Souza, Texas Tech University, Lubbock, TX; and J. Leeman, D. A. Camron, MS, and R. M. May


Session
The Potential of Neural Prophet in Improving Weather Forecasting Accuracy: Design and Development of an AI Weather Forecast System.
Host: 14th Symposium on Advances in Modeling and Analysis Using the Programming Languages of Open Science
Submission Deadline: Thursday, 31 August 2023

Using Big Data Repositories: Open Data Feeding Open Science
Hosts: (Joint between the 40th Conference on Environmental Information Processing Technologies; the 27th Conference of Atmospheric Science Librarians International; the 23rd Conference on Artificial Intelligence for Environmental Science; the 14th Symposium on Advances in Modeling and Analysis Using the Programming Languages of Open Science; and the 10th Symposium on High Performance Computing for Weather, Water, and Climate )
Submission Deadline: Thursday, 31 August 2023

Session
Visualization and Data Discovery Using Python
Host: 14th Symposium on Advances in Modeling and Analysis Using the Programming Languages of Open Science
Submission Deadline: Thursday, 31 August 2023

Session
Working with Large Datasets Using Python
Host: 14th Symposium on Advances in Modeling and Analysis Using the Programming Languages of Open Science
Submission Deadline: Thursday, 31 August 2023