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Isidora Jankov

Isidora Jankov

My research has primarily focused on ensemble-based data assimilation, the design of ensemble forecasting systems, and ensemble statistical post-processing. As part of this work, I have been extensively involved in the development and testing of stochastic physics within the HRRR Ensemble (HRRRE) and the HRRR Data Assimilation System (HRRRDAS), supporting both data assimilation and forecast applications.

In recent years, my research has increasingly focused on leveraging Artificial Intelligence (AI) and Machine Learning (ML) to advance the capabilities of Numerical Weather Prediction (NWP). This includes exploring AI-driven approaches to enhance ensemble forecast guidance, improve data assimilation efficiency, and develop more robust statistical post-processing techniques. 

Overall, my AI-focused research aims to intelligently augment traditional NWP systems, bringing greater adaptability, scalability, and precision to ensemble forecasting.

Research Interests

  • Application of Artificial Intelligence in Numerical Weather Prediction (NWP)
  • Ensemble Forecasting System Design and Evaluation
  • Ensemble-Based Statistical Post-Processing
  • Development and Evaluation of Physical Parameterizations

Education

  • 2005 Doctor of Philosophy, Iowa State University Geological and Atmospheric Sciences; Ames, Iowa, USA
  • 2002 Master of Science, Iowa State University Geological and Atmospheric Sciences; Ames, Iowa, USA 
  • 1996 MS, Meteorology, University of Belgrade; Belgrade, Yugoslavia

Experience

  • 2023-present: Deputy Chief of the Earth Prediction Advancement Division and Chief, Scientific Computing Branch
  • 2020-2023: Advanced Technology Division, HPC Branch Chief and Scientist
  • 2013-2020: Scientist III/Project Lead/Data Assimilation Liaison for the Cooperative Institute for Research in the Atmosphere (CIRA) at the National Oceanic and Atmospheric Administration (NOAA) 
  • 2011- 2012: Principal Scientist at Precision Wind, Inc., full time
  • 2006-2011: Postdoc/Scientist I/Scientist II for the Cooperative Institute for Research in the Atmosphere (CIRA) at the National Oceanic and Atmospheric Administration, full-time 
  • 2000-2005: Graduate Research Assistant at Iowa State University
  • 1996-2000: Weather Forecasting Office/ Measurement Laboratory- Federal Hydro-meteorological Institute, Belgrade, Yugoslavia

Honors and Awards

  • 2010 CIRA/Colorado State University Research Initiative Award 
  • 2005 Iowa State University Research Excellence Award
  • Iowa State University Women Club (ISUWC) International Award

Professional Activities

  • AMS member
  • AGU member
  • Data Assimilation Liaison between the GSL and Cooperative Institute for Research in the Atmosphere (CIRA)

Our Mission

Lead research and directed development through the transition of environmental data, models, products, tools, and services to support commerce, protect life and property, and promote a scientifically literate public.

Research Areas

Organizational Excellence, Earth System Prediction, Advanced Technologies, and Decision Support are the foundation to achieving the GSL Grand Challenge: Deliver actionable global storm-scale prediction and environmental information through advanced technologies to serve society.

Global Systems Laboratory