Obtaining Global Picture From Single Point Observations by Combining Data Assimilation and Machine Learning Tools

Yuri Shprits1, Irina S Zhelavskaya2, Adam C Kellerman3, Maria Spasojevic4, Dmitri A Kondrashov5, Michael Ghil6, Nikita Aseev7, Angelica Maria Castillo Tibocha8, Juan Sebastian Cervantes Villa8, Craig Kletzing9 and William S Kurth10, (1)University of California Los Angeles, EPSS, Los Angeles, CA, United States, (2)Helmholtz Centre Potsdam GFZ German Research Centre for Geosciences, Potsdam, Germany, (3)University of California Los Angeles, Los Angeles, CA, United States, (4)Stanford University, Stanford, CA, United States, (5)University of California Los Angeles, Atmos. Sci, Los Angeles, CA, United States, (6)Ecole Normale Supérieure Paris, Paris, France, (7)GFZ German Research Centre for Geosciences, Potsdam, Germany, (8)GFZ, Potsdam, Germany, (9)University of Iowa, Department of Physics and Astronomy, Iowa City, IA, United States, (10)Univ. of Iowa, Iowa City, IA, United States