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portfolio
Portfolio item number 2
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publications
Interchange Injections at Saturn: Statistical Survey of Energetic H+ Sudden Flux Intensifications
Published in Journal of Geophysical Research: Space Physics, 2018
Featured article in July 2018 for novel interdisciplinary visualizations. The work within this paper developed a physics-based method most similar to logistic regression to rank and classify transient of energetic material around Saturn (interchange injections). This created the first standardized comparison to several statistical surveys undertaken to understand the transport of mass around Saturn.
Recommended citation: Azari, A. R., Liemohn, M. W., Jia, X., Thomsen, M. F., Mitchell, D. G., Sergis, N., et al. (2018). "Interchange injections at Saturn: Statistical survey of energetic H+ sudden flux intensifications." Journal of Geophysical Research: Space Physics, 123, 4692–4711. https://doi.org/10.1029/2018JA025391
Statistical study of the energetic proton environment at Titan’s orbit from the Cassini spacecraft
Published in Journal of Geophysical Research: Space Physics, 2018
This work produces a statistical study of the proton environement around Titan, the largest Saturnian moon.
Recommended citation: Regoli, L. H., Roussos, E., Dialynas, K., Luhmann, J. G., Sergis, N., Jia, X., Román, D., Azari, A. R., Krupp, N., Jones, G., Coates, A., and Rae, I. (2018). "Statistical study of the energetic proton environment at Titan'ss orbit from the Cassini spacecraft." Journal of Geophysical Research: Space Physics, 123, 4820–4834. https://doi.org/10.1029/2018JA025442
Are Saturn’s Interchange Injections Organized by Rotational Longitude?
Published in Journal of Geophysical Research: Space Physics, 2019
This work investigated if mass transport events most similar to Rayleigh-Taylor instabilities in Saturn’s space environment were related to ionospheric or upper atmopsheric conditions. To complete this work we undertook a large-scale data occurrence analyses to tease apart multiple dependencies.
Recommended citation: Azari, A. R., Jia, X., Liemohn, M. W., Hospodarsky, G. B., Provan, G., Ye, S. ‐Y., et al (2019). "Are Saturn's Interchange Injections Organized by Rotational Longitude?"Journal of Geophysical Research: Space Physics, 124. https://doi.org/10.1029/2018JA026196
talks
A Statistical Picture of Pitch Angles of Interchange Events at Saturn and Implications for Energization and Losses
Published:
Abstract: We utilize data from the CHEMS instrument to present a statistical review of pitch angles of interchange injections.
Multivariate Supervised Classification for Instabilities at Saturn: Comparison of Methods for Automated Event Detection in Magnetospheres
Published:
Shortened Abstract: In 2004 the Cassini mission arrived at Saturn. For the next 13 years the mission collected large amounts of data, resulting in a highly sampled magnetosphere of Saturn. Saturn is now the second most observed magnetosphere after that of Earth now allowing opportune applications of large scale statistical methods.
Jupiter with Jupyter: Lessons from Teaching Data Visualization and Statistics in Geosciences
Published:
Abstract: With the advent of post-bachelorette opportunities within data analysis and sciences, there is a clear need for students to understand the basics of data science. Data science knowledge gain includes core student understanding in statistics, programming, and data visualization.
teaching
Big Data Summer Camp
Workshop, University of Michigan, ICOS, 2018
Lecturer for a week long intensive course in data science.
Data Visualization and Statistics in Geosciences
Undergraduate / Graduate course, University of Michigan, CLaSP, 2019
Co-developer and lecturer of a required 4 credit course for winter 2018 and 2019 for data visualization and statistics in climate and space scientists. All laboratory sessions are posted online.