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Journal publications

Title

ARMing the Edge: Designing Edge Computing–Capable Machine Learning Algorithms to Target ARM Doppler Lidar Processing

Jackson, Robert C., Bhupendra A. Raut, Dario Dematties, Scott M. Collis, Nicola Ferrier, Pete Beckman, Rajesh Sankaran, Yongho Kim, Seongha Park, Sean Shahkarami, and Rob Newsom
Artificial Intelligence for the Earth Systems 2 (4), 220062

Optimizing Cloud Motion Estimation on the Edge with Phase Correlation and Optical Flow

Raut, Bhupendra A., Paytsar Muradyan, Rajesh Sankaran, Robert C. Jackson, Seongha Park, Sean A. Shahkarami, Dario Dematties, Yongho Kim, Joseph Swantek, Neal Conrad, Wolfgang Gerlach, Sergey Shemyakin, Pete Beckman, Nicola J. Ferrier, and Scott M. Collis.
Atmospheric Measurement Techniques 16 (5), 1195-1209

Let’s Unleash the Network Judgment: A Self-Supervised Approach for Cloud Image Analysis

Dematties, Dario, Bhupendra A. Raut, Seongha Park, Robert C. Jackson, Sean Shahkarami, Yongho Kim, Rajesh Sankaran, Pete Beckman, Scott M. Collis, and Nicola Ferrier.
Artificial Intelligence for the Earth Systems. 1-34

Goal-driven Scheduling Model in Edge Computing for Smart City Applications

Kim, Yongho, Seongha Park, Sean Shahkarami, Rajesh Sankaran, Nicola Ferrier, and Pete Beckman.
Journal of Parallel and Distributed Computing 167, 97-108

Hands-On Computer Science: The Array of Things Experimental Urban Instrument

Charlie Catlett, Pete Beckman, Nicola Ferrier, Michael E. Papka, Rajesh Sankaran, Jeff Solin, Valerie Taylor, Douglas Pancoast, and Daniel Reed.
Computing in Science & Engineering 24 (1), 57-63

Prediction of Solar Irradiance and Photovoltaic Solar Energy Product Based on Cloud Coverage Estimation Using Machine Learning Methods

Seongha Park, Yongho Kim, Nicola J. Ferrier, Scott M. Collis, Rajesh Sankaran and Pete H. Beckman.
Atmosphere 12 (3), 395

Measuring Cities with Software-Defined Sensors

Charlie Catlett, Pete Beckman, Marc G. Berman, Nicola Ferrier, Howard Nusbaum, Michael E. Papka, and Rajesh Sankaran.
IEEE Journal of Social Computing 1 (1), 14-27

Harnessing the Computing Continuum for Programming Our World

Pete Beckman, Jack Dongarra, Nicola Ferrier, Geoffrey Fox, Terry Moore, Dan Reed, and Micah Beck.
Fog Computing: Theory and Practice (A. Y. Zomaya, A. Abbas, and S. U. Khan, eds.), John Wiley & Sons, Hoboken, NJ.

Publications in conference proceedings

Title

Addressing the Constraints of Active Learning on the Edge

Nueve, Enrique, Sean Shahkarami, Seongha Park, and Nicola Ferrier.
2021 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW) 845-849

WeatherNet: Nowcasting Net Radiation at the Edge

Nueve, Enrique, Robert Jackson, Rajesh Sankaran, Nicola Ferrier, and Scott Collis.
2021 IEEE Conference on Technologies for Sustainability (SusTech) 1-7