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Journal publications

Title

Acoustic Fingerprints in Nature: A Self-Supervised Learning Approach for Ecosystem Activity Monitoring

Dario Dematties, Samir Rajani, Rajesh Sankaran, Sean Shahkarami, Bhupendra Raut, Scott Collis, Pete Beckman, Nicola Ferrier
Ecological Informatics 83, 102823

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

Networked Sensing for Radiation Detection, Localization, and Tracking

RJ Cooper, N Abgrall, G Aversano, MS Bandstra, D Hellfeld, TH Joshi, V Negut, BJ Quiter, E Rofors, M Salathe, K Vetter, P Beckman, C Catlett, N Ferrier, Y Kim, R Sankaran, S Shahkarami, S Amitkumar, E Ayton, J Kim, S Volkova
Journal of Physics: Conference Series 2586 (1), 12125

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

Adversarial Predictions of Data Distributions Across Federated Internet-of-Things Devices

Samir Rajani, Dario Dematties, Nathaniel Hudson, Kyle Chard, Nicola Ferrier, Rajesh Sankaran, and Peter Beckman
The IEEE 9th World Forum on Internet of Things

Keynote Talk: Leveraging the Edge-Cloud Continuum to Manage the Impact of Wildfires on Air Quality

Daniel Balouek-Thomert, Ismael Perez, Sam Faulstich, Heather Holmes, Ilkay Altintas, and Manish Parashar}
2023 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops) 27-31

Towards a Dynamic Composability Approach for using Heterogeneous Systems in Remote Sensing

Ilkay Altintas, Ismael Perez, Dmitry Mishin, Adrien Trouillaud, Christopher Irving, John Graham, Mahidhar Tatineni, Thomas DeFanti, Shawn Strande, Larry Smarr, and Michael Norman
2022 IEEE 18th International Conference on e-Science (e-Science) 336-345

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

Multiperspective Automotive Labeling

Luke Jacobs, Akhil Kodumuri, Jim James, Seongha Park, and Yongho Kim
2020 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW) 927-936

Related datasets

Title

CROCUS Air Quality Data at Northeastern Illinois University Rooftop

Joseph O'Brien, Gregory Anderson, Paytsar Muradyan, Matthew Tuftedal, Scott Collis, Robert Jackson, Maxwell Grover, Dario Dematties, Seongha Park, Rajesh Sankaran, Peter Beckman, Nicola Ferrier, Yongho Kim, and Sean Shahkarami
U.S. Department of Energy Office of Scientific and Technical Information

Doppler spectra from ARM Doppler Lidar during ARMing the Edge

Bhupendra Raut, Seongha Park, Dario Dematties, Scott Collis, Nicola Ferrier, Yongho Kim, Sean Shahkarami, Pete Beckman, and Rajesh Sankaran
U.S. Department of Energy Office of Scientific and Technical Information