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Nebulae: A Proposed Concept of Operation for Deep Space Computing Clouds

Vander Hook, Joshua and Castillo-Rogez, Julie and Doyle, Richard and Vaquero, Tiago Stegun and Hare, Trent M. and Kirk, Randolph L. and Fox, Valerie and Bekker, Dmitriy and Cocoros, Alice (2020) Nebulae: A Proposed Concept of Operation for Deep Space Computing Clouds. In: 2020 IEEE Aerospace Conference. IEEE , Piscataway, NJ, pp. 1-14. ISBN 978-1-7281-2734-7. https://resolver.caltech.edu/CaltechAUTHORS:20200908-130820600

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Abstract

In this paper, we describe an ongoing multi-institution study in using emplaced computational resources such as high-volume storage and fast processing to enable instruments to gather and store much more data than would normally be possible, even if it cannot be downlinked to Earth in any reasonable time. The primary focus of the study is designing science pipelines for on-site summarization, archival for future downlink, and multisensor fusion. A secondary focus is on providing support for increasingly autonomous systems, including mapping, planning, and multi-platform collaboration. Key to both of these concepts is treating the spacecraft not as an autonomous agent but as an interactive batch processor, which allows us to avoid “quantum leaps” in machine intelligence required to realize the concepts. Our goal is to discuss preliminary results and technical directions for the community, and identify promising new opportunities for multi-sensor fusion with the help of planetary researchers.


Item Type:Book Section
Related URLs:
URLURL TypeDescription
https://doi.org/10.1109/AERO47225.2020.9172264DOIArticle
Additional Information:© 2020 IEEE. Government Sponsorship Acknowledged. The research was carried out at the Jet Propulsion Laboratory, California Institute of Technology, under a contract with the National Aeronautics and Space Administration. The authors would like to thank the participants of the workshop who contributed ideas and discussions to this paper: Leon Alkalai (JPL), Morgan Cable (JPL), Les Deutsch (JPL), James Dickson (Caltech), Andrew Dittrich (USAF), David English (Lockheed Martin Space), Eric Frew (University of Colorado), Joseph Goldfrank (Stanford University), Shayn Hawthorne (Amazon Web Service), Jason Hofgartner (JPL), Robert Hood (ASRC Federal/NASA Ames), Ashish Mahabal (Caltech), Lukas Mandrake (JPL), Sreeja Nag (NASA Ames / BAERI), Mario Parente (University of Massachusetts), Raphael Some (JPL), David R Thompson (JPL), Jason Tichy (NVIDIA).
Group:Keck Institute for Space Studies
Funders:
Funding AgencyGrant Number
NASA/JPL/CaltechUNSPECIFIED
Record Number:CaltechAUTHORS:20200908-130820600
Persistent URL:https://resolver.caltech.edu/CaltechAUTHORS:20200908-130820600
Official Citation:J. V. Hook et al., "Nebulae: A Proposed Concept of Operation for Deep Space Computing Clouds," 2020 IEEE Aerospace Conference, Big Sky, MT, USA, 2020, pp. 1-14, doi: 10.1109/AERO47225.2020.9172264
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:105269
Collection:CaltechAUTHORS
Deposited By: Iryna Chatila
Deposited On:08 Sep 2020 23:46
Last Modified:08 Sep 2020 23:46

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