Adversarial Threats to Large Satellite Networks (ATLAS-N): A Coevolutionary Approach Based on Flipit
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- @InProceedings{Patel:2020:GECCOcomp,
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author = "Jay Patel and Dhathri H. Somavarapu and
Deacon Seals and Daniel R. Tauritz and Davide Guzzetti",
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title = "Adversarial Threats to Large Satellite Networks
({ATLAS-N}): A Coevolutionary Approach Based on
{Flipit}",
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year = "2020",
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editor = "Richard Allmendinger and Hugo Terashima Marin and
Efren Mezura Montes and Thomas Bartz-Beielstein and
Bogdan Filipic and Ke Tang and David Howard and
Emma Hart and Gusz Eiben and Tome Eftimov and
William {La Cava} and Boris Naujoks and Pietro Oliveto and
Vanessa Volz and Thomas Weise and Bilel Derbel and Ke Li and
Xiaodong Li and Saul Zapotecas and Qingfu Zhang and
Rui Wang and Ran Cheng and Guohua Wu and Miqing Li and
Hisao Ishibuchi and Jonathan Fieldsend and
Ozgur Akman and Khulood Alyahya and Juergen Branke and
John R. Woodward and Daniel R. Tauritz and Marco Baioletti and
Josu Ceberio Uribe and John McCall and
Alfredo Milani and Stefan Wagner and Michael Affenzeller and
Bradley Alexander and Alexander (Sandy) Brownlee and
Saemundur O. Haraldsson and Markus Wagner and
Nayat Sanchez-Pi and Luis Marti and Silvino {Fernandez Alzueta} and
Pablo {Valledor Pellicer} and Thomas Stuetzle and
Matthew Johns and Nick Ross and Ed Keedwell and
Herman Mahmoud and David Walker and Anthony Stein and
Masaya Nakata and David Paetzel and Neil Vaughan and
Stephen Smith and Stefano Cagnoni and Robert M. Patton and
Ivanoe {De Falco} and Antonio {Della Cioppa} and
Umberto Scafuri and Ernesto Tarantino and
Akira Oyama and Koji Shimoyama and Hemant Kumar Singh and
Kazuhisa Chiba and Pramudita Satria Palar and Alma Rahat and
Richard Everson and Handing Wang and Yaochu Jin and
Erik Hemberg and Riyad Alshammari and
Tokunbo Makanju and Fuijimino-shi and Ivan Zelinka and Swagatam Das and
Ponnuthurai Nagaratnam and Roman Senkerik",
-
isbn13 = "9781450371278",
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publisher = "Association for Computing Machinery",
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publisher_address = "New York, NY, USA",
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URL = "https://doi.org/10.1145/3377929.3398133",
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DOI = "doi:10.1145/3377929.3398133",
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booktitle = "Proceedings of the 2020 Genetic and Evolutionary
Computation Conference Companion",
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pages = "1503--1511",
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size = "9 pages",
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keywords = "genetic algorithms, genetic programming, coevolution,
proliferated leo constellations, space cyber-security,
space threats",
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address = "internet",
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series = "GECCO '20",
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month = jul # " 8-12",
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organisation = "SIGEVO",
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abstract = "Global connectivity from space using proliferated low
Earth orbit (P-LEO) satellite constellations can
benefit society at large. An increasing number of
public and private actors rely on services that are
provided from space through satellites, including Earth
monitoring, communications, and internet access. As the
dependence of society on satellite constellations
grows, threats to P-LEO assets are more likely to
increase. Developing strategies that are effective and
efficient to defend P-LEO constellations against
different types of attacks is warranted. As a first
step, we develop a framework to evolve defense
strategies for a low-fidelity constellation system
against selected low-fidelity adversarial actions by
evolving attack strategies, and the strategies are
evolved using coevolutionary algorithms. Results show
that attackers can easily overcome defenses that are
unaware and non-reactive to executed attacks and
demonstrate that it may be possible to perform
meaningful coevolution of attack and defense strategies
that consider selective actions on individual
satellites in a constellation. Evolved attack and
defense strategies have the potential to promote the
development of robust, reliable, and secure P-LEO
constellations.",
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notes = "Also known as \cite{10.1145/3377929.3398133}
GECCO-2020 A Recombination of the 29th International
Conference on Genetic Algorithms (ICGA) and the 25th
Annual Genetic Programming Conference (GP)",
- }
Genetic Programming entries for
Jay Patel
Dhathri H Somavarapu
Deacon Seals
Daniel R Tauritz
Davide Guzzetti
Citations