Aerospace and Electronic Systems - October 2018 - 31
Leccadito et al.
the consumer is not responsible for an unintended event due to a
hijacking. As technologies improve, security must be implemented
at the design level in a hybrid manner.
The responsibility of securing UASs is a combined effort of
all parties involved including the manufacturer of the sensors, the
FCS development team and manufacturer, and the UAS operators.
A solution to this problem currently does not fully exist, and as
UASs become more integrated into the commercial sector, a secure solution will become increasingly more necessary to maintain
confidence in the safe usage of UASs. Furthermore, it is important
for the end-user to be adequately trained in the use, deployment
and upgrading/updating of the CPS to keep the CPS and connected
systems secure from cyberattacks.
Although a lot of research involves securing and detecting GPS
attacks, the areas that need more emphasis in securing of the UAS
include efficiently encrypting the wireless communication channel, ensuring malicious free firmware, detection of corrupt sensors,
and securing the UAS at a hardware level. As UASs are integrated
into the commercial airspace, design, development, and operation
procedures need to evolve to meet the new demands of unmanned
and manned collaboration. Clarification of security measures in
UAS must be defined, and all parties must agree on responsibilities in regards to what needs to be secured and how to secure it, to
create safe, reliable, and trusted operations of UASs in the civilian
and commercial industries. The survey presented in this article is
a starting point that can be used to analyze current attack surfaces
to begin to create robust, resilient, and reliable safety-critical cyber
physical systems for UAS applications.
[10]
[11]
[12]
[13]
[14]
[15]
[16]
[17]
[18]
REFERENCES
[1]
[2]
[3]
[4]
[5]
[6]
[7]
[8]
[9]
Coward, J. UAV cyber security: What does it take to hack a drone?
totally unmanned. [Online]. Available: http://www.totallyunmanned.
com/2014/10/27/uav-cyber-security/, last access 16 Nov. 2015.
FAA. Fact Sheet-Small unmanned aircraft regulations (Part 107). [Online]. Available: https://www.faa.gov/news/fact_sheets/news_story.
cfm?newsId=20516, last access 23 Mar. 2017.
Altawy, R., and Youssef, A. M. Security, privacy, and safety aspects
of civilian drones: A survey. ACM Transactions on Cyber-Physical
Systems., Vol. 1, 2 (2016), 7.
Loukas, G. Cyber-Physical attacks: A growing invisible threat. 2015.
Strohmeier, M., Lenders, V., and Martinovic, I. Lightweight location
verification in air traffic surveillance networks. In Proceedings of the
1st ACM Workshop on Cyber-Physical System Security, 2015, 49-60.
Son, Y. et al. Rocking drones with intentional sound noise on gyroscopic sensors. In Proceedings of the 24th USENIX Conference on
Security Symposium, 2015, 881-896.
Kim, A., Wampler, B., Goppert, J., Hwang, I., and Aldridge, H. Cyber
attack vulnerabilities analysis for unmanned aerial vehicles. Infotech
Aerospace, 2012.
Rudinskas, D., Goraj, Z., and Stankūnas, J. Security analysis of UAV
radio communication system. Aviation, Vol. 13, 4 (2009), 116-121.
Puchaty, E. M., and DeLaurentis, D. A. A performance study of UAVbased sensor networks under cyber attack. In Proceedings of the
2011 6th International Conference on System of Systems Engineering
(SoSE), 2011, 214-219.
OCTOBER 2018
[19]
[20]
[21]
[22]
[23]
[24]
IEEE A&E SYSTEMS MAGAZINE
Hartmann, K., and Steup, C. The vulnerability of UAVs to cyber attacks-An approach to the risk assessment. In Proceedings of the 2013
5th International Conference on Cyber Conflict (CyCon), 2013, 1-23.
Frew, E. W., and Brown, T. X. Networking issues for small unmanned
aircraft systems. Journal of Intelligent and Robotic Systems, Vol. 54,
1-3 (2009), 21-37.
Advantages and disadvantages of ISM band frequencies. L-com Global Connectivity. [Online]. Available: http://www.L-com.com/content/
Article.aspx?Type=N&ID=10421, last access 7 Jan. 2016.
Butcher, N., Stewart, A., and Biaz, S. Securing the MAVLink communication protocol for unmanned aircraft systems. 2014.
Yağdereli, E., Gemci, C., and Aktaş, A. Z. A study on cyber-security
of autonomous and unmanned vehicles. Journal of Defense Modeling and Simulation: Applications, Methodology, Technology, 2015,
1548512915575803.
Cavaleri, A., Motella, B., Pini, M., and Fantino, M. Detection of
spoofed GPS signals at code and carrier tracking level. In Proceedings of the 2010 5th ESA Workshop on Satellite Navigation Technologies and European Workshop on GNSS Signals and Signal Processing
(NAVITEC), 2010, 1-6.
Air traffic services brief-Automatic Dependent Surveillance-Broadcast (ADS-B). [Online]. Available: http://www.aopa.org/Advocacy/
Air-Traffic-Services-,-a-,-Technology/Air-Traffic-Services-BriefAutomatic-Dependent-Surveillance-Broadcast-ADS-B, last access6
Nov. 2015.
Costin, A., and Francillon, A. Ghost in the air (traffic): On insecurity
of ADS-B protocol and practical attacks on ADS-B devices. Black Hat
USA, 2012.
Shachtman, N. Exclusive: Computer virus hits U.S. drone fleet.
WIRED, 7 Oct. 2011. [Online]. Available: http://www.wired.com/2011/
10/virus-hits-drone-fleet/, last access 7 Oct. 2015.
Mansfield, K., Eveleigh, T., Holzer, T. H., and Sarkani, S. Unmanned
aerial vehicle smart device ground control station cyber security threat
model. In Proceedings of the 2013 IEEE International Conference on
Technologies for Homeland Security (HST), 2013, 722-728.
Birnbaum, Z., Dolgikh, A., Skormin, V., O'Brien, E., and Muller, D.
Unmanned aerial vehicle security using recursive parameter estimation. In Proceedings of the 2014 International Conference on Unmanned Aircraft Systems (ICUAS), 2014, 692-702.
Pigatto, D. F., Smith, J., Lucas, K. R., and Branco, J. C. Sphere: A novel platform for increasing safety & security on Unmanned Systems.
In Proceedings of the 2015 International Conference on Unmanned
Aircraft Systems (ICUAS), 2015, 1059-1066.
Experimental analysis of attacks on next generation air traffic communication-Google search. [Online]. Available: https://www.google.com/
search?q=Experimental+Analysis+of+Attacks+on+Next+Generation+
Air+Traffic+Communication&oq=Experimental+Analysis+of+Attacks
+on+Next+Generation+Air+Traffic+Communication&aqs=chrome..
69i57.152j0j4&sourceid=chrome&ie=UTF-8, last access 21 Mar. 2017.
Pini, M., Fantino, M., Cavaleri, A., Ugazio, S., and Presti, L. L. Signal
quality monitoring applied to spoofing detection. In Proceedings of
the 24th International Technical Meeting of The Satellite Division of
the Institute of Navigation (ION GNSS 2011), 2001, 1888-1896.
Daneshmand, S., Jafarnia-Jahromi, A., Broumandan, A., and Lachapelle, G. Low-complexity spoofing mitigation. GPS World, Vol. 22,
12 (2011), 44-46.
31
http://www.L-com.com/content/ Article.aspx?Type=N&ID=10421
http://www.L-com.com/content/ Article.aspx?Type=N&ID=10421
http://www.aopa.org/advocacy/advocacy-briefs/air-traffic-services-brief-automatic-dependent-surveillance-broadcast-ads-b
http://www.aopa.org/advocacy/advocacy-briefs/air-traffic-services-brief-automatic-dependent-surveillance-broadcast-ads-b
http://www.aopa.org/advocacy/advocacy-briefs/air-traffic-services-brief-automatic-dependent-surveillance-broadcast-ads-b
http://www.wired.com/2011/ 10/virus-hits-drone-fleet/
http://www.wired.com/2011/ 10/virus-hits-drone-fleet/
http://www.totallyunmanned.com/2014/10/27/uav-cyber-security/
http://www.totallyunmanned.com/2014/10/27/uav-cyber-security/
https://www.faa.gov/news/fact_sheets/news_story.cfm?newsId=20516
https://www.faa.gov/news/fact_sheets/news_story.cfm?newsId=20516
https://www.google.com/ search?q=Experimental+Analysis+of+Attacks+on+Next+Generation+ Air+Traffic+Communication&oq=Experimental+Analysis+of+Attacks +on+Next+Generation+Air+Traffic+Communication&aqs=chrome.. 69i57.152j0j4&sourceid=chrome&ie=UTF-8
https://www.google.com/ search?q=Experimental+Analysis+of+Attacks+on+Next+Generation+ Air+Traffic+Communication&oq=Experimental+Analysis+of+Attacks +on+Next+Generation+Air+Traffic+Communication&aqs=chrome.. 69i57.152j0j4&sourceid=chrome&ie=UTF-8
https://www.google.com/ search?q=Experimental+Analysis+of+Attacks+on+Next+Generation+ Air+Traffic+Communication&oq=Experimental+Analysis+of+Attacks +on+Next+Generation+Air+Traffic+Communication&aqs=chrome.. 69i57.152j0j4&sourceid=chrome&ie=UTF-8
https://www.google.com/ search?q=Experimental+Analysis+of+Attacks+on+Next+Generation+ Air+Traffic+Communication&oq=Experimental+Analysis+of+Attacks +on+Next+Generation+Air+Traffic+Communication&aqs=chrome.. 69i57.152j0j4&sourceid=chrome&ie=UTF-8
https://www.google.com/ search?q=Experimental+Analysis+of+Attacks+on+Next+Generation+ Air+Traffic+Communication&oq=Experimental+Analysis+of+Attacks +on+Next+Generation+Air+Traffic+Communication&aqs=chrome.. 69i57.152j0j4&sourceid=chrome&ie=UTF-8
Aerospace and Electronic Systems - October 2018
Table of Contents for the Digital Edition of Aerospace and Electronic Systems - October 2018
Contents
Aerospace and Electronic Systems - October 2018 - Cover1
Aerospace and Electronic Systems - October 2018 - Cover2
Aerospace and Electronic Systems - October 2018 - Contents
Aerospace and Electronic Systems - October 2018 - 2
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