AI Robustness against Attacks in City-Scale Autonomous Drone Deployments

Abdul-Rasheed  Ottun; Adeyinka Akintola; Mohan Liyanage; Michell Boerger; Pan Hui; Sasu Tarkoma; Nikolay  Tcholtchev; Petteri Nurmi; Huber Flores

doi:10.1109/MC.2024.3461841

AI Robustness against Attacks in City-Scale Autonomous Drone Deployments

Abdul-Rasheed Ottun
, Adeyinka Akintola
, Mohan Liyanage
, Michell Boerger
, Pan Hui
, Sasu Tarkoma
, Nikolay Tcholtchev
, Petteri Nurmi
, Huber Flores

Forskningsoutput: Tidskriftsbidrag › Artikel › Vetenskaplig › Peer review

Sammanfattning

We analyze the impact of poisoning attacks on autonomous drones and demonstrate how explainable artificial intelligence techniques can be employed to detect them. We then delve into the risks, opportunities, and research challenges, ultimately paving the way for city-scale deployments of autonomous drones.

Originalspråk	engelska
Tidskrift	Computer : a publication of the IEEE Computer Society
Volym	57
Nummer	12
Sidor (från-till)	47-57
Antal sidor	11
ISSN	0018-9162
DOI	https://doi.org/10.1109/MC.2024.3461841
Status	Publicerad - dec. 2024
MoE-publikationstyp	A1 Tidskriftsartikel-refererad

Vetenskapsgrenar

113 Data- och informationsvetenskap

Åtkomst av dokument

10.1109/MC.2024.3461841

AI_Robustness_against_Attacks_in_City_Scale_Autonomous_Drone_Deployments_OttunAccepterat manuskript från författare, 3,14 MB

Foundations of Pervasive Sensing Systems
Nurmi, P. (Principal Investigator)
01/09/2021 → 31/08/2025
Projekt: Finlands Akademi: Akademiprojektsbidrag

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abstract = "We analyze the impact of poisoning attacks on autonomous drones and demonstrate how explainable artificial intelligence techniques can be employed to detect them. We then delve into the risks, opportunities, and research challenges, ultimately paving the way for city-scale deployments of autonomous drones.",

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AU - Hui, Pan

AU - Tarkoma, Sasu

AU - Tcholtchev, Nikolay

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AI Robustness against Attacks in City-Scale Autonomous Drone Deployments

Sammanfattning

Vetenskapsgrenar

Åtkomst av dokument

Projekt

Foundations of Pervasive Sensing Systems

Citera det här