Design Challenges of Multi-UAV Systems in Cyber-Physical Applications: A Comprehensive Survey and Future Directions

被引:142
|
作者
Shakeri, Reza [1 ]
Al-Garadi, Mohammed Ali [1 ]
Badawy, Ahmed [2 ]
Mohamed, Amr [1 ]
Khattab, Tamer [2 ]
Al-Ali, Abdulla Khalid [1 ]
Harras, Khaled A. [3 ]
Guizani, Mohsen [1 ]
机构
[1] Qatar Univ, Dept Comp Sci & Engn, Doha, Qatar
[2] Qatar Univ, Dept Elect Engn, Doha, Qatar
[3] Carnegie Mellon Univ Qatar Campus, Comp Sci Dept, Doha, Qatar
来源
关键词
Surveillance; Drones; Wireless sensor networks; Tutorials; Cyber-physical systems; Unmanned aerial vehicles; drones; multi-UAV; cyber-physical applications; design challenges; UNMANNED AERIAL VEHICLES; WIRELESS SENSOR NETWORKS; INTELLIGENT TRANSPORTATION SYSTEMS; CROSS-LAYER DESIGN; AD-HOC NETWORKS; COLLISION-AVOIDANCE; CIVIL APPLICATIONS; LIFETIME MAXIMIZATION; OBJECT DETECTION; TARGET TRACKING;
D O I
10.1109/COMST.2019.2924143
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Unmanned aerial vehicles (UAVs) have recently rapidly grown to facilitate a wide range of innovative applications that can fundamentally change the way cyber-physical systems (CPSs) are designed. CPSs are a modern generation of systems with synergic cooperation between computational and physical potentials that can interact with humans through several new mechanisms. The main advantages of using UAVs in CPS application is their exceptional features, including their mobility, dynamism, effortless deployment, adaptive altitude, agility, adjustability, and effective appraisal of real-world functions anytime and anywhere. Furthermore, from the technology perspective, UAVs are predicted to be a vital element of the development of advanced CPSs. Therefore, in this survey, we aim to pinpoint the most fundamental and important design challenges of multi-UAV systems for CPS applications. We highlight key and versatile aspects that span the coverage and tracking of targets and infrastructure objects, energy-efficient navigation, and image analysis using machine learning for fine-grained CPS applications. Key prototypes and testbeds are also investigated to show how these practical technologies can facilitate CPS applications. We present and propose state-of-the-art algorithms to address design challenges with both quantitative and qualitative methods and map these challenges with important CPS applications to draw insightful conclusions on the challenges of each application. Finally, we summarize potential new directions and ideas that could shape future research in these areas.
引用
收藏
页码:3340 / 3385
页数:46
相关论文
共 50 条
  • [1] A Survey of Internet of Things and Cyber-Physical Systems: Standards, Algorithms, Applications, Security, Challenges, and Future Directions
    Chui, Kwok Tai
    Gupta, Brij B.
    Liu, Jiaqi
    Arya, Varsha
    Nedjah, Nadia
    Almomani, Ammar
    Chaurasia, Priyanka
    INFORMATION, 2023, 14 (07)
  • [2] A Survey on Concepts, Applications, and Challenges in Cyber-Physical Systems
    Gunes, Volkan
    Peter, Steffen
    Givargis, Tony
    Vahid, Frank
    KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS, 2014, 8 (12): : 4242 - 4268
  • [3] A comprehensive survey on modeling of cyber-physical systems
    Graja, Imen
    Kallel, Slim
    Guermouche, Nawal
    Cheikhrouhou, Saoussen
    Kacem, Ahmed Hadj
    CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2020, 32 (15):
  • [4] Challenges and Research Directions in Medical Cyber-Physical Systems
    Lee, Insup
    Sokolsky, Oleg
    Chen, Sanjian
    Hatcliff, John
    Jee, Eunkyoung
    Kim, BaekGyu
    King, Andrew
    Mullen-Fortino, Margaret
    Park, Soojin
    Roederer, Alexander
    Venkatasubramanian, Krishna K.
    PROCEEDINGS OF THE IEEE, 2012, 100 (01) : 75 - 90
  • [5] An analytical survey of cyber-physical systems in water treatment and distribution: Security challenges, intrusion detection, and future directions
    Gulzar, Qawsar
    Mustafa, Khurram
    SECURITY AND PRIVACY, 2024,
  • [6] Cyber-physical Production Systems' Design Challenges
    Ribeiro, Luis
    2017 IEEE 26TH INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS (ISIE), 2017, : 1189 - 1194
  • [7] Challenges in Automotive Cyber-physical Systems Design
    Goswami, Dip
    Schneider, Reinhard
    Masrur, Alejandro
    Lukasiewycz, Martin
    Chakraborty, Samarjit
    Voit, Harald
    Annaswamy, Anuradha
    2012 INTERNATIONAL CONFERENCE ON EMBEDDED COMPUTER SYSTEMS (SAMOS): ARCHITECTURES, MODELING AND SIMULATION, 2012, : 346 - 354
  • [8] Security and design Challenges in Cyber-Physical Systems
    Reddy, Yenumula B.
    2015 12TH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY - NEW GENERATIONS, 2015, : 200 - 205
  • [9] Intrusion response systems for cyber-physical systems: A comprehensive survey
    Bashendy, May
    Tantawy, Ashraf
    Erradi, Abdelkarim
    COMPUTERS & SECURITY, 2023, 124
  • [10] Theory, Applications, and Challenges of Cyber-Physical Systems 2021
    Su, Hang
    Xiao, Bo
    Zhou, Mingchuan
    Qi, Wen
    Sandoval, Juan
    Kim, Seong Tae
    COMPLEXITY, 2022, 2022