ABSTRACT
In view of the current situation that the traditional centralized cloud service architecture cannot meet the high requirements of tactical edge for data processing and storage, this paper introduces an emerging tactical cloud service model——tactical edge cloud, and summarizes the status quo of technology development around two key aspects: tactical edge cloud architecture design and computing offloading, and finally related problems to be solved are put forward to provide reference for the development of cloud service architecture of tactical edge.
- Tortonesi M , Stefanelli C , Benvegnu E , Multiple-UAV coordination and communications in tactical edge networks[J]. Communications Magazine IEEE, 2012, 50(10):48-55.Google ScholarCross Ref
- Takai T. Department of Defense mobile device strategy [J]. Department of Defense, Washington, DC, 2012.Google Scholar
- Xiao W H , Liu B X, Liu W, Cheng Gang, WANG Yue-Hua. A survey of edge computing under harsh environments[J]. Journal of Command and Control, 2019, 5(3): 181-190.Google Scholar
- Lewis G, Echeverría S, Simanta S, Tactical cloudlets: Moving cloud computing to the edge[C]//2014 IEEE Military Communications Conference. IEEE, 2014: 1440-1446.Google Scholar
- Simanta S, Lewis G A, Morris E, Cloud computing at the tactical edge[R].CARNEGIE-MELLON UNIV PITTSBURGH PASOFTWARE ENGINEERING INST, 2012.Google ScholarCross Ref
- Khoshgoftar M A. Tactical HPC: scheduling high performance computers in a geographical region[D]. Georgia Institute of Technology, 2016.Google Scholar
- Sridharan V, Motani M, Jalaian B, Exploring Performance Trade-offs in Tactical Edge Networks[J]. IEEE Communications Magazine, 2020, 58(8): 28-33.Google ScholarCross Ref
- Xiong H, Pei B. Application of SDN Architecture in Military Communication Core Networks[J]. Journalof Command and Control, 2018, 4(3): 249−254.Google Scholar
- Phemius K , Seddar J , Bouet M , Bringing SDN to the edge of tactical networks[C]// Military Communications Conference. IEEE, 2016:1047-1052.Google Scholar
- Chekired D A , Khoukhi L . Distributed SDN-Based C4ISR Communications: A Delay-Tolerant Network for Trusted Tactical Cloudlets[C]// 2019 International Conference on Military Communications and Information Systems (ICMCIS). IEEE, 2019.Google Scholar
- Tang S C, Li N C, Yu Y , Design of Information Resource Service Architecture for Naval Tactical Cloud[J] . Naval Electronic Engineering, 2019,39(002) : 103-109.Google Scholar
- Guan D L, Hou J. Research on the Application of Decentralized Architecture of Military Information System[J]. Naval Electronic Engineering, 2020,040(003) : 6-10.Google Scholar
- Chen M, Hao Y. Task offloading for mobile edge computing in software defined ultra-dense network[J]. IEEE Journal on Selected Areas in Communications, 2018, 36(3): 587-597.Google ScholarCross Ref
- ElgazzaR K, Martin P, HassaneiN H S. Cloud-assisted computation offloading to support mobile services[J]. IEEE Transactions on Cloud Computing, 2014, 4(3): 279-292.Google ScholarCross Ref
- Zhou B , Vahid D A , Calheiros R , mCloud: A Context-Aware Offloading Framework for Heterogeneous Mobile Cloud[J]. IEEE Transactions on Services Computing, 2017:1-1.Google Scholar
- Mao Y, Zhang J, Letaief K B. Dynamic computation offloading for mobile-edge computing with energy harvesting devices[J]. IEEE Journal on Selected Areas in Communications, 2016, 34(12): 3590-3605.Google ScholarDigital Library
- Meng H, Chao D, Guo Q, Delay-sensitive Task Scheduling with Deep Reinforcement Learning in Mobile-edge Computing Systems[C]//Journal of Physics: Conference Series. IOP Publishing, 2019, 1229(1): 012059.Google ScholarCross Ref
- Wei F, Chen S, Zou W. A greedy algorithm for task offloading in mobile edge computing system[J]. China Communications, 2018, 15(11): 149-157.Google ScholarCross Ref
- XUE J B, DING X Q, LIU X X. Offloading Decision and Resource Optimization for Cache-Assisted Edge Computing[J]. Journal of Beijing University of Posts and Telecommunications, 2020, 43(3): 32-37.Google Scholar
- Munoz O, Pascual I A, Vidal J. Optimization of radio and computational resources for energy efficiency in latency-constrained application offloading[J]. IEEE Transactions on Vehicular Technology, 2014, 64(10): 4738-4755.Google ScholarCross Ref
- Gu B, Zhou Z. Task offloading in vehicular mobile edge computing: A matching-theoretic framework[J]. IEEE Vehicular Technology Magazine, 2019, 14(3): 100-106.Google ScholarCross Ref
- Yan J , Bi S , Huang L , Deep Reinforcement Learning Based Offloading for Mobile Edge Computing with General Task Graph[C]// ICC 2020 - 2020 IEEE International Conference on Communications (ICC). IEEE, 2020.Google Scholar
- Lu H , Gu C , Luo F , Optimization of lightweight task offloading strategy for mobile edge computing based on deep reinforcement learning[J]. Future Generation Computer Systems, 2020, 102:847-861.Google ScholarDigital Library
- Wang J , Zhao L , Liu J , Smart Resource Allocation for Mobile Edge Computing: A Deep Reinforcement Learning Approach[J]. IEEE Transactions on Emerging Topics in Computing, 2019:1-1.Google Scholar
- Shan N, Cui X L, Gao Z Q. “DRL+ FL”: An intelligent resource allocation model based on deep reinforcement learning for Mobile Edge Computing[J]. Computer Communications, 2020.Google Scholar
- Yin J, Guan X, Bai G. Task Offloading and Cooperative Load Balancing Mechanism Based on Mobile Edge Computing[J] . Computer Science, 2019,046(012) : 126-13.Google Scholar
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