Task offloading and resource allocation for edge-of-things computing on smart healthcare systems

被引:41
作者
Lin, Kai [1 ]
Pankaj, Sameer [1 ]
Wang, Di [1 ]
机构
[1] Dalian Univ Technol, 2 Linggong Rd, Dalian 116024, Liaoning, Peoples R China
关键词
Edge-of-things computing; Healthcare system; Task offloading; Resource allocation; Energy efficiency; MOBILE; ARCHITECTURE; ALGORITHM;
D O I
10.1016/j.compeleceng.2018.10.003
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Impelled by prevalent smart devices and omnipresent wireless communication networks, Edge-of-things transpires as a captivating paradigm to accommodate power-sensitive or compute-intensive applications over resource-constrained smart devices. In this research, we focus on flexible compute-intensive task offloading to a local cloud (i.e., cloudlet) saving energy, which aims to optimize the energy consumption, the operation speed, and the cost. A fruit fly optimization based task offloading algorithm (FOTO) is proposed, which improves offloading and resources allocation to acquire the nominal energy consumption under the existing restraints. Performances are evaluated regarding energy consumption, execution time and cost, which are compared with the cooperative multi-tasks scheduling based on ant colony optimization algorithm (CMS-ACO) and heuristic queue based algorithm (GA-ACO). The experimental results prove the effectiveness of proposed FOTO algorithm by comparing with existing algorithms. (C) 2018 Elsevier Ltd. All rights reserved.
引用
收藏
页码:348 / 360
页数:13
相关论文
共 23 条
[1]   Multi-agent based dynamic resource provisioning and monitoring for cloud computing systems infrastructure [J].
Al-Ayyoub, Mahmoud ;
Jararweh, Yaser ;
Daraghmeh, Mustafa ;
Althebyan, Qutaibah .
CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2015, 18 (02) :919-932
[2]   Honey bee behavior inspired load balancing of tasks in cloud computing environments [J].
Babu, Dhinesh L. D. ;
Krishna, P. Venkata .
APPLIED SOFT COMPUTING, 2013, 13 (05) :2292-2303
[3]   Batch Identification Game Model for Invalid Signatures in Wireless Mobile Networks [J].
Chen, Jing ;
He, Kun ;
Yuan, Quan ;
Xue, Guoliang ;
Du, Ruiying ;
Wang, Lina .
IEEE TRANSACTIONS ON MOBILE COMPUTING, 2017, 16 (06) :1530-1543
[4]   SPHA: Smart Personal Health Advisor Based on Deep Analytics [J].
Chen, Min ;
Zhang, Yin ;
Qiu, Meikang ;
Guizani, Nadra ;
Hao, Yixue .
IEEE COMMUNICATIONS MAGAZINE, 2018, 56 (03) :164-169
[5]   DATA-DRIVEN COMPUTING AND CACHING IN 5G NETWORKS: ARCHITECTURE AND DELAY ANALYSIS [J].
Chen, Min ;
Qian, Yongfeng ;
Hao, Yixue ;
Li, Yong ;
Song, Jeungeun .
IEEE WIRELESS COMMUNICATIONS, 2018, 25 (01) :70-75
[6]   Green and Mobility-Aware Caching in 5G Networks [J].
Chen, Min ;
Hao, Yixue ;
Hu, Long ;
Huang, Kaibin ;
Lau, Vincent K. N. .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2017, 16 (12) :8347-8361
[7]   Mobility-Aware Caching and Computation Offloading in 5G Ultra-Dense Cellular Networks [J].
Chen, Min ;
Hao, Yixue ;
Qiu, Meikang ;
Song, Jeungeun ;
Wu, Di ;
Humar, Iztok .
SENSORS, 2016, 16 (07)
[8]   ON THE COMPUTATION OFFLOADING AT AD HOC CLOUDLET: ARCHITECTURE AND SERVICE MODES [J].
Chen, Min ;
Hao, Yixue ;
Li, Yong ;
Lai, Chin-Feng ;
Wu, Di .
IEEE COMMUNICATIONS MAGAZINE, 2015, 53 :18-24
[9]   Decentralized Computation Offloading Game for Mobile Cloud Computing [J].
Chen, Xu .
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2015, 26 (04) :974-983
[10]   Edge-centric Computing: Vision and Challenges [J].
Garcia Lopez, Pedro ;
Montresor, Alberto ;
Epema, Dick ;
Datta, Anwitaman ;
Higashino, Teruo ;
Iamnitchi, Adriana ;
Barcellos, Marinho ;
Felber, Pascal ;
Riviere, Etienne .
ACM SIGCOMM COMPUTER COMMUNICATION REVIEW, 2015, 45 (05) :37-42