Performance Analysis of a Delay Constrained Data Offloading Scheme in an Integrated Cloud-Fog-Edge Computing System

被引:31
作者
Fantacci, Romano [1 ]
Picano, Benedetta [1 ]
机构
[1] Univ Florence, I-50121 Florence, Italy
关键词
Mobile computing; offloading; queueing theory; performance optimization; RESOURCE-ALLOCATION; TASK ASSIGNMENT; POWER-CONTROL; TRANSMISSION; NETWORKS;
D O I
10.1109/TVT.2020.3008926
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The recent growth in intensive services and applications demand has triggered the functional integration of cloud computing with edge computing capabilities. One of the main goals is to allow a fast processing to tasks with strict real time constraints in order to lower the task dropping probability due to expiration of the associated deadlines. This paper deals with the performance evaluation and optimization of a three layers cloud-fog-edge computing infrastructure by resorting to the use of queueing theory results. In particular, a Markov queueing system model with reneging is proposed for the cloud subsystem, in order to consider the premature computation requests departure due to their deadline expiration. Furthermore, a computational resources allocation method is proposed with the aim at maximizing the social welfare metric, constrained to specific quality of service requirements. Finally, the proposed queueing theory analysis as well as of the computational resources allocation approach is validated by comparing the obtained analytical predictions with simulation results.
引用
收藏
页码:12004 / 12014
页数:11
相关论文
共 43 条
[1]   QoE Enhanced Mobile Data Offloading With Balking [J].
Ajith, Anusree ;
Venkatesh, T. G. .
IEEE COMMUNICATIONS LETTERS, 2017, 21 (05) :1143-1146
[2]   Analysis of the Weighted Fair Queuing System with Two Classes of Customers with Finite Buffer [J].
Al-Sawaai, Amina ;
Awan, Irfan ;
Fretwell, Rod .
2009 INTERNATIONAL CONFERENCE ON ADVANCED INFORMATION NETWORKING AND APPLICATIONS WORKSHOPS: WAINA, VOLS 1 AND 2, 2009, :218-223
[3]  
[Anonymous], 2015, DECIS SCI LETT
[4]   Cloud Computing for Emerging Mobile Cloud Apps [J].
Bahrami, Mehdi .
2015 3RD IEEE INTERNATIONAL CONFERENCE ON MOBILE CLOUD COMPUTING, SERVICES, AND ENGINEERING (MOBILECLOUD 2015), 2015, :4-5
[5]  
Chisci L., 2009, P IEEE GLOBECOM, p1
[6]  
Chiti F, 2013, INT WIREL COMMUN, P19, DOI 10.1109/IWCMC.2013.6583528
[7]  
Dordevic BS, 2014, 2014 22ND TELECOMMUNICATIONS FORUM TELFOR (TELFOR), P931, DOI 10.1109/TELFOR.2014.7034558
[8]   When Network Slicing Meets Prospect Theory: A Service Provider Revenue Maximization Framework [J].
Fantacci, Romano ;
Picano, Benedetta .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2020, 69 (03) :3179-3189
[9]  
Gadham KR, 2016, 2016 IEEE FIRST INTERNATIONAL CONFERENCE ON CONTROL, MEASUREMENT AND INSTRUMENTATION (CMI), P182, DOI 10.1109/CMI.2016.7413735
[10]  
GARNAUT R, 1992, ECONOMIC REFORM AND INTERNATIONALISATION: CHINA AND THE PACIFIC REGION, P1