Delay Based Wireless Scheduling and Server Assignment for Fog Computing Systems

被引:0
|
作者
Zhang, Yuan [1 ]
Xie, Mingyang [1 ]
Guo, Qiang [1 ]
Heng, Wei [1 ]
Du, Peng [2 ,3 ]
机构
[1] Southeast Univ, Natl Mobile Commun Res Lab, Nanjing 210096, Peoples R China
[2] Nanjing Univ Posts & Telecommun, Coll Automat, Nanjing 210023, Peoples R China
[3] Nanjing Univ Posts & Telecommun, Coll Artificial Intelligence, Nanjing 210023, Peoples R China
来源
基金
中国国家自然科学基金;
关键词
Fog computing; Resource allocation; Delay; Lyapunov;
D O I
10.1007/978-3-030-37262-0_15
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
To further reduce the delay in fog computing systems, new resource allocation algorithms are needed. Firstly, we have derived the recursive expressions of the communication and computing delays in the fog computing system without assuming the knowledge of the statistics of user application arrival traffic. Based on these analytical formulas, an optimization problem of delay minimization is formulated directly, and then a novel wireless scheduling and server assignment algorithm is designed. The delay performance of the proposed algorithm is evaluated via simulation experiments. Under the considered simulation parameters, the proposed algorithm can achieve 13.5% less total delay, as compared to the traditional algorithm. The impact of the total number of subcarriers in the system and the average user application arrival rate on the percentage of delay reduction is evaluated. Therefore, compared with the queue length optimization based traditional resource allocation algorithms, the delay optimization based resource allocation algorithm proposed in this paper can further reduce delay.
引用
收藏
页码:187 / 198
页数:12
相关论文
共 50 条
  • [1] Resource Scheduling for Delay Minimization in Multi-Server Cellular Edge Computing Systems
    Zhang, Yuan
    Du, Peng
    Wang, Jiang
    Ba, Teer
    Ding, Rui
    Xin, Ning
    [J]. IEEE ACCESS, 2019, 7 : 86265 - 86273
  • [2] A job scheduling algorithm for delay and performance optimization in fog computing
    Jamil, Bushra
    Shojafar, Mohammad
    Ahmed, Israr
    Ullah, Atta
    Munir, Kashif
    Ijaz, Humaira
    [J]. CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2020, 32 (07):
  • [3] Task scheduling in cloud-fog computing systems
    Guevara, Judy C.
    da Fonseca, Nelson L. S.
    [J]. PEER-TO-PEER NETWORKING AND APPLICATIONS, 2021, 14 (02) : 962 - 977
  • [4] Task scheduling in cloud-fog computing systems
    Judy C. Guevara
    Nelson L. S. da Fonseca
    [J]. Peer-to-Peer Networking and Applications, 2021, 14 : 962 - 977
  • [5] Neural Task Scheduling with Reinforcement Learning for Fog Computing Systems
    Bian, Simeng
    Huang, Xi
    Shao, Ziyu
    Yang, Yang
    [J]. 2019 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2019,
  • [6] Delay-oriented Task Scheduling and Bandwidth Allocation in Fog Computing Networks
    Fei, Zixuan
    Wang, Ying
    Sun, Ruijin
    Liu, Yuanfei
    [J]. 2019 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2019,
  • [7] Wireless Sensor Network Architecture based on Fog Computing
    Mihai, Viorel
    Dragana, Cristian
    Stamatescu, Grigore
    Popescu, Dan
    Ichim, Loretta
    [J]. 2018 5TH INTERNATIONAL CONFERENCE ON CONTROL, DECISION AND INFORMATION TECHNOLOGIES (CODIT), 2018, : 743 - 747
  • [8] Fog server deployment technique: An approach based on computing resource usage
    Lee, Jung-Hoon
    Chung, Sang-Hwa
    Kim, Won-Suk
    [J]. INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2019, 15 (01):
  • [9] Immune Scheduling Network Based Method for Task Scheduling in Decentralized Fog Computing
    Wang, Yabin
    Guo, Chenghao
    Yu, Jin
    [J]. WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2018,
  • [10] A Research on Genetic Algorithm-Based Task Scheduling in Cloud-Fog Computing Systems
    Li, Hui
    Song, Duanzheng
    Zhu, Jintao
    [J]. AUTOMATIC CONTROL AND COMPUTER SCIENCES, 2024, 58 (04) : 392 - 407