An approach of multi-objective computing task offloading scheduling based NSGS for IOV in 5G

被引:0
|
作者
Jie Zhang
Ming-jie Piao
De-gan Zhang
Ting Zhang
Wen-miao Dong
机构
[1] Beijing Jiaotong University,School of Electronic and Information Engineering
[2] Tianjin University of Technology,Tianjin Key Lab of Intelligent Computing & Novel Software Technology
[3] Tianjin University of Sport,School of Sports Economics and Management
来源
Cluster Computing | 2022年 / 25卷
关键词
Internet of vehicles; Mobile edge computing; Computation offloading; Task segmentation; Constrained multi-objective optimization; NSGS;
D O I
暂无
中图分类号
学科分类号
摘要
As a new technology, Internet of Vehicles (IoV) needs high bandwidth and low delay. However, the current on-board mobile terminal equipment cannot meet the needs of the IoV. Therefore, using mobile edge computing (MEC) can solve the problems of energy consumption and time delay in the IoV. In the MEC, task offloading can solve the problem of resource constraint on mobile devices effectively, but it is not optimal to offload all tasks to edge servers. In this paper, the vehicle computation task is regarded as a directed acyclic graph (DAG), and task nodes’ execution location and scheduling order are optimized. Considering the energy consumption and delay of the system, the vehicle computation offloading is considered as a constrained multi-objective optimization problem (CMOP), and then a Non-dominated Sorting Genetic Strategy(NSGS) is proposed to solve the CMOP. The proposed algorithm can realize local and edge parallel processing to reduce delay and energy consumption. Finally, a large number of experiments are carried to prove the performance of the algorithm. The experimental results show that the algorithm can make the optimal decision in practical applications.
引用
收藏
页码:4203 / 4219
页数:16
相关论文
共 50 条
  • [21] Multi-Objective PSO Based Task Scheduling - A Load Balancing Approach in Cloud
    Sreelakshmi
    Sindhu, S.
    PROCEEDINGS OF 2019 1ST INTERNATIONAL CONFERENCE ON INNOVATIONS IN INFORMATION AND COMMUNICATION TECHNOLOGY (ICIICT 2019), 2019,
  • [22] An Effective Multi-Objective Workflow Scheduling in Cloud Computing: A PSO based Approach
    Shubham
    Gupta, Rishabh
    Gajera, Vatsal
    Jana, Prasanta K.
    2016 NINTH INTERNATIONAL CONFERENCE ON CONTEMPORARY COMPUTING (IC3), 2016, : 31 - 36
  • [23] A multi-objective task offloading based on BBO algorithm under deadline constrain in mobile edge computing
    Hongjian Li
    Peng Zheng
    Tiantian Wang
    Jingjing Wang
    Tongming Liu
    Cluster Computing, 2023, 26 : 4051 - 4067
  • [24] A multi-objective task offloading based on BBO algorithm under deadline constrain in mobile edge computing
    Li, Hongjian
    Zheng, Peng
    Wang, Tiantian
    Wang, Jingjing
    Liu, Tongming
    CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2023, 26 (06): : 4051 - 4067
  • [25] Multi-Objective Task-Aware Offloading and Scheduling Framework for Internet of Things Logistics
    Umer, Asif
    Ali, Mushtaq
    Jehangiri, Ali Imran
    Bilal, Muhammad
    Shuja, Junaid
    SENSORS, 2024, 24 (08)
  • [26] Multi-objective task offloading for highly dynamic heterogeneous Vehicular Edge Computing: An efficient reinforcement learning approach
    Huang, Zhidong
    Wu, Xiaofei
    Dong, ShouBin
    COMPUTER COMMUNICATIONS, 2024, 225 : 27 - 43
  • [27] Membrane computing for IoT task offloading: An efficient multi-objective constrained optimization framework
    Tuo, Shouheng
    Huyan, Yihao
    Fan, Ting
    Zhao, Yong
    APPLIED SOFT COMPUTING, 2025, 169
  • [28] Multi-objective task offloading optimization in fog computing environment using INSCSA algorithm
    Fard, Alireza Froozani
    Ardakani, Mohammadreza Mollahoseini
    Mirzaie, Kamal
    CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2024, 27 (06): : 7469 - 7491
  • [29] Edge Computing Based Multi-Objective Task Scheduling Strategy for UAV with Limited Airborne Resources
    Wang, Xiaoqiang
    Informatica (Slovenia), 2024, 48 (02): : 255 - 268
  • [30] Multi-objective Task Scheduling Optimization Based on Improved Bat Algorithm in Cloud Computing Environment
    Yu, Dakun
    Xu, Zhongwei
    Mei, Meng
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2023, 14 (06) : 1091 - 1100