Resource Allocation and Distributed Uplink Offloading Mechanism in Fog Environment

被引:13
作者
Ruan, Linna [1 ]
Liu, Zhoubin [2 ]
Qiu, Xuesong [1 ]
Wang, Zixiang [2 ]
Guo, Shaoyong [1 ]
Qi, Feng [1 ]
机构
[1] Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing, Peoples R China
[2] State Grid Zhejiang Elect Co, Hangzhou, Zhejiang, Peoples R China
基金
中国国家自然科学基金;
关键词
Differential game theory; Distributed uplink offloading; F-RAN; Resource allocation; Sharing pattern; CELLULAR NETWORKS; RADIO; MANAGEMENT; CLOUD;
D O I
10.1109/JCN.2018.000037
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Applying fog computing technology to the shared pattern has two problems to cope with. One is to formulate a rational mechanism for resource allocation, and the other is to design computation offloading strategy of tasks based on resource allocation result. For solving these problems, we construct a three-layer F-RAN architecture first, which consists of terminal layer, access layer and network layer. Second, we adopt differential game and bipartite graph multiple matching algorithm to solve bandwidth resource allocation problem of fog node (FN)-access point (AP) and AP-shared terminal (ST), respectively. Third, Lyapunov theory and proposed deviation update decision algorithm (DUDA) are used to solve computation offloading decision-making and offloading update order-making. At last, simulation results show that our strategy can save 30% -60% system consumption, and the resource demand satisfaction rate can be guaranteed to reach 80% or more.
引用
收藏
页码:247 / 256
页数:10
相关论文
共 19 条
[11]  
Peng MG, 2016, IEEE NETWORK, V30, P46, DOI 10.1109/MNET.2016.7513863
[12]   D2D Fogging: An Energy-Efficient and Incentive-Aware Task Offloading Framework via Network-assisted D2D Collaboration [J].
Pu, Lingjun ;
Chen, Xu ;
Xu, Jingdong ;
Fu, Xiaoming .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2016, 34 (12) :3887-3901
[13]   Joint Optimization of Radio and Computational Resources for Multicell Mobile-Edge Computing [J].
Sardellitti, Stefania ;
Scutari, Gesualdo ;
Barbarossa, Sergio .
IEEE TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING OVER NETWORKS, 2015, 1 (02) :89-103
[14]   Offloading in Mobile Edge Computing: Task Allocation and Computational Frequency Scaling [J].
Thinh Quang Dinh ;
Tang, Jianhua ;
La, Quang Duy ;
Quek, Tony Q. S. .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2017, 65 (08) :3571-3584
[15]  
Tran T. X., COMPUT SCI
[16]   Joint Computation Offloading and Interference Management in Wireless Cellular Networks with Mobile Edge Computing [J].
Wang, Chenmeng ;
Yu, F. Richard ;
Liang, Chengchao ;
Chen, Qianbin ;
Tang, Lun .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2017, 66 (08) :7432-7445
[17]  
Wen YG, 2012, IEEE INFOCOM SER, P2716, DOI 10.1109/INFCOM.2012.6195685
[18]  
Zhang H., IEEE COMMUN MAG, V55, P52
[19]   Computing Resource Allocation in Three-Tier IoT Fog Networks: A Joint Optimization Approach Combining Stackelberg Game and Matching [J].
Zhang, Huaqing ;
Xiao, Yong ;
Bu, Shengrong ;
Niyato, Dusit ;
Yu, F. Richard ;
Han, Zhu .
IEEE INTERNET OF THINGS JOURNAL, 2017, 4 (05) :1204-1215