Online Reconfiguration of Latency-Aware IoT Services in Edge Networks

被引:6
|
作者
Li, Xiaocui [1 ,2 ]
Zhou, Zhangbing [1 ,2 ]
Zhu, Chunsheng [3 ,4 ]
Shu, Lei [5 ,6 ]
Zhou, Jiehan [7 ]
机构
[1] China Univ Geosci Beijing, Sch Informat Engn, Beijing 100083, Peoples R China
[2] Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing 100083, Peoples R China
[3] Southern Univ Sci & Technol, SUSTech Inst Future Networks, Shenzhen 518055, Peoples R China
[4] PCL Res Ctr Networks & Commun, Peng Cheng Lab, Shenzhen 518055, Guangdong, Peoples R China
[5] Nanjing Agr Univ, Coll Artificial Intelligence, Nanjing 210095, Peoples R China
[6] Univ Lincoln, Sch Engn, Lincoln LN6 7TS, England
[7] Univ Oulu, Dept Elect & Informat Engn, Oulu 90100, Finland
来源
IEEE INTERNET OF THINGS JOURNAL | 2022年 / 9卷 / 18期
基金
中国国家自然科学基金;
关键词
Internet of Things (IoT) service co-placement; latency awareness; online reconfiguration; resource optimization; FUNCTION CHAIN; CLOUD; ORCHESTRATION; PLACEMENT; TASKS;
D O I
10.1109/JIOT.2021.3135287
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With the proliferation of Internet of Things (IoT) devices deployed in edge networks, the functionalities of IoT devices are typically encapsulated in terms of IoT services. Their collaboration is mostly achieved through the composition of functionally complementary and geographically contiguous IoT services, to achieve complex requests. Considering the capacity constraints of IoT devices, newly incoming requests may hardly be satisfied partially (or completely), since these devices are implementing subtasks of previous requests at this moment. Therefore, candidate IoT devices may have no enough remaining capacity to co-host subtasks of these new requests concurrently. To solve this problem, this article proposes a novel resource allocation and service co-placement (RaSP) algorithm to address latency-aware online service reconfiguration problem. Specifically, IoT services are reconfigured upon IoT devices in an optimal manner, such that certain IoT services corresponding to subtasks in previous requests should be migrated online from their hosting IoT devices to neighboring ones, and constraints of these requests are still satisfiable. These released resources can be adopted to implement subtasks (or IoT services) of newly incoming requests. A prototype is implemented using an EdgeSim simulator. The experimental results show that our RaSP algorithm performs better than the state of the art's techniques in satisfying the latency of newly incoming and previous requests simultaneously, and reducing the energy consumption of edge networks.
引用
收藏
页码:17035 / 17046
页数:12
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