A multi-objective data placement method for iot applications over big data using nsga-II

Xiaolong Xu; Renhao Gu; Yuan Yuan; Kai Peng; Yadang Chen; Wanchun Dou; Alex X. Liu

doi:10.1109/Cybermatics_2018.2018.00108

A multi-objective data placement method for iot applications over big data using nsga-II

Xiaolong Xu
, Renhao Gu
, Yuan Yuan
, Kai Peng
, Yadang Chen
, Wanchun Dou^*
, Alex X. Liu

^*此作品的通讯作者

Nanjing University of Information Science & Technology
Nanjing University
Michigan State University
Huaqiao University

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

3 引用（Scopus）

摘要

The Internet of Things has been developing fast since it connects various devices for human beings to use, monitor or configure these devices, which brings great convenience. Generally, the big data generated by the sensors of IoT applications needs to be collected, stored and processed to realize the services of such applications. For the execution of task from the IoT applications, it may need a variety of datasets for tasks to access and process. However, it is still a challenge to realize the data placement method when taking into account the resource utilization and the energy consumption in data centers along with the data access time for the task sets to access the datasets. In view of this challenge, a multi-objectives data placement method for IoT applications over big data is proposed in this paper. Technically, multi-objectives are analyzed first. Then a heuristic data placement method is designed based on Non-Dominated Sorting Genetic Algorithm II (NSGA-II). Consequentially, experimental evaluation and comparison analysis are conducted to validate the efficiency and effectiveness of our proposed method.

源语言	英语
主期刊名	Proceedings - IEEE 2018 International Congress on Cybermatics
主期刊副标题	2018 IEEE Conferences on Internet of Things, Green Computing and Communications, Cyber, Physical and Social Computing, Smart Data, Blockchain, Computer and Information Technology, iThings/GreenCom/CPSCom/SmartData/Blockchain/CIT 2018
出版商	Institute of Electrical and Electronics Engineers Inc.
页	503-509
页数	7
ISBN（电子版）	9781538679753
DOI	https://doi.org/10.1109/Cybermatics_2018.2018.00108
出版状态	已出版 - 7月 2018
已对外发布	是
活动	11th IEEE International Congress on Conferences on Internet of Things, 14th IEEE International Conference on Green Computing and Communications, 11th IEEE International Conference on Cyber, Physical and Social Computing, 4th IEEE International Conference on Smart Data, 1st IEEE International Conference on Blockchain and 18th IEEE International Conference on Computer and Information Technology, iThings/GreenCom/CPSCom/SmartData/Blockchain/CIT 2018 - Halifax, 加拿大期限: 30 7月 2018 → 3 8月 2018

出版系列

姓名	Proceedings - IEEE 2018 International Congress on Cybermatics: 2018 IEEE Conferences on Internet of Things, Green Computing and Communications, Cyber, Physical and Social Computing, Smart Data, Blockchain, Computer and Information Technology, iThings/GreenCom/CPSCom/SmartData/Blockchain/CIT 2018

会议

会议	11th IEEE International Congress on Conferences on Internet of Things, 14th IEEE International Conference on Green Computing and Communications, 11th IEEE International Conference on Cyber, Physical and Social Computing, 4th IEEE International Conference on Smart Data, 1st IEEE International Conference on Blockchain and 18th IEEE International Conference on Computer and Information Technology, iThings/GreenCom/CPSCom/SmartData/Blockchain/CIT 2018
国家/地区	加拿大
市	Halifax
时期	30/07/18 → 3/08/18

联合国可持续发展目标

此成果有助于实现下列可持续发展目标：

可持续发展目标 7 经济适用的清洁能源

访问文件

10.1109/Cybermatics_2018.2018.00108

其它文件与链接

链接到 Scopus 的出版物

引用此

Xu, X., Gu, R., Yuan, Y., Peng, K., Chen, Y., Dou, W., & Liu, A. X. (2018). A multi-objective data placement method for iot applications over big data using nsga-II. 在 Proceedings - IEEE 2018 International Congress on Cybermatics: 2018 IEEE Conferences on Internet of Things, Green Computing and Communications, Cyber, Physical and Social Computing, Smart Data, Blockchain, Computer and Information Technology, iThings/GreenCom/CPSCom/SmartData/Blockchain/CIT 2018 (页码 503-509). 文章 8726700 (Proceedings - IEEE 2018 International Congress on Cybermatics: 2018 IEEE Conferences on Internet of Things, Green Computing and Communications, Cyber, Physical and Social Computing, Smart Data, Blockchain, Computer and Information Technology, iThings/GreenCom/CPSCom/SmartData/Blockchain/CIT 2018). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/Cybermatics_2018.2018.00108

Xu, Xiaolong ; Gu, Renhao ; Yuan, Yuan 等. / A multi-objective data placement method for iot applications over big data using nsga-II. Proceedings - IEEE 2018 International Congress on Cybermatics: 2018 IEEE Conferences on Internet of Things, Green Computing and Communications, Cyber, Physical and Social Computing, Smart Data, Blockchain, Computer and Information Technology, iThings/GreenCom/CPSCom/SmartData/Blockchain/CIT 2018. Institute of Electrical and Electronics Engineers Inc., 2018. 页码 503-509 (Proceedings - IEEE 2018 International Congress on Cybermatics: 2018 IEEE Conferences on Internet of Things, Green Computing and Communications, Cyber, Physical and Social Computing, Smart Data, Blockchain, Computer and Information Technology, iThings/GreenCom/CPSCom/SmartData/Blockchain/CIT 2018).

@inproceedings{28da75c99dd7412a8700a4d9f0f0e234,

title = "A multi-objective data placement method for iot applications over big data using nsga-II",

abstract = "The Internet of Things has been developing fast since it connects various devices for human beings to use, monitor or configure these devices, which brings great convenience. Generally, the big data generated by the sensors of IoT applications needs to be collected, stored and processed to realize the services of such applications. For the execution of task from the IoT applications, it may need a variety of datasets for tasks to access and process. However, it is still a challenge to realize the data placement method when taking into account the resource utilization and the energy consumption in data centers along with the data access time for the task sets to access the datasets. In view of this challenge, a multi-objectives data placement method for IoT applications over big data is proposed in this paper. Technically, multi-objectives are analyzed first. Then a heuristic data placement method is designed based on Non-Dominated Sorting Genetic Algorithm II (NSGA-II). Consequentially, experimental evaluation and comparison analysis are conducted to validate the efficiency and effectiveness of our proposed method.",

keywords = "NSGA-II, big data, data placement, iot applications",

author = "Xiaolong Xu and Renhao Gu and Yuan Yuan and Kai Peng and Yadang Chen and Wanchun Dou and Liu, \{Alex X.\}",

note = "Publisher Copyright: {\textcopyright} 2018 IEEE.; 11th IEEE International Congress on Conferences on Internet of Things, 14th IEEE International Conference on Green Computing and Communications, 11th IEEE International Conference on Cyber, Physical and Social Computing, 4th IEEE International Conference on Smart Data, 1st IEEE International Conference on Blockchain and 18th IEEE International Conference on Computer and Information Technology, iThings/GreenCom/CPSCom/SmartData/Blockchain/CIT 2018 ; Conference date: 30-07-2018 Through 03-08-2018",

year = "2018",

month = jul,

doi = "10.1109/Cybermatics\_2018.2018.00108",

language = "英语",

series = "Proceedings - IEEE 2018 International Congress on Cybermatics: 2018 IEEE Conferences on Internet of Things, Green Computing and Communications, Cyber, Physical and Social Computing, Smart Data, Blockchain, Computer and Information Technology, iThings/GreenCom/CPSCom/SmartData/Blockchain/CIT 2018",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "503--509",

booktitle = "Proceedings - IEEE 2018 International Congress on Cybermatics",

address = "美国",

}

Xu, X, Gu, R, Yuan, Y, Peng, K, Chen, Y, Dou, W & Liu, AX 2018, A multi-objective data placement method for iot applications over big data using nsga-II. 在 Proceedings - IEEE 2018 International Congress on Cybermatics: 2018 IEEE Conferences on Internet of Things, Green Computing and Communications, Cyber, Physical and Social Computing, Smart Data, Blockchain, Computer and Information Technology, iThings/GreenCom/CPSCom/SmartData/Blockchain/CIT 2018., 8726700, Proceedings - IEEE 2018 International Congress on Cybermatics: 2018 IEEE Conferences on Internet of Things, Green Computing and Communications, Cyber, Physical and Social Computing, Smart Data, Blockchain, Computer and Information Technology, iThings/GreenCom/CPSCom/SmartData/Blockchain/CIT 2018, Institute of Electrical and Electronics Engineers Inc., 页码 503-509, 11th IEEE International Congress on Conferences on Internet of Things, 14th IEEE International Conference on Green Computing and Communications, 11th IEEE International Conference on Cyber, Physical and Social Computing, 4th IEEE International Conference on Smart Data, 1st IEEE International Conference on Blockchain and 18th IEEE International Conference on Computer and Information Technology, iThings/GreenCom/CPSCom/SmartData/Blockchain/CIT 2018, Halifax, 加拿大, 30/07/18. https://doi.org/10.1109/Cybermatics_2018.2018.00108

A multi-objective data placement method for iot applications over big data using nsga-II. / Xu, Xiaolong; Gu, Renhao; Yuan, Yuan 等.
Proceedings - IEEE 2018 International Congress on Cybermatics: 2018 IEEE Conferences on Internet of Things, Green Computing and Communications, Cyber, Physical and Social Computing, Smart Data, Blockchain, Computer and Information Technology, iThings/GreenCom/CPSCom/SmartData/Blockchain/CIT 2018. Institute of Electrical and Electronics Engineers Inc., 2018. 页码 503-509 8726700 (Proceedings - IEEE 2018 International Congress on Cybermatics: 2018 IEEE Conferences on Internet of Things, Green Computing and Communications, Cyber, Physical and Social Computing, Smart Data, Blockchain, Computer and Information Technology, iThings/GreenCom/CPSCom/SmartData/Blockchain/CIT 2018).

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

TY - GEN

T1 - A multi-objective data placement method for iot applications over big data using nsga-II

AU - Xu, Xiaolong

AU - Gu, Renhao

AU - Yuan, Yuan

AU - Peng, Kai

AU - Chen, Yadang

AU - Dou, Wanchun

AU - Liu, Alex X.

PY - 2018/7

Y1 - 2018/7

N2 - The Internet of Things has been developing fast since it connects various devices for human beings to use, monitor or configure these devices, which brings great convenience. Generally, the big data generated by the sensors of IoT applications needs to be collected, stored and processed to realize the services of such applications. For the execution of task from the IoT applications, it may need a variety of datasets for tasks to access and process. However, it is still a challenge to realize the data placement method when taking into account the resource utilization and the energy consumption in data centers along with the data access time for the task sets to access the datasets. In view of this challenge, a multi-objectives data placement method for IoT applications over big data is proposed in this paper. Technically, multi-objectives are analyzed first. Then a heuristic data placement method is designed based on Non-Dominated Sorting Genetic Algorithm II (NSGA-II). Consequentially, experimental evaluation and comparison analysis are conducted to validate the efficiency and effectiveness of our proposed method.

AB - The Internet of Things has been developing fast since it connects various devices for human beings to use, monitor or configure these devices, which brings great convenience. Generally, the big data generated by the sensors of IoT applications needs to be collected, stored and processed to realize the services of such applications. For the execution of task from the IoT applications, it may need a variety of datasets for tasks to access and process. However, it is still a challenge to realize the data placement method when taking into account the resource utilization and the energy consumption in data centers along with the data access time for the task sets to access the datasets. In view of this challenge, a multi-objectives data placement method for IoT applications over big data is proposed in this paper. Technically, multi-objectives are analyzed first. Then a heuristic data placement method is designed based on Non-Dominated Sorting Genetic Algorithm II (NSGA-II). Consequentially, experimental evaluation and comparison analysis are conducted to validate the efficiency and effectiveness of our proposed method.

KW - NSGA-II

KW - big data

KW - data placement

KW - iot applications

UR - https://www.scopus.com/pages/publications/85067878556

U2 - 10.1109/Cybermatics_2018.2018.00108

DO - 10.1109/Cybermatics_2018.2018.00108

M3 - 会议稿件

AN - SCOPUS:85067878556

T3 - Proceedings - IEEE 2018 International Congress on Cybermatics: 2018 IEEE Conferences on Internet of Things, Green Computing and Communications, Cyber, Physical and Social Computing, Smart Data, Blockchain, Computer and Information Technology, iThings/GreenCom/CPSCom/SmartData/Blockchain/CIT 2018

SP - 503

EP - 509

BT - Proceedings - IEEE 2018 International Congress on Cybermatics

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 11th IEEE International Congress on Conferences on Internet of Things, 14th IEEE International Conference on Green Computing and Communications, 11th IEEE International Conference on Cyber, Physical and Social Computing, 4th IEEE International Conference on Smart Data, 1st IEEE International Conference on Blockchain and 18th IEEE International Conference on Computer and Information Technology, iThings/GreenCom/CPSCom/SmartData/Blockchain/CIT 2018

Y2 - 30 July 2018 through 3 August 2018

ER -

Xu X, Gu R, Yuan Y, Peng K, Chen Y, Dou W 等. A multi-objective data placement method for iot applications over big data using nsga-II. 在 Proceedings - IEEE 2018 International Congress on Cybermatics: 2018 IEEE Conferences on Internet of Things, Green Computing and Communications, Cyber, Physical and Social Computing, Smart Data, Blockchain, Computer and Information Technology, iThings/GreenCom/CPSCom/SmartData/Blockchain/CIT 2018. Institute of Electrical and Electronics Engineers Inc. 2018. 页码 503-509. 8726700. (Proceedings - IEEE 2018 International Congress on Cybermatics: 2018 IEEE Conferences on Internet of Things, Green Computing and Communications, Cyber, Physical and Social Computing, Smart Data, Blockchain, Computer and Information Technology, iThings/GreenCom/CPSCom/SmartData/Blockchain/CIT 2018). doi: 10.1109/Cybermatics_2018.2018.00108

A multi-objective data placement method for iot applications over big data using nsga-II

摘要

出版系列

会议

联合国可持续发展目标

访问文件

其它文件与链接

指纹

引用此