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

^*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

3 Scopus citations

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.

Original language	English
Title of host publication	Proceedings - IEEE 2018 International Congress on Cybermatics
Subtitle of host publication	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
Number of pages	7
ISBN (Electronic)	9781538679753
DOIs	https://doi.org/10.1109/Cybermatics_2018.2018.00108
State	Published - Jul 2018
Externally published	Yes
Event	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, Canada Duration: 30 Jul 2018 → 3 Aug 2018

Publication series

Name	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

Conference

Conference	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
Country/Territory	Canada
City	Halifax
Period	30/07/18 → 3/08/18

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 7 Affordable and Clean Energy

Keywords

NSGA-II
big data
data placement
iot applications

Access to Document

10.1109/Cybermatics_2018.2018.00108

Cite this

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. In 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 (pp. 503-509). Article 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 et al. / 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. pp. 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. in 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., pp. 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, Canada, 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 et al.
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. p. 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).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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 et al. A multi-objective data placement method for iot applications over big data using nsga-II. In 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. p. 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

Abstract

Publication series

Conference

UN SDGs

Keywords

Access to Document

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