Data Aggregation in Massive Machine Type Communication: Challenges and Solutions

Machine type communication (MTC) is a fundamental technology to realize the concept of fully connected world in fifth generation (5G) Internet of Things (IoT). The massive roll out of the MTC devices is a serious challenge for cellular networks from operational and management perspective, including...

Full description

Bibliographic Details
Main Authors: Tabinda Salam, Waheed Ur Rehman, Xiaofeng Tao
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
D2D
Fog
Online Access:https://ieeexplore.ieee.org/document/8678907/
id doaj-857e6e5cfe1a442aa0d4164ac792783d
record_format Article
spelling doaj-857e6e5cfe1a442aa0d4164ac792783d2021-03-29T22:46:13ZengIEEEIEEE Access2169-35362019-01-017419214194610.1109/ACCESS.2019.29068808678907Data Aggregation in Massive Machine Type Communication: Challenges and SolutionsTabinda Salam0https://orcid.org/0000-0002-7934-3385Waheed Ur Rehman1https://orcid.org/0000-0002-6380-6787Xiaofeng Tao2https://orcid.org/0000-0001-9518-1622National Engineering Laboratory for Mobile Network Technologies, Beijing University of Posts and Telecommunications, Beijing, ChinaNational Engineering Laboratory for Mobile Network Technologies, Beijing University of Posts and Telecommunications, Beijing, ChinaNational Engineering Laboratory for Mobile Network Technologies, Beijing University of Posts and Telecommunications, Beijing, ChinaMachine type communication (MTC) is a fundamental technology to realize the concept of fully connected world in fifth generation (5G) Internet of Things (IoT). The massive roll out of the MTC devices is a serious challenge for cellular networks from operational and management perspective, including massive access and network congestion. Many proposals have been put forward by the research community to cater to the nuisance of massive MTC (mMTC) access in cellular networks. Recently, data aggregation has attracted a lot of research attention owing to its robust ability to resolve the above-mentioned challenges. In this paper, we review the recent development in data aggregation techniques, including their application scenarios, design, and limitations. Commencing with the application scenarios and current challenges in the MTC network, the classification of various proposed solutions for massive access along with the family of data aggregation techniques is discussed in detail. By doing so, it provides an insight about the future design trends that can propel the current research efforts to curb the mMTC access in a cellular network.https://ieeexplore.ieee.org/document/8678907/5G networkscooperative aggregationD2Ddata aggregationFoghybrid aggregation
collection DOAJ
language English
format Article
sources DOAJ
author Tabinda Salam
Waheed Ur Rehman
Xiaofeng Tao
spellingShingle Tabinda Salam
Waheed Ur Rehman
Xiaofeng Tao
Data Aggregation in Massive Machine Type Communication: Challenges and Solutions
IEEE Access
5G networks
cooperative aggregation
D2D
data aggregation
Fog
hybrid aggregation
author_facet Tabinda Salam
Waheed Ur Rehman
Xiaofeng Tao
author_sort Tabinda Salam
title Data Aggregation in Massive Machine Type Communication: Challenges and Solutions
title_short Data Aggregation in Massive Machine Type Communication: Challenges and Solutions
title_full Data Aggregation in Massive Machine Type Communication: Challenges and Solutions
title_fullStr Data Aggregation in Massive Machine Type Communication: Challenges and Solutions
title_full_unstemmed Data Aggregation in Massive Machine Type Communication: Challenges and Solutions
title_sort data aggregation in massive machine type communication: challenges and solutions
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2019-01-01
description Machine type communication (MTC) is a fundamental technology to realize the concept of fully connected world in fifth generation (5G) Internet of Things (IoT). The massive roll out of the MTC devices is a serious challenge for cellular networks from operational and management perspective, including massive access and network congestion. Many proposals have been put forward by the research community to cater to the nuisance of massive MTC (mMTC) access in cellular networks. Recently, data aggregation has attracted a lot of research attention owing to its robust ability to resolve the above-mentioned challenges. In this paper, we review the recent development in data aggregation techniques, including their application scenarios, design, and limitations. Commencing with the application scenarios and current challenges in the MTC network, the classification of various proposed solutions for massive access along with the family of data aggregation techniques is discussed in detail. By doing so, it provides an insight about the future design trends that can propel the current research efforts to curb the mMTC access in a cellular network.
topic 5G networks
cooperative aggregation
D2D
data aggregation
Fog
hybrid aggregation
url https://ieeexplore.ieee.org/document/8678907/
work_keys_str_mv AT tabindasalam dataaggregationinmassivemachinetypecommunicationchallengesandsolutions
AT waheedurrehman dataaggregationinmassivemachinetypecommunicationchallengesandsolutions
AT xiaofengtao dataaggregationinmassivemachinetypecommunicationchallengesandsolutions
_version_ 1724190927669428224