A Comprehensive and Systematic Literature Review on the Big Data Management Techniques in the Internet of Things

Loading...
Thumbnail Image

Date

2023

Authors

NaghibnAff, Arezou
Navimipour, Nima Jafari
Hosseinzadeh, Mehdi
Sharifi, Arash

Journal Title

Journal ISSN

Volume Title

Publisher

Springer

Open Access Color

Green Open Access

Yes

OpenAIRE Downloads

OpenAIRE Views

Publicly Funded

No
Impulse
Top 1%
Influence
Top 10%
Popularity
Top 1%

Research Projects

Journal Issue

Abstract

The Internet of Things (IoT) is a communication paradigm and a collection of heterogeneous interconnected devices. It produces large-scale distributed, and diverse data called big data. Big Data Management (BDM) in IoT is used for knowledge discovery and intelligent decision-making and is one of the most significant research challenges today. There are several mechanisms and technologies for BDM in IoT. This paper aims to study the important mechanisms in this area systematically. This paper studies articles published between 2016 and August 2022. Initially, 751 articles were identified, but a paper selection process reduced the number of articles to 110 significant studies. Four categories to study BDM mechanisms in IoT include BDM processes, BDM architectures/frameworks, quality attributes, and big data analytics types. Also, this paper represents a detailed comparison of the mechanisms in each category. Finally, the development challenges and open issues of BDM in IoT are discussed. As a result, predictive analysis and classification methods are used in many articles. On the other hand, some quality attributes such as confidentiality, accessibility, and sustainability are less considered. Also, none of the articles use key-value databases for data storage. This study can help researchers develop more effective BDM in IoT methods in a complex environment.

Description

Keywords

Data Analytics Architecture, Social Internet, Smart Cities, Iot Data, Data Analytics Architecture, Resource-Allocation, Social Internet, Smart Cities, Framework, Iot Data, Cloud, Resource-Allocation, Framework, Optimization, Cloud, Performance, Optimization, Big data management, Performance, Internet of things, Algorithm, Knowledge discovery, Algorithm, Systematic literature review (SLR), Optimization, Big data management, Internet of things, Original Paper, Performance, Framework, Algorithm, Resource-Allocation, Knowledge discovery, Smart Cities, Iot Data, Social Internet, Cloud, Systematic literature review (SLR), Data Analytics Architecture

Turkish CoHE Thesis Center URL

Fields of Science

02 engineering and technology, 0202 electrical engineering, electronic engineering, information engineering

Citation

WoS Q

Q3

Scopus Q

Q2
OpenCitations Logo
OpenCitations Citation Count
32

Source

Wireless Networks

Volume

29

Issue

3

Start Page

1085

End Page

1144
PlumX Metrics
Citations

CrossRef : 33

Scopus : 54

Captures

Mendeley Readers : 179

Google Scholar Logo
Google Scholar™
OpenAlex Logo
OpenAlex FWCI
11.78329597

Sustainable Development Goals

2

ZERO HUNGER
ZERO HUNGER Logo

5

GENDER EQUALITY
GENDER EQUALITY Logo

7

AFFORDABLE AND CLEAN ENERGY
AFFORDABLE AND CLEAN ENERGY Logo

8

DECENT WORK AND ECONOMIC GROWTH
DECENT WORK AND ECONOMIC GROWTH Logo

9

INDUSTRY, INNOVATION AND INFRASTRUCTURE
INDUSTRY, INNOVATION AND INFRASTRUCTURE Logo

10

REDUCED INEQUALITIES
REDUCED INEQUALITIES Logo

11

SUSTAINABLE CITIES AND COMMUNITIES
SUSTAINABLE CITIES AND COMMUNITIES Logo

12

RESPONSIBLE CONSUMPTION AND PRODUCTION
RESPONSIBLE CONSUMPTION AND PRODUCTION Logo