Machine learning and internet of things in industry 4.0: A review

被引:0
|
作者
Rahman M.S. [1 ]
Ghosh T. [2 ]
Aurna N.F. [3 ]
Kaiser M.S. [1 ]
Anannya M. [1 ]
Hosen A.S.M.S. [4 ]
机构
[1] Institute of Information Technology, Jahangirnagar University, Dhaka
[2] Department of Computer Science and Engineering, United International University, Dhaka
[3] Division of Information Science, Nara Institute of Science and Technology, Nara
[4] Department of Artificial Intelligence and Big Data, Woosong University, Daejeon
来源
Measurement: Sensors | 2023年 / 28卷
关键词
Automation; Industry; 4.0; Internet of things; Machine learning; Smart system;
D O I
10.1016/j.measen.2023.100822
中图分类号
学科分类号
摘要
Machine learning (ML), sensors networks, and Internet of Things (IoT) are the most important contributor in the newest revolution in the industry. It is going towards a fully automated industrial environment where all the components including post production, pre production, supply chain and quality control would be automatically managed. Human will work more with brain, where all the physical efforts would be replaced by ML enabled intelligent robots that will perform all the tasks, where sensor networks will collect live information from the environment. All the decision would be taken on the fly from the previous records. In this work, we have tried to shed some light on the current involvement of ML and IoT in industry 4.0 environment. 28 articles were reviewed in this work which were selected through a selection process and were published between 2017 and 2022. Different tools, protocols, algorithms and the latest technologies used in the industry 4.0 environment have been analytically discussed in this work. Research gaps were tried to found out and some recommendations were provided which can be a pathway to research advancement related to industry 4.0. © 2023 The Authors
引用
收藏
相关论文
共 50 条
  • [31] A machine learning approach towards reviewing the role of ‘Internet of Things’ in the shipping industry
    Gerakoudi K.
    Kokosalakis G.
    Stavroulakis P.J.
    Journal of Shipping and Trade, 9 (1)
  • [32] Automated Machine Learning for Internet of Things
    Chung, Che-Min
    Chen, Cai-Cing
    Shih, Wei-Ping
    Lin, Ting-En
    Yeh, Rui-Jun
    Wang, Iru
    2017 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS - TAIWAN (ICCE-TW), 2017,
  • [33] Machine Learning with the Internet of Virtual Things
    Bovet, Gerome
    Ridi, Antonio
    Hennebert, Jean
    2015 INTERNATIONAL CONFERENCE ON PROTOCOL ENGINEERING (ICPE) AND INTERNATIONAL CONFERENCE ON NEW TECHNOLOGIES OF DISTRIBUTED SYSTEMS (NTDS), 2015,
  • [34] Intrusion Detection in Healthcare 4.0 Internet of Things Systems via Metaheuristics Optimized Machine Learning
    Savanovic, Nikola
    Toskovic, Ana
    Petrovic, Aleksandar
    Zivkovic, Miodrag
    Damasevicius, Robertas
    Jovanovic, Luka
    Bacanin, Nebojsa
    Nikolic, Bosko
    SUSTAINABILITY, 2023, 15 (16)
  • [35] Analytics, Machine Learning, and the Internet of Things
    Earley, Seth
    IT PROFESSIONAL, 2015, 17 (01) : 10 - 13
  • [36] Industry 4.0 and Health: Internet of Things, Big Data, and Cloud Computing for Healthcare 4.0
    Aceto, Giuseppe
    Persico, Valerio
    Pescape, Antonio
    JOURNAL OF INDUSTRIAL INFORMATION INTEGRATION, 2020, 18
  • [37] Machine Learning Applications in Energy Harvesting Internet of Things Networks: A Review
    Alamu, Olumide
    Olwal, Thomas O.
    Migabo, Emmanuel M.
    IEEE ACCESS, 2025, 13 : 4235 - 4266
  • [38] Software-Defined Industrial Internet of Things in the Context of Industry 4.0
    Wan, Jiafu
    Tang, Shenglong
    Shu, Zhaogang
    Li, Di
    Wang, Shiyong
    Imran, Muhammad
    Vasilakos, Athanasios V.
    IEEE SENSORS JOURNAL, 2016, 16 (20) : 7373 - 7380
  • [39] Metamodel for integration of Internet of Things, Social Networks, the Cloud and Industry 4.0
    Rodriguez Molano, Jose Ignacio
    Cueva Lovelle, Juan Manuel
    Enrique Montenegro, Carlos
    Rainer Granados, J. Javier
    Gonzalez Crespo, Ruben
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2018, 9 (03) : 709 - 723
  • [40] Industrial Internet of Things and its Applications in Industry 4.0: State of The Art
    Malik, Praveen Kumar
    Sharma, Rohit
    Singh, Rajesh
    Gehlot, Anita
    Satapathy, Suresh Chandra
    Alnumay, Waleed S.
    Pelusi, Danilo
    Ghosh, Uttam
    Nayak, Janmenjoy
    COMPUTER COMMUNICATIONS, 2021, 166 : 125 - 139