A Markov decision process-based secure consensus framework for leveraging blockchain technology in IoT applications

被引:0
|
作者
Sharma N. [1 ]
Mangla M. [2 ]
Mohanty S.N. [3 ]
机构
[1] Department of Computer Science and Engineering, National Institute of Technology, Punjab, Jalandhar
[2] Department of Computer Engineering, Lokmanya Tilak College of Engineering, Navi Mumbai
[3] Department of Computer Engineering, College of Engineering Pune, Pune
关键词
Bitcoin; blockchain; Byzantine faults; consensus; distributed ledger; Markov decision process; MDP; smart contract;
D O I
10.1504/IJEB.2022.124329
中图分类号
学科分类号
摘要
In this manuscript, we propose a secure consensus framework that implements Markov decision process (MDP) for blockchain technology in IoT applications. The proposed framework presents projection for the sojourn time and stationary efficiency measures for any transaction or block. Implementing MDP provides a group of states and a collection of actions to choose from. MDP also offers instantaneous reward purpose and a probabilistic transition matrix. The proposed framework that suggests implementation of MDP in blockchain technology further escalates the security of the network. The paper demonstrates the architecture of the proposed framework. Copyright © 2022 Inderscience Enterprises Ltd.
引用
收藏
页码:270 / 282
页数:12
相关论文
共 50 条
  • [21] A novel blockchain based framework to secure IoT-LLNs against routing attacks
    Sahay, Rashmi
    Geethakumari, G.
    Mitra, Barsha
    COMPUTING, 2020, 102 (11) : 2445 - 2470
  • [22] IoT-GChain: Internet of Things-Assisted Secure and Tractable Grain Supply Chain Framework Leveraging Blockchain
    Thakur, Karan Singh
    Ahuja, Rohit
    Singh, Raman
    ELECTRONICS, 2024, 13 (18)
  • [23] An Edge - IoT Framework and Prototype based on Blockchain for Smart Healthcare Applications
    Al-Shammari, Naif Khalaf
    Syed, Thouheed Ahmed
    Syed, Muzamil Basha
    ENGINEERING TECHNOLOGY & APPLIED SCIENCE RESEARCH, 2021, 11 (04) : 7326 - 7331
  • [24] Leveraging Artificial Intelligence in Blockchain-Based E-Health for Safer Decision Making Framework
    Alabdulatif, Abdulatif
    Al Asqah, Muneerah
    Moulahi, Tarek
    Zidi, Salah
    APPLIED SCIENCES-BASEL, 2023, 13 (02):
  • [25] SUBLμME: Secure Blockchain as a Service and Microservices-based Framework for IoT Environments
    Hasan, Daniah
    Driss, Maha
    2021 IEEE/ACS 18TH INTERNATIONAL CONFERENCE ON COMPUTER SYSTEMS AND APPLICATIONS (AICCSA), 2021,
  • [26] A novel blockchain based framework to secure IoT-LLNs against routing attacks
    Rashmi Sahay
    G. Geethakumari
    Barsha Mitra
    Computing, 2020, 102 : 2445 - 2470
  • [27] A Markov Decision Process-based Optimal Vehicle Scheduling Model for Supply Chains
    Zhao, Zhenjun
    Alqahtani, Fayez
    Almakhadmeh, Zafer
    JOURNAL OF CIRCUITS SYSTEMS AND COMPUTERS, 2025,
  • [28] Privacy Protection Federated Learning Framework Based on Blockchain and Committee Consensus in IoT Devices
    Zhang, Shuxin
    Zhu, Jinghua
    2023 IEEE 47TH ANNUAL COMPUTERS, SOFTWARE, AND APPLICATIONS CONFERENCE, COMPSAC, 2023, : 627 - 636
  • [29] Blockchain Applications in Renewable Energy: Analytic Hierarchy Process-Based Survey Results
    Kalnina, Anete
    Romagnoli, Francesco
    Feofilovs, Maksims
    Mazure, Gunita
    ENVIRONMENTAL AND CLIMATE TECHNOLOGIES, 2024, 28 (01) : 589 - 602
  • [30] A Secure Big Data Storage Framework Based on Blockchain Consensus Mechanism With Flexible Finality
    Sasikumar, A.
    Ravi, Logesh
    Kotecha, Ketan
    Abraham, Ajith
    Devarajan, Malathi
    Vairavasundaram, Subramaniyaswamy
    IEEE ACCESS, 2023, 11 : 56712 - 56725