Blockchain-Based Crop Recommendation System for Precision Farming in IoT Environment

被引:2
|
作者
Patel, Devangi Hitenkumar [1 ]
Shah, Kamya Premal [1 ]
Gupta, Rajesh [1 ]
Jadav, Nilesh Kumar [1 ]
Tanwar, Sudeep [1 ]
Neagu, Bogdan Constantin [2 ]
Attila, Simo [3 ]
Alqahtani, Fayez [4 ]
Tolba, Amr [5 ]
机构
[1] Nirma Univ, Inst Technol, Dept Comp Sci & Engn, Ahmadabad 382481, India
[2] Gheorghe Asachi Tech Univ Iasi, Power Engn Dept, Iasi 700050, Romania
[3] Politehn Univ Timisoara, Power Syst Dept, Timisoara 300223, Romania
[4] King Saud Univ, Coll Comp & Informat Sci, Software Engn Dept, Riyadh 11437, Saudi Arabia
[5] King Saud Univ, Community Coll, Comp Sci Dept, Riyadh 11437, Saudi Arabia
来源
AGRONOMY-BASEL | 2023年 / 13卷 / 10期
关键词
crop recommendation model; soil nutrients; sensor data; smart agriculture; recommendation systems; blockchain;
D O I
10.3390/agronomy13102642
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
In agriculture, soil is a vital element that decides the quality and yield of agricultural produce. Soil consists of various nutrients such as nitrogen (N), phosphorous (P), potassium (K), the potential of hydrogen (pH), and water content. Nitrogen is responsible for building chlorophyll, which helps produce proteins and thus directly contributes to plant growth and development. Phosphorous is needed to develop root systems and flowers, whereas potassium helps increase disease resistance. Each of these play a role in crop cultivation. Thus, in this research paper, considering the fact that soil health will provide farmers with the best selection of crops that are compatible with their farm's soil nutrients, we propose an algorithm for recommending a set of suitable crops based on various soil attributes. These soil nutrients can be collected in real-time using soil sensors, such as N, P, K, and pH, and humidity sensors. They can be deployed in farms where the cultivation takes place. These sensor readings would then be transferred to the blockchain layer, thereby validating the data and ensuring it is tamper-proof and evident. The crop recommendation model uses data from these sensors in real-time, increasing the results' accuracy. The last stage leads us to display these results via a user dashboard, which helps the farmers to keep in check with their farm's practices, and their sensor states from remote locations.
引用
收藏
页数:15
相关论文
共 50 条
  • [31] A blockchain-based IoT data marketplace
    Michael Sober
    Giulia Scaffino
    Stefan Schulte
    Salil S. Kanhere
    Cluster Computing, 2023, 26 : 3523 - 3545
  • [32] Blockchain-based PKI solutions for IoT
    Singla, Ankush
    Bertino, Elisa
    2018 4TH IEEE INTERNATIONAL CONFERENCE ON COLLABORATION AND INTERNET COMPUTING (CIC 2018), 2018, : 9 - 15
  • [33] Enabling a blockchain-basEd ioT EdgE
    Ali, Muhammad Salek
    Vecchio, Massimo
    Antonelli, Fabio
    IEEE Internet of Things Magazine, 2018, 1 (02): : 24 - 29
  • [34] Blockchain-based Authentication in IoT Networks
    Lau, Chi Ho
    Alan, Kai-Hau Yeung
    Yan, Fan
    2018 IEEE CONFERENCE ON DEPENDABLE AND SECURE COMPUTING (DSC), 2018, : 246 - 253
  • [35] A blockchain-based IoT data marketplace
    Sober, Michael
    Scaffino, Giulia
    Schulte, Stefan
    Kanhere, Salil S.
    CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2023, 26 (06): : 3523 - 3545
  • [36] Blockchain-Based Genomics for Precision Medicine
    Pankova, N.
    PUBLIC HEALTH GENOMICS, 2018, 21 : 9 - 9
  • [37] Blockchain-based Scheme for Authentication and Capability-based Access Control in IoT Environment
    Sivaselvan, N.
    Bhat, Vivekananda K.
    Rajarajan, Muttukrishnan
    2020 11TH IEEE ANNUAL UBIQUITOUS COMPUTING, ELECTRONICS & MOBILE COMMUNICATION CONFERENCE (UEMCON), 2020, : 323 - 330
  • [38] SBBS: A Secure Blockchain-Based Scheme for IoT Data Credibility in Fog Environment
    Fan, Yongkai
    Zhao, Guanqun
    Lei, Xia
    Liang, Wei
    Li, Kuan-Ching
    Choo, Kim-Kwang Raymond
    Zhu, Chunsheng
    IEEE INTERNET OF THINGS JOURNAL, 2021, 8 (11) : 9268 - 9277
  • [39] Blockchain-Based Trust Mechanism for IoT-Based Smart Manufacturing System
    Zhang, Yongping
    Xu, Xiwei
    Liu, Ang
    Lu, Qinghua
    Xu, Lida
    Tao, Fei
    IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS, 2019, 6 (06) : 1386 - 1394
  • [40] An IoT and Blockchain-based approach for the smart water management system in agriculture
    Zeng, Hui
    Dhiman, Gaurav
    Sharma, Ashutosh
    Sharma, Amit
    Tselykh, Alexey
    EXPERT SYSTEMS, 2023, 40 (04)