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首页> 外文期刊>Ad hoc networks >A blockchain and deep neural networks-based secure framework for enhanced crop protection
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A blockchain and deep neural networks-based secure framework for enhanced crop protection

机译：基于区块链和深度神经网络的安全框架，用于增强作物保护

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摘要

The problem faced by one farmer can also be the problem of some other farmer in other regions. Providing information to farmers and connecting them has always been a challenge. Crowdsourcing and community building are considered as useful solutions to these challenges. However, privacy concerns and inactivity of users can make these models inefficient. To tackle these challenges, we present a cost-efficient and blockchainbased secure framework for building a community of farmers and crowdsourcing the data generated by them to help the farmers' community. Apart from ensuring privacy and security of data, a revenue model is also incorporated to provide incentives to farmers. These incentives would act as a motivating factor for the farmers to willingly participate in the process. Through integration of a deep neural network-based model to our proposed framework, prediction of any abnormalities present within the crops and their predicted possible solutions would be much more coherent. The simulation results demonstrate that the prediction of plant pathology model is highly accurate.
机译：一个农民面临的问题也可能是其他地区其他农民的问题。向农民提供信息并连接它们一直是一项挑战。众包和社区大楼被认为是对这些挑战的有用解决方案。然而，隐私问题和用户不活动可以使这些模型效率低下。为了解决这些挑战，我们为建立一个成本效益和区块的安全框架，为建立一个农民社区，并挤满了他们产生的数据来帮助农民社区。除了确保数据隐私和安全性之外，还将收入模式纳入为农民提供激励措施。这些激励措施将充当农民愿意参与该过程的激励因素。通过将基于深度神经网络的模型集成到我们所提出的框架，预测作物内的任何异常及其预测的可能解决方案将更加连贯。仿真结果表明，植物病理模型的预测高度准确。

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  • 来源
    《Ad hoc networks》 |2021年第8期|102537.1-102537.10|共10页
  • 作者

    Hassija Vikas; Batra Siddharth; Chamola Vinay; Anand Tanmay; Goyal Poonam; Goyal Navneet; Guizani Mohsen;

  • 作者单位

    Jaypee Inst Informat Technol Dept Comp Sci & IT Noida 201304 India;

    Jaypee Inst Informat Technol Dept Comp Sci & IT Noida 201304 India;

    BITS Pilani Dept Elect & Elect Engn Pilani Campus Pilani 333031 Rajasthan India|BITS Pilani APPCAIR Pilani Campus Pilani 333031 Rajasthan India;

    BITS Pilani Dept Elect & Elect Engn Pilani Campus Pilani 333031 Rajasthan India|BITS Pilani APPCAIR Pilani Campus Pilani 333031 Rajasthan India;

    BITS Pilani APPCAIR Pilani Campus Pilani 333031 Rajasthan India|BITS Pilani Dept Comp Sci & Informat Syst Pilani Campus Pilani 333031 Rajasthan India;

    BITS Pilani APPCAIR Pilani Campus Pilani 333031 Rajasthan India|BITS Pilani Dept Comp Sci & Informat Syst Pilani Campus Pilani 333031 Rajasthan India;

    Qatar Univ Dept Comp Sci & Engn Doha Qatar;

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  • 原文格式 PDF
  • 正文语种 eng
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  • 关键词

    Neural networks; Smart contract; Blockchain; Farmers; Plant pathology;

    机译：神经网络;智能合同;区块链;农民;植物病理学;

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