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A blockchain and deep neural networks-based secure framework for enhanced crop protection

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dc.contributor.author Goyal, Navneet
dc.contributor.author Goyal, Poonam
dc.contributor.author Chamola, Vinay
dc.date.accessioned 2022-12-27T06:19:18Z
dc.date.available 2022-12-27T06:19:18Z
dc.date.issued 2021-08
dc.identifier.uri https://www.sciencedirect.com/science/article/pii/S1570870521000883
dc.identifier.uri http://dspace.bits-pilani.ac.in:8080/xmlui/handle/123456789/8144
dc.description.abstract 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 blockchain-based 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. en_US
dc.language.iso en en_US
dc.publisher Elsevier en_US
dc.subject Computer Science en_US
dc.subject EEE en_US
dc.subject Neural networks en_US
dc.subject Smart contract en_US
dc.subject Blockchain en_US
dc.subject Farmers en_US
dc.subject Plant pathology en_US
dc.title A blockchain and deep neural networks-based secure framework for enhanced crop protection en_US
dc.type Article en_US


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