KRISHI
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Please use this identifier to cite or link to this item:
http://krishi.icar.gov.in/jspui/handle/123456789/81362
Full metadata record
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Samarth Godara | en_US |
dc.contributor.author | Jatin Bedi | en_US |
dc.contributor.author | Rajender Parsad | en_US |
dc.contributor.author | Deepak Singh | en_US |
dc.contributor.author | Ram Swaroop Bana | en_US |
dc.contributor.author | Sudeep Marwaha | en_US |
dc.date.accessioned | 2024-02-14T15:48:42Z | - |
dc.date.available | 2024-02-14T15:48:42Z | - |
dc.date.issued | 2024-01-03 | - |
dc.identifier.citation | ii. Godara Samarth, Bedi Jatin, Parsad Rajender, Singh Deepak, Bana Ram Swaroop and Marwaha Sudeep (2023). AgriResponse: A real-time agricultural query-response generation system for assisting nationawide farmers. IEEE Access, 12, pp. 294-311. https://doi.org/10.1109/ACCESS.2023.3339253 | en_US |
dc.identifier.issn | Not Available | - |
dc.identifier.uri | http://krishi.icar.gov.in/jspui/handle/123456789/81362 | - |
dc.description | Not Available | en_US |
dc.description.abstract | Advancements in information sciences can play a vital role in strengthening the nation’s sustainable agriculture goals. In this direction, we propose a framework for a text-based query-response generation system to cope with the demand for timely help to the nationwide Indian farmers. One of the major challenges in designing such systems is constructing a knowledge base that can answer plantprotection-related questions from a diverse population of farmers. To tackle this problem, the past eight years’ call-log records from the countrywide farmers’ helpline network are collected and processed to construct the required knowledge base. Additionally, three response-retrieval models with approximate matching and spatial-based searching functionality are developed to administer the user input questions and extract relevant answers from the base. To validate the performance of the proposed framework, a diversified question bank consisting of 755 queries covering 151 crops in India is compiled. Three metrics (Accuracy Percentage, Crop-weighted Performance Score, and Average Response-retrieval time) are considered for the models’ assessment. Experimental results show that AgriResponse is a practical framework in real-world applications, with the different retrieval models useful for different scenarios. | en_US |
dc.description.sponsorship | Not Available | en_US |
dc.language.iso | English | en_US |
dc.publisher | IEEE ACCESS | en_US |
dc.relation.ispartofseries | Not Available; | - |
dc.subject | Artificial intelligence in agriculture | en_US |
dc.subject | Farmers problems | en_US |
dc.subject | Helpline center knowledge base | en_US |
dc.subject | Query response generation, | en_US |
dc.subject | Question answering system | en_US |
dc.title | AgriResponse: A Real-Time Agricultural Query-Response Generation System for Assisting Nationwide Farmers | en_US |
dc.title.alternative | Not Available | en_US |
dc.type | Research Paper | en_US |
dc.publication.projectcode | Not Available | en_US |
dc.publication.journalname | IEEE Access | en_US |
dc.publication.volumeno | 12 | en_US |
dc.publication.pagenumber | 294-311 | en_US |
dc.publication.divisionUnit | Not Available | en_US |
dc.publication.sourceUrl | https://doi.org/10.1109/ACCESS.2023.3339253 | en_US |
dc.publication.authorAffiliation | ICAR::Indian Agricultural Statistics Research Institute | en_US |
dc.publication.authorAffiliation | Thapar Institute of Engineering and Technology, Patiala, Punjab | en_US |
dc.publication.authorAffiliation | ICAR::Indian Agricultural Research Institute | en_US |
dc.ICARdataUseLicence | http://krishi.icar.gov.in/PDF/ICAR_Data_Use_Licence.pdf | en_US |
dc.publication.journaltype | Not Available | en_US |
dc.publication.naasrating | Not Available | en_US |
dc.publication.impactfactor | Not Available | en_US |
Appears in Collections: | AEdu-IASRI-Publication |
Files in This Item:
File | Description | Size | Format | |
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AgriResponse paper.pdf | 2.11 MB | Adobe PDF | View/Open |
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