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  1. 学術雑誌論文
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Development of a Low-Cost Semantic Monitoring System for Vineyards Using Autonomous Robots

https://kitami-it.repo.nii.ac.jp/records/2000428
https://kitami-it.repo.nii.ac.jp/records/2000428
6281266a-1b26-49cd-b9af-3d7d59b305f7
名前 / ファイル ライセンス アクション
agriculture-10-00182-v2.pdf agriculture-10-00182-v2.pdf (13.7 MB)
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Item type 学術雑誌論文 / Journal Article(1)
公開日 2023-04-20
タイトル
タイトル Development of a Low-Cost Semantic Monitoring System for Vineyards Using Autonomous Robots
言語 en
言語
言語 eng
資源タイプ
資源 http://purl.org/coar/resource_type/c_6501
タイプ journal article
アクセス権
アクセス権 open access
アクセス権URI http://purl.org/coar/access_right/c_abf2
著者 Abhijeet Ravankar

× Abhijeet Ravankar

en Abhijeet Ravankar

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Ankit A. Ravankar

× Ankit A. Ravankar

en Ankit A. Ravankar

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Michiko Watanabe

× Michiko Watanabe

en Michiko Watanabe

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Yohei Hoshino

× Yohei Hoshino

en Yohei Hoshino

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Arpit Rawankar

× Arpit Rawankar

en Arpit Rawankar

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内容記述タイプ Abstract
内容記述 Abstract: Many tasks involved in viticulture are labor intensive. Farmers frequently monitor the
vineyard to check grape conditions, damage due to infections from pests and insects, grape growth,
and to estimate optimal harvest time. Such monitoring is often done manually by the farmers.
Manual monitoring of large vineyards is time and labor consuming process. To this end, robots
have a big potential to increase productivity in farms by automating various tasks. We propose
a low-cost semantic monitoring system for vineyards using autonomous robots. The system uses
inexpensive cameras, processing boards, and sensors to remotely provide timely information to the
farmers on their computer and smart phone. Unlike traditional systems, the proposed system logs data
‘semantically’, which enables pin-pointed monitoring of vineyards. In other words, the farmers can
monitor only specific areas of the vineyard as desired. The proposed algorithm is robust for occlusions,
and intelligently logs image data based on the movement of the robot. The proposed system was tested
in actual vineyards with real robots. Due to its compactness and portability, the proposed system
can be used as an extension in conjunction with already existing autonomous robot systems used in
vineyards. The results show that pin-pointed remote monitoring of desired areas of the vineyard is a
very useful and inexpensive tool for the farmers to save a lot of time and labor.
言語 en
書誌情報 en : Agriculture

巻 10, 号 5, p. 182-182
DOI
識別子タイプ DOI
関連識別子 https://doi.org/10.3390/agriculture10050182
権利
言語 en
権利情報 C 2020 by the authors.
出版者
出版者 MDPI
言語 en
著者版フラグ
言語 en
値 publisher
出版タイプ
出版タイプ VoR
出版タイプResource http://purl.org/coar/version/c_970fb48d4fbd8a85
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