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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/20004286281266a-1b26-49cd-b9af-3d7d59b305f7
名前 / ファイル | ライセンス | アクション |
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agriculture-10-00182-v2.pdf (13.7 MB)
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Item type | 学術雑誌論文 / Journal Article(1) | |||||||||||||||
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公開日 | 2023-04-20 | |||||||||||||||
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タイトル | Development of a Low-Cost Semantic Monitoring System for Vineyards Using Autonomous Robots | |||||||||||||||
言語 | en | |||||||||||||||
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言語 | eng | |||||||||||||||
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資源タイプ識別子 | http://purl.org/coar/resource_type/c_6501 | |||||||||||||||
資源タイプ | journal article | |||||||||||||||
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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
× Ankit A. Ravankar
× Michiko Watanabe
× Yohei Hoshino
× 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. |
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言語 | en | |||||||||||||||
書誌情報 |
en : Agriculture 巻 10, 号 5, p. 182-182 |
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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. | |||||||||||||||
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出版者 | MDPI | |||||||||||||||
言語 | en | |||||||||||||||
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言語 | en | |||||||||||||||
値 | publisher | |||||||||||||||
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出版タイプ | VoR | |||||||||||||||
出版タイプResource | http://purl.org/coar/version/c_970fb48d4fbd8a85 |