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        <identifier>oai:fukuchiyama.repo.nii.ac.jp:00000360</identifier>
        <datestamp>2023-05-15T09:38:30Z</datestamp>
        <setSpec>1:47:59</setSpec>
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          <dc:title>機械学習を用いた農作物の等級判別 －農業におけるPBL の実施に向けた検討－</dc:title>
          <dc:title xml:lang="en">Classification of Agricultural Crops using Machine Learning -Toward the Implementation of PBL in Agriculture-</dc:title>
          <jpcoar:creator>
            <jpcoar:creatorName>神谷, 達夫</jpcoar:creatorName>
            <jpcoar:creatorName xml:lang="ja-Kana">カミタニ, タツオ</jpcoar:creatorName>
          </jpcoar:creator>
          <jpcoar:creator>
            <jpcoar:creatorName>山田, 篤</jpcoar:creatorName>
            <jpcoar:creatorName xml:lang="ja-Kana">ヤマダ, アツシ</jpcoar:creatorName>
          </jpcoar:creator>
          <jpcoar:creator>
            <jpcoar:creatorName xml:lang="en">Kamitani, Tatsuo</jpcoar:creatorName>
          </jpcoar:creator>
          <jpcoar:creator>
            <jpcoar:creatorName xml:lang="en">Yamada, Atsushi</jpcoar:creatorName>
          </jpcoar:creator>
          <jpcoar:subject subjectScheme="Other">PBL</jpcoar:subject>
          <jpcoar:subject subjectScheme="Other">スマート農業</jpcoar:subject>
          <jpcoar:subject subjectScheme="Other">AI</jpcoar:subject>
          <jpcoar:subject subjectScheme="Other">ニューラルネットワーク</jpcoar:subject>
          <jpcoar:subject subjectScheme="Other">TensorFlow</jpcoar:subject>
          <jpcoar:subject subjectScheme="Other">Keras</jpcoar:subject>
          <datacite:description descriptionType="Other">本稿では、農業における産業PBLの実施に向けて機械学習を用いて農作物の等級を判定する「AI等級判別システムの構築」を試み、試行実験を実施した。試行実験の結果、農業におけるAIを含むIT技術の導入は、学生らのPBLに適していることが確認できた。今回の試行実験の結果をもとに、学生らのPBL教材が構築できると考えられる。</datacite:description>
          <datacite:description descriptionType="Other">2</datacite:description>
          <datacite:date dateType="Issued">2019-03-31</datacite:date>
          <dc:language>jpn</dc:language>
          <dc:type rdf:resource="http://purl.org/coar/resource_type/c_6501">departmental bulletin paper</dc:type>
          <jpcoar:identifier identifierType="URI">https://fukuchiyama.repo.nii.ac.jp/records/360</jpcoar:identifier>
          <jpcoar:sourceIdentifier identifierType="NCID">AA12783942</jpcoar:sourceIdentifier>
          <jpcoar:sourceIdentifier identifierType="ISSN">24327662</jpcoar:sourceIdentifier>
          <jpcoar:sourceTitle>福知山公立大学研究紀要</jpcoar:sourceTitle>
          <jpcoar:volume>3</jpcoar:volume>
          <jpcoar:issue>1</jpcoar:issue>
          <jpcoar:pageStart>13</jpcoar:pageStart>
          <jpcoar:pageEnd>28</jpcoar:pageEnd>
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            <datacite:date dateType="Available">2019-03-27</datacite:date>
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