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The research on propagation of the world paper culture and elucidation of "Samarkand Paper".

Research Project

Project/Area Number 18KK0003
Research Category

Fund for the Promotion of Joint International Research (Fostering Joint International Research (B))

Allocation TypeMulti-year Fund
Review Section Medium-sized Section 1:Philosophy, art, and related fields
Research InstitutionAichi University of the Arts

Principal Investigator

koji shibazaki  愛知県立芸術大学, 美術学部, 教授 (10315872)

Co-Investigator(Kenkyū-buntansha) 神谷 直希  愛知県立大学, 情報科学部, 准教授 (00580945)
岩田 明子  愛知県立芸術大学, 美術学部, 非常勤講師 (50830741)
本田 光子  愛知県立芸術大学, 美術学部, 准教授 (80631126)
Project Period (FY) 2018-10-09 – 2024-03-31
Project Status Completed (Fiscal Year 2023)
Budget Amount *help
¥17,940,000 (Direct Cost: ¥13,800,000、Indirect Cost: ¥4,140,000)
Fiscal Year 2022: ¥3,120,000 (Direct Cost: ¥2,400,000、Indirect Cost: ¥720,000)
Fiscal Year 2021: ¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2020: ¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2019: ¥2,990,000 (Direct Cost: ¥2,300,000、Indirect Cost: ¥690,000)
Fiscal Year 2018: ¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Keywordsサマルカンド紙 / 世界の紙の伝播 / 紙 / 和紙 / データサイエンス / 紙の伝播 / ディープラーニング / 芸術表現 / ウズベキスタン / 手漉き紙 / 画像解析
Outline of Final Research Achievements

This study is a foundational research project aimed at constructing a system to elucidate the paper quality, identity and similarity of Samarkand paper, which ceased to be produced 200 years ago.
The study involves quantitative analysis of paper fibers through macro images and qualitative analysis of collapsed paper fragments.
Samarkand paper was thought to be made from mulberry fibers, but actual investigations have revealed that older samples, from the 11to the 15th centuries, predominantly contain hemp fibers, while later samples are primarily made from cotton. Scientific verification of Chinese paper excavated from tombs in the western regions of China dating back to the 8th century has also been conducted. Most of these papers were found to be made from hemp, but the discovery of mulberry fibers indicates that paper made from mulberry existed in the same area during the same period. This finding suggests that it is possible that Samarkand paper also included mulberry fiber paper.

Academic Significance and Societal Importance of the Research Achievements

古代の紙のディープラーニングによる紙の繊維推定は他に研究例がなく、さらに量的な調査を行いサマルカンド紙や紙の伝播の解明につながる方法論の構築ができた。また多くの古い紙繊維のマクロ画像を収集できたことは、繊維推定の重要なデータベースとなりうる。
ユネスコ国際会議(2019年)に招聘されサマルカンド紙調査及び紙繊維組成分析について報告したことは、後のウズベキスタンによる研究推進施策のきっかけになっている。またAIを用いた紙繊維組成分類に関してはIEEE Best Poster Awardを受賞した。
一般にも日本経済新聞(2023年7月9日) において関連記事が3面に渡り掲載された。

Report

(7 results)
  • 2023 Annual Research Report   Final Research Report ( PDF )
  • 2022 Research-status Report
  • 2021 Research-status Report
  • 2020 Research-status Report
  • 2019 Research-status Report
  • 2018 Research-status Report
  • Research Products

    (34 results)

All 2024 2023 2022 2021 2020 2019 2018 Other

All Int'l Joint Research (7 results) Journal Article (11 results) (of which Peer Reviewed: 5 results,  Open Access: 4 results) Presentation (10 results) (of which Int'l Joint Research: 2 results,  Invited: 7 results) Book (1 results) Remarks (3 results) Funded Workshop (2 results)

  • [Int'l Joint Research] Kamaleddin Behzad Museum/National Library of Uzbekistan/Samarkand State University(ウズベキスタン)

    • Related Report
      2023 Annual Research Report
  • [Int'l Joint Research] Oberhausmuseum(ドイツ)

    • Related Report
      2023 Annual Research Report
  • [Int'l Joint Research] ウズベキスタン芸術大学/ウズベキスタン国立図書館/科学アカデミー東洋学研究所(ウズベキスタン)

    • Related Report
      2019 Research-status Report
  • [Int'l Joint Research] バイエルン州五大陸博物館(ドイツ)

    • Related Report
      2019 Research-status Report
  • [Int'l Joint Research] エルミタージュ美術館(ロシア連邦)

    • Related Report
      2019 Research-status Report
  • [Int'l Joint Research] ウズベキスタン芸術アカデミー/ウズベキスタン国立図書館/ウズベキスタン国際イスラムアカデミー(ウズベキスタン)

    • Related Report
      2018 Research-status Report
  • [Int'l Joint Research] 壇国大学校(韓国)

    • Related Report
      2018 Research-status Report
  • [Journal Article] Fiber Estimation From Paper Macro Images via EfficientNet-Based Patch Classification2024

    • Author(s)
      Kamiya Naoki、Yoshizato Yu、Zhou Yexin、Ohyanagi Yoichi、Shibazaki Koji
    • Journal Title

      IEEE Access

      Volume: 12 Pages: 12271-12278

    • DOI

      10.1109/access.2024.3355115

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Elucidation of the Paper Road by data science : Based on Quantitative, Qualitative research and AI Multidimensional analysis2023

    • Author(s)
      柴崎 幸次、神谷 直希、本田 光子、大柳 陽一、阪野 智啓、鈴木 美賀子、岩田 明子、周 業欣、健山 智子
    • Journal Title

      愛知県立芸術大学紀要

      Volume: 52 Issue: 52 Pages: 183-198

    • DOI

      10.34476/00000910

    • URL

      https://ai-arts.repo.nii.ac.jp/records/978

    • Year and Date
      2023-03-31
    • Related Report
      2022 Research-status Report
    • Open Access
  • [Journal Article] 世界の紙の伝播とサマルカンド紙(後編)2023

    • Author(s)
      柴﨑幸次
    • Journal Title

      紙の博物館機関誌・百万塔

      Volume: 175 Pages: 3-17

    • Related Report
      2023 Annual Research Report
  • [Journal Article] Elucidation of the paper road by data science. Based on quantitative, qualitative research and ai multidimensional analysis2023

    • Author(s)
      Shibazaki Koji
    • Journal Title

      INFOLIB AXBOROT-KUTUBXONA JURNALI

      Volume: No.3 2023 Pages: 28-33

    • Related Report
      2023 Annual Research Report
    • Open Access
  • [Journal Article] 世界の紙の伝播とサマルカンド紙2023

    • Author(s)
      柴﨑幸次
    • Journal Title

      紙の博物館機関誌・百万塔

      Volume: 174 Pages: 4-18

    • Related Report
      2022 Research-status Report
  • [Journal Article] Initial study of fiber estimation in macro-images of paper based on patch-based classification using two-stage EfficientNet2023

    • Author(s)
      Yoshizato Yu、Zhou Yexin、Ohyanagi Yoichi、Iwata Akiko、Shibazaki Koji、Kamiya Naoki
    • Journal Title

      International Workshop on Advanced Imaging Technology (IWAIT) 2023

      Volume: ー Pages: 32-32

    • DOI

      10.1117/12.2666711

    • Related Report
      2022 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] JSPS Core-to-Core Program : The research on the contemporary culture of “handmade paper and artistic expression” : Focusing on the revival of Samarkand paper2021

    • Author(s)
      柴崎 幸次、本田 光子、岩田明子他6名,
    • Journal Title

      愛知県立芸術大学紀要

      Volume: No.50 Issue: 50 Pages: 105-118

    • DOI

      10.34476/00000767

    • NAID

      120007018839

    • URL

      https://ai-arts.repo.nii.ac.jp/records/825

    • Year and Date
      2021-03-31
    • Related Report
      2020 Research-status Report
  • [Journal Article] Initial Study on Multi-Scale Patch-Based Classification of Paper Fibers Based on EfficientNet Using Consumer Digital Camera2021

    • Author(s)
      Okada Koya、Iwata Akiko、Urano Yuri、Zhou Yexin、Shibazaki Koji、Kamiya Naoki
    • Journal Title

      Proc. of IEEE 10th Global Conference on Consumer Electronics

      Volume: (GCCE) 2021 Pages: 301-303

    • DOI

      10.1109/gcce53005.2021.9621763

    • Related Report
      2021 Research-status Report
    • Peer Reviewed
  • [Journal Article] Initial Study on Classification of Japanese Paper by Kozo Name using EfficientNet with Digital Camera2020

    • Author(s)
      Kitamura Tomohiro、Iwata Akiko、Urano Yuri、Zhou Yexin、Shibazaki Koji、Kamiya Naoki
    • Journal Title

      Proc. of IEEE 9th Global Conference on Consumer Electronics (GCCE) 2020

      Volume: 2020 Pages: 599-602

    • DOI

      10.1109/gcce50665.2020.9291930

    • Related Report
      2020 Research-status Report
    • Peer Reviewed
  • [Journal Article] 紙の非破壊解析のためのVGG-16を用いたデジタルマクロ画像における繊維組成の自動分類2020

    • Author(s)
      生田亜裕,大島あみ,浦野友理,柴崎幸次,神谷直希
    • Journal Title

      画像電子学会誌

      Volume: vol.49, no.1 Pages: 41-46

    • DOI

      10.1109/gcce46687.2019.9015416

    • NAID

      40022182446

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] 研究拠点形成事業「現代に生きる“手漉き紙と芸術表現”の研究-サマルカンド紙の復興を中心に」中間報告2019

    • Author(s)
      柴崎幸次, 本田光子, 佐藤直樹, 阪野智啓, 鈴木美香子, 浦野友理,  大柳陽一, 岩田明子
    • Journal Title

      愛知県立芸術大学紀要48号

      Volume: 48号

    • NAID

      120006650359

    • Related Report
      2018 Research-status Report
  • [Presentation] Xceptionパッチ分類ベースの紙繊維非破壊推定におけるパッチスケールの検討2023

    • Author(s)
      酒井康裕,周業欣,大柳陽一,柴崎幸次,神谷直希
    • Organizer
      第21回情報学ワークショップ(WiNF2023)
    • Related Report
      2023 Annual Research Report
  • [Presentation] EfficientNet-B0紙繊維非破壊推定におけるPGGANによるデータ補強2023

    • Author(s)
      岩田真輝,周業欣,大柳陽一,柴崎幸次,神谷直希
    • Organizer
      第21回情報学ワークショップ(WiNF2023)
    • Related Report
      2023 Annual Research Report
  • [Presentation] データサイエンスによる紙の道の解明―量的・質的調査とAI多面的解析に基づいて―2022

    • Author(s)
      柴﨑幸次、大柳陽一
    • Organizer
      第359回和紙文化研究会
    • Related Report
      2022 Research-status Report
    • Invited
  • [Presentation] 民生品デジタルカメラを用いたパッチ分類による紙の繊維推定の現状と課題2022

    • Author(s)
      神谷直希、吉里友
    • Organizer
      第359回和紙文化研究会
    • Related Report
      2022 Research-status Report
    • Invited
  • [Presentation] 中国伝統的な手漉き紙―「安徽宣紙・富陽竹紙・貴州楮紙・夾江竹紙」2021

    • Author(s)
      周 業欣
    • Organizer
      日本映像学会
    • Related Report
      2021 Research-status Report
  • [Presentation] The Research on Propagation of paper in the world and Samarkand paper,~With the focus on the Hand-Made Paper and artistic expression~2020

    • Author(s)
      柴崎幸次
    • Organizer
      UNESCO INTERNATIONAL CONFERENCE Samarkand city, August 26, 2019
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] 現代に生きる“手漉き紙と芸術表現” の研究~サマルカンド紙の復興を中心に~2020

    • Author(s)
      柴崎幸次、浦野友理、鈴木美賀子、岩田明子、神谷直希、大柳陽一
    • Organizer
      第333回和紙文化研究会
    • Related Report
      2019 Research-status Report
    • Invited
  • [Presentation] ウズベキスタンのサマルカンド紙、イスラーム写本、ミニアチュールを知る、他2020

    • Author(s)
      柴崎幸次、浦野友理、鈴木美賀子、神谷直希、大柳陽一
    • Organizer
      国際セミナー 紙と芸術表現
    • Related Report
      2019 Research-status Report
    • Invited
  • [Presentation] The research for the culture of contemporary Hand-Made Paper and artistic expression. ~With the focus on the revival of Samarkand paper~2020

    • Author(s)
      柴崎幸次
    • Organizer
      第 3 回日本ウズベキスタン学長会議
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] 特別講演 “和紙素材の研究 日本の和紙と照明”2018

    • Author(s)
      柴崎幸次
    • Organizer
      アジア民族造形学会秋期学術セミナー、韓国、ソウル
    • Related Report
      2018 Research-status Report
    • Invited
  • [Book] 展覧会図録:書の紙 第1章「日本の紙」2023

    • Author(s)
      柴崎幸次
    • Total Pages
      210
    • Publisher
      成田山書道美術館
    • Related Report
      2023 Annual Research Report
  • [Remarks] 愛知県立芸術大学 柴崎幸次研究室

    • URL

      https://labo.a-mz.com/paper/

    • Related Report
      2023 Annual Research Report 2022 Research-status Report
  • [Remarks] 手漉き紙と芸術表現(研究拠点形成事業・国際共同研究加速基金)

    • URL

      https://labo.a-mz.com/paper/

    • Related Report
      2019 Research-status Report
  • [Remarks] 手漉き紙と芸術表現(研究拠点形成事業・国際共同研究加速基金)

    • URL

      http://labo.a-mz.com/paper/

    • Related Report
      2018 Research-status Report
  • [Funded Workshop] SCHATTEN LICHT GESTALT. WASHI PAPIERKUNST VON KOJI SHIBAZAKI UND MIKAKO SUZUKI2023

    • Related Report
      2023 Annual Research Report
  • [Funded Workshop] 国際セミナー紙と芸術表現“ウズベキスタンのサマルカンド紙、イスラーム写本、ミニアチュールを知る”2020

    • Related Report
      2019 Research-status Report

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Published: 2018-10-12   Modified: 2025-01-30  

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