|
|
|
| Parallel Museum Systems: Framework, Platform, Methods and Applications |
| LU Yue1,2, GUO Chao2, PAN Qing3, NI Qinghua4, LI Huabiao3, WANG Chunfa3, WANG Fei-Yue2 |
1. School of Control Science and Engineering, Shandong University, Jinan 250061;
2. The State Key Laboratory for Management and Control of Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing 100190;
3. National Museum of China, Beijing 100006;
4. Faculty of Innovation Engineering, Macau University of Science and Technology, Macau 999078 |
|
|
|
|
Abstract With the development of foundation models, blockchain and metaverse, museum construction in the new era faces the challenges of collection digitization, service integration and intelligent management. The parallel museum system is constructed with virtual-real interactions. Its framework, platform and methods are designed based on parallel systems and ACP theory to realize the intelligent construction and management of museums. The subsystems of the digital collection, scene engineering, multimodal human-computer interaction, the big model of the museum and digital asset management are utilized. The parallel museum system is built with the scenarios-engineering-based task construction, human-feedback-based knowledge enhancement model and decentralized-autonomous-organizations-based data resource management. The museum services of heritage research, heritage conservation, exhibition and management are utilized to improve the operation of typical museum tasks and scenarios. Finally, application scenarios and cases of parallel museum systems are introduced.
|
|
Received: 17 July 2023
|
|
|
Corresponding Authors:
1. School of Control Science and Engineering, Shandong University, Jinan 250061;
2. The State Key Laboratory for Management and Control of Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing 100190;
3. National Museum of China, Beijing 100006;
4. Faculty of Innovation Engineering, Macau University of Science and Technology, Macau 999078
|
| About author:: LU Yue, Ph.D. His research interests include machine learning, few-shot learning and robotic systems. GUO Chao, Ph.D., assistant professor. His research interests include machine lear-ning, reinforcement learning, artificial intelligence for art and intelligent robotic system. PAN Qing, Ph.D., professor. Her research interests include exhibition curating, international exchanges, and the application of science and te-chnology in museum exhibitions. NI Qinghua, Ph.D. candidate. Her research interests include parallel intelligence, digital twins and intelligent systems. LI Huabiao, master, senior engineer. His research interests include smart museums and cultural relics digitization technology. WANG Chunfa, Ph.D., professor. His research interests include science and techno-logy policy and science culture, museum management and intelligent museums. |
|
|
|
[1] 王宏钧. 中国博物馆学基础.上海:上海古籍出版社, 2001.
(WANG H J. The Basis of Chinese Museology. Shanghai, China: Shanghai Classics Publishing House, 2001.)
[2] GARLANDINI A. Final Report from the Standing Committee for Museum Definition, ICOM Define[R/OL]. [2023-06-27]. https://icom.museum/wp-content/uploads/2022/07/EN_EGA2022_MuseumDefinition_WDoc_Final-2.pdf.
[3] 王春法. 智慧博物馆建设中的机遇和挑战.中国国家博物馆馆刊, 2019(1): 6-9.
(WANG C F. The Opportunity and Challenge in the Construction of a Smart Museum. Journal of National Museum of China, 2019(1): 6-9.)
[4] 王春法. 科学文化的社会功能.科技导报, 2019, 37(9): 6-10.
(WANG C F. Social Function of Science and Culture. Science & Technology Review, 2019, 37(9): 6-10.)
[5] 王春法. 让文物说话向世界展示中华文化魅力.中国新闻发布(实务版), 2022(5): 67-70.
(WANG C F. Let Cultural Relics Speak and Show the Charm of Chinese Culture to the World. China News Release, 2022(5): 67-70.)
[6] XUE X, YU X N, WANG F Y. ChatGPT Chats on Computational Experiments: From Interactive Intelligence to Imaginative Intelligence for Design of Artificial Societies and Optimization of Foundational Models. IEEE/CAA Journal of Automatica Sinica, 2023, 10(6): 1357-1360.
[7] 王飞跃,缪青海,张军平,等.探讨AI for Science的影响与意义:现状与展望.智能科学与技术学报, 2023, 5(1): 1-6.
(WANG F Y, MIAO Q H, ZHANG J P, et al. The DAOs to AI for Science by DeSci: The State of the Art and Perspective. Chinese Journal of Intelligent Science and Technology, 2023, 5(1): 1-6.)
[8] 田永林,陈苑文,杨静,等.元宇宙与平行系统:发展现状、对比及展望.智能科学与技术学报, 2023, 5(1): 121-132.
(TIAN Y L, CHEN Y W, YANG J, et al. Metaverses and Parallel Systems: The State of the Art, Comparisons and Prospects. Chinese Journal of Intelligent Science and Technology, 2023, 5(1): 121-132.)
[9] 关鑫,史佳敏,陈仕韬,等.自动驾驶安全挑战:行为决策与运动规划.模式识别与人工智能, 2023, 36(3): 191-210.
(GUAN X, SHI J M, CHEN S T, et al. Autonomous Driving Safety Challenge: Behavior Decision-Making and Motion Planning. Pattern Recognition and Artificial Intelligence, 2023, 36(3): 191-210.)
[10] 张晓彤,王嘉诚,何景涛,等.面向不确定性环境的自动驾驶运动规划:机遇与挑战.模式识别与人工智能, 2023, 36(1): 1-21.
(ZHANG X T, WANG J C, HE J T, et al. Motion Planning under Uncertainty for Autonomous Driving: Opportunities and Challenges. Pattern Recognition and Artificial Intelligence, 2023, 36(1): 1-21.)
[11] 郑楠,章颂,戴汝为.“人-机结合”的综合集成研讨体系.模式识别与人工智能, 2022, 35(9): 767-773.
(ZHENG N, ZHANG S, DAI R W. Hall for Workshop of Metasynthetic Engineering Based on Man-Machine Integration. Pattern Recognition and Artificial Intelligence, 2022, 35(9): 767-773.)
[12] 王春法. 关于智慧博物馆建设的若干思考.博物馆管理, 2020(3): 4-15.
(WANG C F. Some Thoughts on the Smart Museum Construction. Museum Management, 2020(3): 4-15.)
[13] 王春法. 加强数据治理,积极探索元宇宙在文博领域的应用场景与发展方向.博物馆管理, 2023(1): 4-7.
(WANG C F. Strengthening Data Management to Explore the Application and Development of the Metaverse in the Museums. Museum Management, 2023(1): 4-7.)
[14] 王春法. 努力为创建中国特色、世界一流的现代化强馆而不懈奋斗.中国国家博物馆馆刊, 2022(8): 22-24.
(WANG C F. Strive to Build the NMC into a World-Class Modern Powerful Museum with Chinese Characteristics. Journal of National Museum of China, 2022(8): 22-24.)
[15] 王春法. 加快建设中国特色世界一流博物馆.红旗文稿, 2022(15): 10-13.
(WANG C F. Accelerating the Development of World-Class Museums with Chinese Characteristics. Red Flag Manuscript, 2022(15): 10-13.)
[16] 王春法. 构建起“没有围墙的博物馆”.中国政协, 2020(18): 54-55.
(WANG C F. Build a ″Museum without Walls″. Chinese People's Political Consultative Conference, 2020(18): 54-55.)
[17] 王春法. 赋能城市未来——博物馆的力量.科学教育与博物馆, 2023, 9(1): 1-3.
(WANG C F. Empowering the Future of Cities-The Power of Museums. Science Education and Museums, 2023, 9(1): 1-3.)
[18] 王春法. 打造新时代博物馆新型智库推动博物馆高质量发展.博物馆管理, 2019(1): 8-15.
(WANG C F. Building the New Think Tank and Promoting the High-Quality Development of the Museum in a New Era. Museum Management, 2019(1): 8-15.)
[19] 王春法. 关于新时代博物馆事业发展的若干思考.中国国家博物馆馆刊, 2018(5): 12-19.
(WANG C F. Thoughts on the Development of Museums in the New Era. Journal of National Museum of China, 2018(5): 12-19.)
[20] 王春法,王飞跃,鲁越,等.平行博物馆:新时代博物馆运营的智能管理与控制.智能科学与技术学报, 2021, 3(2): 125-136.
(WANG C F, WANG F Y, LU Y, et al. Parallel Museums: Inte-lligent Management and Control of Museum Operations in the New Era. Chinese Journal of Intelligent Science and Technology, 2021, 3(2): 125-136.)
[21] 王飞跃. 平行系统方法与复杂系统的管理和控制.控制与决策,2004, 19(5): 485-489, 514.
(WANG F Y. Parallel System Methods for Management and Con-trol of Complex Systems. Control and Decision, 2004, 19(5): 485-489, 514.)
[22] WANG F Y. Parallel Control and Management for Intelligent Transportation Systems: Concepts, Architectures, and Applications. IEEE Transactions on Intelligent Transportation Systems, 2010, 11(3): 630-638.
[23] 王飞跃.平行控制:数据驱动的计算控制方法.自动化学报, 2013, 39(4): 293-302.
(WANG F Y. Parallel Control: A Method for Data-Driven and Computational Control. Acta Automatica Sinica, 2013, 39(4): 293-302.)
[24] 杨静,王晓,王雨桐,等.平行智能与CPSS: 三十年发展的回顾与展望.自动化学报, 2023, 49(3): 614-634.
(YANG J, WANG X, WANG Y T, et al. Parallel Intelligence and CPSS in 30 Years: An ACP Approach. Acta Automatica Sinica, 2023, 49(3): 614-634.)
[25] 王晓,杨林瑶,胡斌,等. 平行推理:一种基于ACP 方法的虚实互动的知识协同框架.智能科学与技术学报, 2023, 5(1): 69-82.
(WANG X, YANG L Y, HU B, et al. Parallel Reasoning: A Virtual-Real Interactive Knowledge Collaboration Framework Based on ACP Approach. Chinese Journal of Intelligent Science and Technology, 2023, 5(1): 69-82.)
[26] 康孟珍,邱文忠,陈自富,等.平行圆明园:从数字孪生园林到元宇宙智慧遗址公园.智能科学与技术学报, 2022, 4(3): 301-307.
(KANG M Z, QIU W Z, CHEN Z F, et al. Parallel Yuan-Ming Yuan Imperial Garden: From Digital Twin Garden to Metaverse Smart Heritage Park. Chinese Journal of Intelligent Science and Technology, 2022, 4(3): 301-307.)
[27] 郭超,鲁越,王晓,等.人机物CPSS 智能融合的平行创作架构与关键技术研究.智能科学与技术学报, 2022, 4(3): 344-354.
(GUO C, LU Y, WANG X, et al. Architecture and Key Techniques of Parallel Creation through the Fusion of Human-Cyber-Physical Intelligence in CPSS. Chinese Journal of Intelligent Science and Technology, 2022, 4(3): 344-354.)
[28] GUO C, LU Y, DOU Y. Can ChatGPT Boost Artistic Creation: The Need of Imaginative Intelligence for Parallel Art. IEEE/CAA Journal of Automatica Sinica, 2023, 10(4): 835-838.
[29] GUO C, DOU Y, BAI T X, et al. ArtVerse: A Paradigm for Pa-rallel Human-Machine Collaborative Painting Creation in Metaver-ses. IEEE Transactions on Systems, Man, and Cybernetics(Systems), 2023, 53(4): 2200-2208.
[30] GUO C, BAI T X, WANG X, et al. ShadowPainter: Active Lear-ning Enabled Robotic Painting through Visual Measurement and Reproduction of the Artistic Creation Process. Journal of Intelligent & Robotic Systems, 2022, 105. DOI: 10.1007/s10846-022-01616-1.
[31] GUO C, BAI T X, LU Y, et al. Skywork-DaVinci: A Novel CPSS-Based Painting Support System // Proc of the IEEE 16th International Conference on Automation Science and Engineering. Wa-shington, USA: IEEE, 2020: 673-678.
[32] 郭超,鲁越,林懿伦,等.平行艺术:人机协作的艺术创作.智能科学与技术学报, 2019, 1(4): 335-341.
(GUO C, LU Y, LIN Y L, et al. Parallel Art: Artistic Creation under Human-Machine Collaboration. Chinese Journal of Intelligent Science and Technology, 2019, 1(4): 335-341.)
[33] LU Y, GUO C, DAI X Y, et al. Data-Efficient Image Captioning of Fine Art Paintings via Virtual-Real Semantic Alignment Trai-ning. Neurocomputing, 2022, 490: 163-180.
[34] LU Y, GUO C, DAI X Y, et al. Generating Emotion Descriptions for Fine Art Paintings via Multiple Painting Representations. IEEE Intelligent Systems, 2023, 38(3): 31-40.
[35] 鲁越,郭超,林懿伦,等.绘画艺术图像的计算美学:研究前沿与展望.自动化学报, 2020, 46(11): 2239-2259.
(LU Y, GUO C, LIN Y L, et al. Computational Aesthetics of Fine Art Paintings: The State of the Art and Outlook. Acta Automatica Sinica, 2020, 46(11): 2239-2259.)
[36] 张向文,王飞跃.平行轮胎的基本架构与关键技术.智能科学与技术学报, 2022, 4(3): 445-457.
(ZHANG X W, WANG F Y. Basic Framework and Key Technologies of Parallel Tires. Chinese Journal of Intelligent Science and Technology, 2022, 4(3): 445-457.)
[37] WANG J C, TANG Y, HARE R, et al. Parallel Intelligent Education with ChatGPT. Frontiers of Information Technology & Electronic Engineering, 2023. DOI: 10.1631/FITEE.2300166.
[38] WANG X, YANG J, HAN J P, et al.Metaverses and Demetaver-ses: From Digital Twins in CPS to Parallel Intelligence in CPSS. IEEE Intelligent Systems, 2022, 37(4): 97-102.
[39] WANG F Y, YANG J, WANG X X, et al. Chat with ChatGPT on Industry 5.0: Learning and Decision-Making for Intelligent Industries. IEEE/CAA Journal of Automatica Sinica, 2023, 10(4): 831-834.
[40] LI L F, WANG F Y. Parallel Services: Intelligent Systems of Di-gital Twins and Metaverses for Services Science. Berlin, Germany: Springer, 2023.
[41] 王飞跃. 数字医生与平行医疗: 从医疗知识自动化到系统化智能医学.协和医学杂志, 2021, 12(6): 829-833.
(WANG F Y. Digital Doctors and Parallel Healthcare: From Medical Knowledge Automation to Intelligent Metasystems Medicine. Medical Journal of Peking Union Medical College Hospital, 2021, 12(6): 829-833.)
[42] 王飞跃. 平行医生与平行医院:ChatGPT与通用人工智能技术对未来医疗的冲击与展望.协和医学杂志, 2023, 14(4): 673-679.
(WANG F Y. Parallel Doctors and Parallel Hospitals: Impact and Perspective of ChatGPT-Like AIGC and AGI on Medicine and Me-dicare. Medical Journal of Peking Union Medical College Hospital, 2023, 14(4): 673-679.)
[43] 陈一萌,连梦媛,闫彤,等.博物馆藏青铜器数字化展示调查分析——以山西博物院和山西青铜博物馆为中心.博物馆管理, 2023(1): 44-61.
(CHEN Y M, LIAN M Y, YAN T, et al. The Digital Display of Museum Bronzes: The Case Study of Shanxi Museum and Shanxi Bronze Museum. Museum Management, 2023(1): 44-61.)
[44] 李华飙,王若慧,郝琳霰.数字技术在博物馆中的应用现状与对策.中国信息化, 2022(9): 80-82.
(LI H B, WANG R H, HAO L X. Current Situation and Countermeasures of the Application of Digital Technology in Museums. Chinese Informatization, 2022(9): 80-82.)
[45] 王春法. 博物馆藏品和人才工作的规律及方向——基于中国国家博物馆的思考.博物馆管理, 2022(4): 4-16.
(WANG C F. Laws and Directions of Museum Collection and Ta-lent Work: Based on the Thinking of National Museum of China. Museum Management, 2022(4): 4-16.)
[46] 姜玉涛. 中国国家博物馆在北京历史博物馆时期的藏品工作考述.博物馆管理, 2022(2): 34-42.
(JIANG Y T. An Overview of Beijing History Museum's Collection. Museum Management, 2022(2): 34-42.)
[47] 马玉静. 基于数字孪生的博物馆智能运行中心构建探析.博物院, 2022(6): 6-12.
(MA Y J. Study on the Construction of Museum Intelligent Operation Center Based on Digital Twin. Museum, 2022(6): 6-12.)
[48] 王春法. 什么样的展览是好展览——关于博物馆展览的几点思考.博物馆管理, 2020(2): 4-18.
(WANG C F. What Makes a Good Exhibition: Some Thoughts on Museum Curation. Museum Management, 2020(2): 4-18.)
[49] 李华飙,史雪振,李洋.文化遗产大数据体系建设研究与实践.东南文化, 2021(S2): 78-82.
(LI H B, SHI X Z, LI Y. Research and Practice on the Construction of Cultural Heritage Big Data System. Southeast Culture, 2021(S2): 78-82.)
[50] 伍林芳. 我国博物馆基础运维社会化服务现状及对策思考——以山西博物院为例.博物馆管理, 2022(3): 62-67.
(WU L F. Exploration of the Present Situation and Improvements of Socialized Services in Chinese Museums: A Case Study of Shanxi Museum. Museum Management, 2022(3): 62-67.)
[51] MARČISM, FRASTIA M. Effect of Camera Network Configuration on the Accuracy of Digitization of Architectural Objects. Digital Applications in Archaeology and Cultural Heritage, 2023, 28. DOI: 10.1016/j.daach.2022.e00254.
[52] ZHAO X H, SHU C, JIANG S P, et al. From Classification to Matching: A CNN-Based Approach for Retrieving Painted Pottery Images. Digital Applications in Archaeology and Cultural Heritage, 2023, 29. DOI: 10.1016/j.daach.2023.e00269.
[53] WANG S Y. A Bodies-on Museum: The Transformation of Museum Embodiment through Virtual Technology. Curator: The Museum Journal, 2023, 66(1): 107-128.
[54] 于梦瑄. 美国博物馆会员管理经验思考与借鉴.博物馆管理, 2023(1): 81-87.
(YU M X. Reflections on the Management Experience of American Museum Membership. Museum Management, 2023(1): 81-87.)
[55] 杨晓琳,孔欣欣.基于DEA 模型的博物馆投入产出效率实证研究——以2019 年数据为例.中国博物馆, 2023(2): 100-107.
(YANG X L, KONG X X. An Empirical Study on Input-Output Efficiency of Museums Based on DEA Model: A Case Study Using Data in 2019. Chinese Museum, 2023(2): 100-107.)
[56] 李华飙,李洋,王若慧.智慧博物馆建设标准及评价方法的初步研究.中国博物馆, 2021(1): 87-93, 128.
(LI H B, LI Y, WANG R H. Preliminary Research on Construction Standards and Evaluation Methods of Smart Museum. Chinese Museum, 2021(1): 87-93, 128.)
[57] 李华飙. 智慧博物馆顶层设计方法.中国科技信息, 2020(24): 15-17.
(LI H B. Top-Level Design Method of Smart Museum. China Science and Technology Information, 2020(24): 15-17.)
[58] 李华飙,侯小刚,王婷婷,等.基于规则学习的传统纹样统一生成模式研究.浙江大学学报(理学版), 2020, 47(6): 669-676, 680.
(LI H B, HOU X G, WANG T T, et al. An Unified Generation Scheme of Traditional Patterns Based on Rule Learning. Journal of Zhejiang University(Science Edition), 2020, 47(6): 669-676, 680.)
[59] 李华飙. 馆藏文物三维模型的数据质量评价方法研究.博物馆管理, 2020(4): 5-10.
(LI H B.Research on Data Quality Evaluation Method of 3D Mo-del of Museum Collection. Museum Management, 2020(4): 5-10.)
[60] 周虹霞,李华飙,周宇阳,等.基于大数据与微服务的博物馆智慧服务研究.博物馆管理, 2022(3): 47-54.
(ZHOU H X, LI H B, ZHOU Y Y, et al. Research on the Mu-seum Smart Service Based on Big Data and Micro-Services. Mu-seum Management, 2022(3): 47-54.)
[61] 杨超. 基于微服务理念的藏品数字化全生命周期管理模式的研究与实践——以中国国家博物馆为例.中国文物科学研究, 2023(1): 23-29.
(YANG C. Research and Practice of the Digital Collection's Full Lifecycle Management Mode Based on the Microservices Concept-A Case Study of the National Museum of China. China Cultural Heri-tage Scientific Research, 2023(1): 23-29.)
[62] 杨晓红,刘超,张晔,等.博物馆机电设备管理现状分析及对策研究.博物馆管理, 2021(1): 78-86.
(YANG X H, LIU C, ZHANG Y, et al. Countermeasure Research on Electromechanical Equipment Management of Museum. Museum Management, 2021(1): 78-86.)
[63] 杨晓红,李燕,时志远.基于能源管理体系的中国国家博物馆设备运行管理研究.中国博物馆, 2023(2): 4-11.
(YANG X H, LI Y, SHI Z Y. Research on Equipment Operation Management of National Museum of China Based on Energy Ma-nagement System. Chinese Museum, 2023(2): 4-11.)
[64] 张宇. 博物馆消防安全的特殊性与标准化管理的要点.博物馆管理, 2023(1): 88-96.
(ZHANG Y. The Distinctiveness of Fire Safety and the Gist of Standardized Management in the Museums. Museum Management, 2023(1): 88-96.)
[65] DING W W, HOU J C, LI J J, et al. DeSci Based on Web3 and DAO: A Comprehensive Overview and Reference Model. IEEE Transactions on Computational Social Systems, 2022, 9(5): 1563-1573.
[66] LI X, YE P J, LI J J, et al. From Features Engineering to Scenarios Engineering for Trustworthy AI: I&I, C&C, and V&V. IEEE Intelligent Systems, 2022, 37(4): 18-26.
[67] WANG F Y, CARLEY K M, ZENG D, et al. Social Computing: From Social Informatics to Social Intelligence. IEEE Intelligent Systems, 2007, 22(2): 79-83.
[68] 王飞跃.平行管理:复杂性管理智能的生态科技与智慧管理之DAO.自动化学报, 2022, 48(11): 2655-2669.
(WANG F Y. Parallel Management: The DAO to Smart Ecological Technology for Complexity Management Intelligence. Acta Automatica Sinica, 2022, 48(11): 2655-2669.)
[69] 王飞跃. 平行哲学与智能科学:从莱布尼茨的Monad 到区块链之DAO.模式识别与人工智能, 2020, 33(12): 1055-1065.
(WANG F Y. Parallel Philosophy and Intelligent Science: From Leibniz's Monad to Blockchain's DAO. Pattern Recognition and Artificial Intelligence, 2020, 33(12): 1055-1065.)
[70] 刘芳,李华飙,马晋,等.基于Mask R-CNN 的甲骨文拓片的自动检测与识别研究.数据分析与知识发现, 2021, 5(12): 88-97.
(LIU F, LI H B, MA J, et al. Automatic Detection and Recognition of Oracle Rubbings Based on Mask R-CNN. Data Analysis and Knowledge Discovery, 2021, 5(12): 88-97.)
[71] LU Y, GUO C, DAI X Y, et al. ArtCap: A Dataset for Image Captioning of Fine Art Paintings. IEEE Transactions on Computational Social Systems, 2022. DOI: 10.1109/TCSS.2022.3223539.
[72] LU Y, GUO C, DAI X Y, et al. Image Captioning on Fine Art Paintings via Virtual Paintings // Proc of the IEEE 1st Internatio-nal Conference on Digital Twins and Parallel Intelligence. Washington, USA: IEEE, 2021: 156-159. |
|
|
|
2023, Vol. 36 
