目的 基于具身智能理论,探索“文旅数字人”多模态感知、动态适应、行为控制与情感交互的能力,以构建科学的交互评价体系。方法 通过系统的文献综述与专家访谈获取初步评价指标,采用德尔菲法(Delphi)对指标进行两轮专家咨询优化,并运用层次分析法(AHP)计算各指标的权重,从而明确各维度对交互能力的影响,最终构建了基于具身智能的文旅数字人交互评价体系,并选择“刘三姐数字人”案例进行实证评价。结果 研究发现,数字人动态适应能力、反馈优化能力以及情感感知与表达能力是提升用户交互体验的关键因素,且实证结果验证了所建体系的可操作性和评估精度。结论 系统构建的具身智能文旅数字人交互评价体系,明确了动态交互适应、反馈控制和情感交互表达为核心影响因素。该体系不仅为文旅数字人的设计与优化提供了量化标准,也为推动文化旅游行业的智能化转型提供了理论依据与实践路径。
Abstract
The work aims to explore the ability of multi-modal perception, dynamic adaptation, behavior control and emotional interaction of "digital figures in cultural tourism" based on the theory of embodied intelligence, so as to construct a scientific interaction evaluation system. Preliminary evaluation indicators were obtained through systematic literature review and expert interviews, two rounds of expert consultation were carried out to optimize the indicators according to the Delphi method, and the weight of each indicator was calculated by Analytic Hierarchy Process (AHP), so as to clarify the influence of each dimension on the interaction ability. Finally, an interactive evaluation system of digital figures in cultural tourism based on embodied intelligence was constructed. The case of "Liu Sanjie digital figure" was selected for empirical evaluation. It was found that the dynamic adaptation ability, feedback optimization ability, emotional perception and expression ability of digital figures were the key factors to improve the user interaction experience, and the empirical results verified the operability and evaluation accuracy of the built system. The interaction evaluation system of embodied intelligent digital figures in cultural tourism constructed by the system clarifies the core influencing factors of dynamic interaction adaptation, feedback control and emotional interaction expression. This system not only provides a quantitative standard for the design and optimization of digital figures in cultural tourism, but also provides a theoretical basis and practical path for promoting the intelligent transformation of the cultural tourism industry.
关键词
德尔菲法 /
具身智能 /
文旅数字人 /
评价体系
Key words
Delphi method /
embodied intelligence /
digital figures in cultural tourism /
evaluation system
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参考文献
[1] BROOKS R A.Intelligence Without Representation[J]. Artificial Intelligence, 1991, 47(1/2/3): 139-159.
[2] 刘华平, 郭迪, 孙富春, 等. 基于形态的具身智能研究: 历史回顾与前沿进展[J]. 自动化学报, 2023, 49(6): 1131-1154.
LIU H P, GUO D, SUN F C, et al.Morphology-Based Embodied Intelligence: Historical Retrospect and Research Progress[J]. Acta Automatica Sinica, 2023, 49(6): 1131-1154.
[3] 王文晟, 谭宁, 黄凯, 等. 基于大模型的具身智能系统综述[J]. 自动化学报, 2025, 51(1): 1-19.
WANG W S, TAN N, HUANG K, et al.Embodied Intelligence Systems Based on Large Models: A Survey[J]. Acta Automatica Sinica, 2025, 51(1): 1-19.
[4] 孙长银, 袁心, 王远大, 等. 具身智能自主无人系统技术[J]. 自动化学报, 2025, 51(4): 762-777.
SUN C Y, YUAN X, WANG Y D, et al.Embodied Intelligence Autonomous Unmanned Systems Technology[J]. Acta Automatica Sinica, 2025, 51(4): 762-777.
[5] 范占领, 陈崇成. 文旅元宇宙: 概念、关键技术及应用场景[J]. 遥感学报, 2024, 28(5): 1161-1176.
FAN Z L, CHEN C C.Cultural Tourism Metaverse: Concept, key Technologies, and Application Scenarios[J]. National Remote Sensing Bulletin, 2024, 28(5): 1161-1176.
[6] 朱永琼, 宋章通, 方浩. “文旅元宇宙”中虚拟数字人的应用[J]. 传媒, 2023(3): 55-57.
ZHU Y Q, SONG Z T, FANG H.Application of Virtual Digital Man in "Literary Travel Meta-Universe"[J]. Media, 2023(3): 55-57.
[7] 陈意山, 欧阳日辉. 元宇宙与文旅产业融合发展的理论逻辑与实施路径[J]. 广西社会科学, 2023(2): 132-140.
CHEN Y S, OUYANG R H.Theoretical Logic and Implementation Path of the Integration and Development of Meta-Universe and Cultural Tourism Industry[J]. Social Sciences in Guangxi, 2023(2): 132-140.
[8] 杨雪寒. 虚拟数字人文旅场景显身手[N]. 中国旅游报, 2024-03-01(3).
YANG X H. Virtual Digital Humanities Tourism Scene Display Skills[N]. China Tourism News, 2024-03-01(3).
[9] BAILENSON J N, BEALL A C, BLASCOVICH J, et al.Examining Virtual Busts: Are Photogrammetrically Generated Head Models Effective for Person Identification?[J]. Presence, 2004, 13(4): 416-427.
[10] SHA T, ZHANG W, SHEN T, et al. Deep Person Generation: A Survey from the Perspective of Face, Pose and Cloth Synthesis[EB/OL].2021: arXiv: 2109.02081. https://arxiv.org/abs/2109.02081.
[11] LIN Y L, WANG M J.The Development of a Clothing Fit Evaluation System under Virtual Environment[J]. Multimedia Tools and Applications, 2016, 75(13): 7575-7587.
[12] TEMKIN B, ACOSTA E, MALVANKAR A, et al.An Interactive Three-Dimensional Virtual Body Structures System for Anatomical Training over the Internet[J]. Clinical Anatomy, 2006, 19(3): 267-274.
[13] 李建平, 卢巍, 蒋振东, 等. 基于虚拟数字人教学平台人体解剖学教学评价体系的建立[J]. 现代医药卫生, 2021, 37(17): 3017-3019.
LI J P, LU W, JIANG Z D, et al.Establishment of Human Anatomy Teaching Evaluation System Based on Virtual Digital Human Teaching Platform[J]. Journal of Modern Medicine & Health, 2021, 37(17): 3017-3019.
[14] MOHSENI S, ZAREI N, RAGAN E D.A Multidisciplinary Survey and Framework for Design and Evaluation of Explainable AI Systems[J]. ACM Transactions on Interactive Intelligent Systems, 2021, 11(3/4): 1-45.
[15] 王雅静. 高职教育应用型科研评价: 理论与方法[J]. 江苏高教, 2022(9): 109-115.
WANG Y J.Evaluation of Applied Scientific Research in Higher Vocational Education: Theory and Method[J]. Jiangsu Higher Education, 2022(9): 109-115.
[16] 蒋冠, 杨曈. 基于用户体验的个人数字信息保存平台可用性评价指标体系构建研究[J]. 情报科学, 2023, 41(6): 54-62.
JIANG G, YANG T.The Construction of a Usability Evaluation Index System for Personal Digital Information Preservation Platform Based on User Experience[J]. Information Science, 2023, 41(6): 54-62.
[17] LI C F, SOLANGI Y A, ALI S.Evaluating the Factors of Green Finance to Achieve Carbon Peak and Carbon Neutrality Targets in China: A Delphi and Fuzzy AHP Approach[J]. Sustainability, 2023, 15(3): 2721.
[18] 范佳志, 高飞飞, 周进生, 等. 绿色矿山建设的地域性优化策略: 解构小兴安岭钼矿企业的评价指标体系[J]. 中国矿业, 2025, 34(3): 83-93.
FAN J Z, GAO F F, ZHOU J S, et al.Regional Optimization Strategies for Green Mine Construction: Deconstructing the Evaluation Index System of a Molybdenum Mine in the Xiaoxing'anling[J]. China Mining Magazine, 2025, 34(3): 83-93.
[19] 李其容, 张帆, 贾薇, 等. 漆木家具文物仿制品相似度评价指标体系构建[J/OL]. 林业工程学报, 1-8[2025- 03-18]. https://doi.org/10.13360/j.issn.2096-1359.202409028.
LI Q R, ZHANG F, JIA W, et al. Construction of Similarity Evaluation Index System of Lacquerwood Furniture Relics Imitation[J]. Journal of Forestry Engineering, 1-8[2025-03-18]. https://doi.org/10.13360/j.issn.2096-1359.202409028.
[20] 王博杰, 何思源, 闵庆文, 等. 开发适宜性视角的农业文化遗产地旅游资源评价框架——以浙江省庆元县为例[J]. 中国生态农业学报(中英文), 2020, 28(9): 1382-1396.
WANG B J, HE S Y, MIN Q W, et al.Framework for Evaluating the Development Suitability of Tourism Resources in Agricultural Heritage Systems: A Case Study of Qingyuan County in Zhejiang Province[J]. Chinese Journal of Eco-Agriculture, 2020, 28(9): 1382-1396.
[21] CZUBENKO M, KOWALCZUK Z, ORDYS A.Autonomous Driver Based on an Intelligent System of Decision- Making[J]. Cognitive Computation, 2015, 7(5): 569-581.
[22] 王佳欣. 高质量发展视域下智慧旅游公共服务发展评价体系构建[J]. 社会科学家, 2024(5): 96-103.
WANG J X.Construction of Evaluation System of Smart Tourism Public Service Development from the Perspective of High-Quality Development[J]. Social Scientist, 2024(5): 96-103.
基金
2025年国家社会科学基金项目(25XXW009)