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Perceptual-Preference-Based Touring Routes in Xishu Gardens Using Panoramic Digital-Twin Modeling

Author

Listed:
  • Xueqian Gong

    (College of Landscape Architecture, Sichuan Agricultural University, Chengdu 611130, China
    These authors contributed equally to this work.)

  • Zhanyuan Zhu

    (College of Landscape Architecture, Sichuan Agricultural University, Chengdu 611130, China
    College of Civil and Hydraulic Engineering, Xichang University, Xichang 615013, China
    These authors contributed equally to this work.)

  • Li Guo

    (College of Landscape Architecture, Sichuan Agricultural University, Chengdu 611130, China)

  • Yong Zhong

    (CECEP (ChengDu) Ecological Environment Protection Industrial Co., Ltd., Chengdu 610400, China)

  • Deshun Zhang

    (College of Architecture and Urban Planning, Tongji University, Shanghai 200092, China)

  • Jing Li

    (College of Architecture and Urban-Rural Planning, Sichuan Agricultural University, Chengdu 611830, China)

  • Manqin Yao

    (College of Architecture and Urban Planning, Tongji University, Shanghai 200092, China)

  • Wei Yong

    (School of Physics, University of Electronic Science and Technology of China, Chengdu 610054, China)

  • Mengjia Li

    (College of Landscape Architecture, Sichuan Agricultural University, Chengdu 611130, China)

  • Yujie Huang

    (College of Landscape Architecture, Sichuan Agricultural University, Chengdu 611130, China)

Abstract

Xishu Gardens, an exemplary narrative of classical Chinese gardens, faces challenges in preserving its commemorative spatial structures while accommodating modern visitors’ needs. While trajectory analysis is critical, existing studies struggle to interpret multi-dimensional perception-preference data owing to spatiotemporal mismatches in multi-source datasets. This study adopted an improved Ward–K-medoids hybrid clustering algorithm to analyze 885 trajectory samples and 34,384 synchronized data points capturing emotional valence, cognitive evaluations, and dwell time behaviors via panoramic digital twins across three heritage sites (Du Fu Thatched Cottage, San Su Shrine, and Wangjiang Tower Park). Our key findings include the following: (1) Axial bimodal patterns: Type I high-frequency looping paths (27.6–68.9% recurrence) drive deep exploration, in contrast to Type II linear routes (≤0.5% recurrence), which enable intensive node coverage. (2) Layout-perception dynamics: single-axis layouts maximize behavioral engagement (DFTC), free-form designs achieve optimal emotional-cognitive integration (WTP), and multi-axis systems amplify emotional-cognitive fluctuations (SSS). (3) Spatial preference hierarchy: entrance and waterfront zones demonstrate dwell times 20% longer than site averages. Accordingly, the proposed model synchronizes Type II peak-hour throughput with Type I off-peak experiential depth using dynamic path allocation algorithms. This study underscores the strong spatial guidance mechanisms of Xishu Gardens, supporting tourism management and heritage conservation.

Suggested Citation

  • Xueqian Gong & Zhanyuan Zhu & Li Guo & Yong Zhong & Deshun Zhang & Jing Li & Manqin Yao & Wei Yong & Mengjia Li & Yujie Huang, 2025. "Perceptual-Preference-Based Touring Routes in Xishu Gardens Using Panoramic Digital-Twin Modeling," Land, MDPI, vol. 14(5), pages 1-18, April.
  • Handle: RePEc:gam:jlands:v:14:y:2025:i:5:p:932-:d:1642166
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    References listed on IDEAS

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    1. Ajzen, Icek, 1991. "The theory of planned behavior," Organizational Behavior and Human Decision Processes, Elsevier, vol. 50(2), pages 179-211, December.
    2. Chengcheng Zeng & Bingyang Lyu & Songyuan Deng & Yan Yu & Nian Li & Wei Lin & Di Li & Qibing Chen, 2020. "Benefits of a Three-Day Bamboo Forest Therapy Session on the Physiological Responses of University Students," IJERPH, MDPI, vol. 17(9), pages 1-17, May.
    3. Xin Li & Bing Xia & Anne Lusk & Xing Liu & Ning Lu, 2019. "The Humanmade Paradise: Exploring the Perceived Dimensions and Their Associations with Aesthetic Pleasure for Liu Yuan, a Chinese Classical Garden," Sustainability, MDPI, vol. 11(5), pages 1-16, March.
    4. Li Guo & Jiao Xu & Jing Li & Zhanyuan Zhu, 2023. "Digital Preservation of Du Fu Thatched Cottage Memorial Garden," Sustainability, MDPI, vol. 15(2), pages 1-21, January.
    5. Yan Han & Hongzhi Guan & Jiaying Duan, 2014. "Tour Route Multiobjective Optimization Design Based on the Tourist Satisfaction," Discrete Dynamics in Nature and Society, Hindawi, vol. 2014, pages 1-8, January.
    6. Jing Xie & Shixian Luo & Katsunori Furuya & Takahide Kagawa & Mian Yang, 2022. "A Preferred Road to Mental Restoration in the Chinese Classical Garden," Sustainability, MDPI, vol. 14(8), pages 1-16, April.
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