Natural movement: Measuring optimal pathway configuration of museum layout and pedestrian accessibility through visibility graph analysis and intelligent agent simulation

Xiang Wang , Mengsi Yang , Weicong Li , Lin Yuan , Qimeng Ren , Qian Xie , Runze Liu

Front. Archit. Res. ›› 2025, Vol. 14 ›› Issue (5) : 1228 -1248.

PDF (5048KB)
Front. Archit. Res. ›› 2025, Vol. 14 ›› Issue (5) : 1228 -1248. DOI: 10.1016/j.foar.2025.03.001
RESEARCH ARTICLE

Natural movement: Measuring optimal pathway configuration of museum layout and pedestrian accessibility through visibility graph analysis and intelligent agent simulation

Author information +
History +
PDF (5048KB)

Abstract

This study explores the interaction between spatial configuration, natural mobility, and visual accessibility in exhibition spaces, an area that remains underexplored. By integrating visibility graph analysis (VGA), intelligent agent simulation (IAS), topological analysis, and field observation, the research examines functional layout and accessibility across four museums. Findings indicate that corridors and pathways, second only to exhibition halls, play a crucial role in spatial mobility. Composite layouts (e.g., circular and L-shaped designs) exhibit superior mean depth and integration, yet connectivity and mean depth demonstrate a nonlinear relationship. Elongated or complex path turns increase cognitive load, complicating navigation, while open passageways promote smoother visitor distribution. Topological analysis effectively identifies optimal nodes, key locations, and path-turn efficiency under accessibility constraints. Visitor dwell time is shaped not only by exhibit content but also by spatial location, entry sequence, and visitor density. Results support the assumption that space syntax models align with real-world visitor flow patterns, yet predictive models fail to fully capture variations in mobility across different timeframes and behavioral contexts. These insights contribute to optimizing museum design for improved visitor experience and spatial efficiency.

Keywords

Museum / Functional configuration / Layout structure / Spatial mobility / Space syntax / Topological analysis

Cite this article

Download citation ▾
Xiang Wang, Mengsi Yang, Weicong Li, Lin Yuan, Qimeng Ren, Qian Xie, Runze Liu. Natural movement: Measuring optimal pathway configuration of museum layout and pedestrian accessibility through visibility graph analysis and intelligent agent simulation. Front. Archit. Res., 2025, 14(5): 1228-1248 DOI:10.1016/j.foar.2025.03.001

登录浏览全文

4963

注册一个新账户 忘记密码

References

[1]

Ahn, S. , Kim, S. , Lee, S. , 2021. Effects of visual cues on distance perception in virtual environments based on object identification and visually guided action. Int. J. Hum. Comput. Interact. 37 (1), 36- 46.

[2]

Alimin, M.A.Y. , Arab, Y. , Hassan, A.S. , Saeed, M. , Onubi, H.O. , Witchayangkoon, B. , 2024. A study of spatial layouts for solomon R. Guggenheim museum. Int. Trans. J. Eng. Manag. Appl. Sci. Technol. 15 (1), 15A1D1, 1- 12.

[3]

An, D. , Ye, J. , Ding, W. , 2019. Spatial features and elements affecting indoor wayfinding—a case study in a transit hub. In: HCI in Mobility, Transport, and Automotive Systems: First International Conference, MobiTAS 2019, Held as Part of the 21st HCI International Conference, HCII 2019, Orlando, FL, USA, July 26-31, 2019, Proceedings 21. Springer International Publishing, pp. 357-367.

[4]

Ao, J. , Li, W. , Ji, S. , Chen, S. , 2023. Maritime silk road heritage: quantitative typological analysis of qing dynasty export porcelain bowls from Guangzhou from the perspective of social factors. Heritage Science 11 (1), 263.

[5]

Ao, J. , Xu, Z. , Li, W. , Zhao, M. , Xie, Q. , Ji, S. , 2024a. Analysis of factors related to the morphological evolution of Lingnan export mugs in the 18th-20th centuries in the context of one belt and one road. PLoS One 19 (8), e0304104.

[6]

Ao, J. , Xu, Z. , Li, W. , Ji, S. , Qiu, R. , 2024b. Quantitative typological analysis applied to the morphology of export mugs and their social factors in the Ming and Qing dynasties from the perspective of East—West trade. Heritage Science 12 (1), 125.

[7]

Badia, H. , Estrada, M. , Robusté F. , 2016. Bus network structure and mobility pattern: a monocentric analytical approach on a grid street layout. Transp. Res. Part B Methodol. 93, 37- 56.

[8]

Bogle, E. , 2013. Museum Exhibition Planning and Design. AltaMira Press.

[9]

Boukrouh, N. , Bouchair, A. , 2024. Urban walkability assessment, a double examination by physical environment and users' perceptions: the Case of Jijel City in Algeria. Journal of Building Pathology and Rehabilitation 9 (2), 1- 19.

[10]

Centorrino, P. , Corbetta, A. , Cristiani, E. , Onofri, E. , 2021. Managing crowded museums: visitors flow measurement, analysis, modeling, and optimization. Journal of Computational Science 53, 101357.

[11]

Chatterjee, H. , 2020. Touch in Museums: Policy and Practice in Object Handling. Routledge.

[12]

Chen, J. , Cao, Y. , Chen, J. , 2019. A quantitative analysis of creating genius Loci in a museum based on spatial visibility analysis. In: MATEC Web of Conferences, vol. 278. EDP Sciences, 04003

[13]

Ching, F.D.K. , Binggeli, C. , 2018. Interior Design Illustrated. John Wiley & Sons.

[14]

Ergan, S. , Radwan, A. , Zou, Z. , Tseng, H. , Han, X. , 2019. Quantifying human experience in architectural spaces with integrated virtual reality and body sensor networks. J. Comput. Civ. Eng. 33 (2), 04018062.

[15]

Fan, P. , Wan, G. , Xu, L. , Park, H. , Xie, Y. , Liu, Y. , Yue, W. , Chen, J. , 2018. Walkability in urban landscapes: a comparative study of four large cities in China. Landsc. Ecol. 33, 323- 340.

[16]

Griffin, S.M. , Klimm, F. , Peeples, M. , Munson, J. , Mills, B. , Brughmans, T. , 2020. Networks and Museum Collections. Oxford University Press.

[17]

Hadi, K. , Zimring, C. , 2016. Design to improve visibility: impact of corridor width and unit shape. HERD: Health Environments Research & Design Journal 9 (4), 35- 49.

[18]

Hillier, B. , 2007. Space is the machine: a configurational theory of architecture. Space Syntax.

[19]

Hillier, B. , 2013. Showing space, or: can there be sci. Publications of the Austrian Ludwig Wittgenstein Society-New Series. 17 (Volumes 1-18).

[20]

Hillier, B. , Leaman, A. , Stansall, P. , Bedford, M. , 1976. Space syntax. Environ. Plann. Plann. Des. 3 (2), 147- 185.

[21]

Hillier, B. , Major, M.D. , Desyllas, J. , Karimi, K. , Campos, B. , Stonor, T. , 1996. Tate Gallery, Millbank: a study of the existing layout and new masterplan proposal.

[22]

Hillier, B. , Penn, A. , Hanson, J. , Grajewski, T. , Xu, J. , 1993. Natural movement: or, configuration and attraction in urban pedestrian movement. Environ. Plann. Plann. Des. 20 (1), 29- 66.

[23]

Hillier, B. , Tzortzi, K. , 2006. Space syntax: the language of museum space. In: A Companion to Museum Studies. Wiley, pp. 282-301.

[24]

Hillier, B. , Tzortzi, K. , 2016. From exhibits to spatial culture: an exploration of performing arts collections in museums. Journal of Space Syntax 7 (1), 71- 86.

[25]

Hornecker, E. , Ciolfi, L. , 2022. Human-computer Interactions in Museums. Springer Nature.

[26]

Hou, K. , Liu, X. , Kong, Z. , Wang, H. , Lu, M. , Hu, S. , 2023. Impacts of corridor design: an investigation on occupant perception of corridor forms in elderly facilities. Frontiers of Architectural Research 12 (6), 1047- 1064.

[27]

Karim, R. , Weiguo, S. , Rasa, A.R. , Khan, M.A. , Bilintoh, N.D. , 2024. Comparative study of multidirectional pedestrian flows: insights and dynamics. Phys. Stat. Mech. Appl. 652, 130053.

[28]

Kosmopoulos, D. , Tzortzi, K. , 2021. Visitor behavior analysis for an ancient Greek technology exhibition. In: IFIP International Conference on Artificial Intelligence Applications and Innovations. Springer International Publishing, Cham, pp. 487-495.

[29]

Krukar, J. , 2014. Walk, look, remember: the influence of the gallery's spatial layout on human memory for an art exhibition. Behav. Sci. 4 (3), 181- 201.

[30]

Lee, J.H. , Kim, Y.S. , 2022. Rethinking art museum spaces and investigating how auxiliary paths work differently. Buildings 12 (2), 248.

[31]

Li, C. , Psarra, S. , 2022a. Building pandemic resilience in design: space and movement in art museums during Covid-19. SocArxiv.

[32]

Li, C. , Psarra, S. , 2022b. A comparative study of graph structures, traversability movement and exhibition strategy in museums during Covid-19. In: Proceedings of the 13th Space Syntax Symposium. Western Norway University of Applied Sciences, pp. 1-28.

[33]

Li, R. , Huang, H. , 2020. Visual access formed by architecture and its influence on visitors' spatial exploration in a museum. Interdisciplinary Journal of Signage and Wayfinding 4 (1), 49- 59.

[34]

Li, W. , Lv, H. , Liu, Y. , Chen, S. , Shi, W. , 2023. An investigating on the ritual elements influencing factor of decorative art: based on Guangdong's ancestral hall architectural murals text mining. Heritage Science 11 (1), 234.

[35]

Li, W. , Liu, Y. , Lv, H. , Ma, Y. , Shi, W. , Qian, Y. , 2024a. Using graphic psychology and spatial design to intervene in balance coordination in patients with balance disorders. J. Asian Architect. Build Eng. 1- 18.

[36]

Li, W. , Ma, S. , Liu, Y. , Lin, H. , Lv, H. , Shi, W. , Ao, J. , 2024b. Environmental therapy: interface design strategies for color graphics to assist navigational tasks in patients with visuospatial disorders through an analytic hierarchy process based on CIE color perception. Front. Psychol. 15, 1348023.

[37]

Liu, H. , Fu, C. , Li, W. , 2024. Silk road heritage: the artistic representation of port trading culture in the images of characters in Qing Dynasty Guangzhou export paintings. PLoS One 19 (10), e0308309.

[38]

Martin, R.S. , 2003. National planning for library and information services in the US: the role of the US Institute of museum and library services. Alexandria 15 (2), 111- 119.

[39]

McMurtrie, R.J. , 2022. Observing, recording, visualising and interpreting visitors' movement patterns in art museums: a mixed method approach. Multimodal. Soc. 2 (2), 93- 113.

[40]

Medaković J. , Atanacković Jelić J. , Ecet, D. , Nedučin, D. , Krklješ M. , 2024. The interplay between spatial layout and visitor paths in modern museum architecture. Buildings 14 (7), 2147.

[41]

Nag, D. , Sen, J. , Goswami, A.K. , 2022. Measuring connectivity of pedestrian street networks in the built environment for walking: a space-syntax approach. Transportation in Developing Economies 8 (2), 34 h.

[42]

National Development and Reform Commission (NDRC) , 2024. Circular on the issuance of the plan for the development of science and technology infrastructure (2008-2010-2015).

[43]

National Museum of Asian Art (NMAS) , 2024. Strategic Plan 2020-2025. Smithsonian Institution.

[44]

Nik Khah, M. , Miralami, S.F. , Poursafar, Z. , 2021. Route analysis in the architecture of museums and tomb buildings through space syntax case study: (Tomb of Nader Shah in Mashhad, Avicenna Mausoleum in Hamadan, and Mausoleum of poets in Tabriz). J. Asian Architect. Build Eng. 20 (6), 640- 649.

[45]

Norsabaruddin, Z.H. , Arab, Y. , Hassan, A.S. , Anantakarn, K. , Anantakarn, K. , 2024. A study on spiral organisation of space syntax in Shanghai natural history museum. Int. Trans. J. Eng. Manag. Appl. Sci. Technol. 15 (4), 1- 13,15A4A.

[46]

Nubani, L. , Puryear, A. , Kellom, K. , 2018. Measuring the effect of visual exposure and saliency of museum exhibits on visitors' level of contact and engagement. Behav. Sci. 8 (11), 100.

[47]

Peponis, J. , 2023. Museum Configurations: an Inquiry into the Design of Spatial Syntaxes. Taylor & Francis.

[48]

Peponis, J. , 2024. Museums as spatial configurations. In: Museum Configurations. Routledge, pp. 1-31.

[49]

Piacente, M. , 2022. Manual of Museum Exhibitions. Rowman & Littlefield.

[50]

Piehl, J. , 2020. Graphic Design in Museum Exhibitions: Display, Identity and Narrative. Routledge.

[51]

Romagnoli, F. , Villani, T. , Oddi, A. , 2019. The environmental contribution to wayfinding in museums: Enhancement and usage by controlling flows and paths. In: Proceedings of the 20th Congress of the International Ergonomics Association (IEA 2018) Volume VIII: Ergonomics and Human Factors in Manufacturing, Agriculture, Building and Construction, Sustainable Development and Mining, vol. 20, pp. 579-588. Springer International Publishing.

[52]

Roussou, M. , Katifori, A. , 2018. Flow, staging, wayfinding, personalization: evaluating user experience with mobile museum narratives. Multimodal Technologies and Interaction 2 (2), 32.

[53]

Salvadori, G. , Lista, D. , Leccese, F. , Balocco, C. , 2019. Lighting effects on human behaviour and movements: a correlation between space syntax and modelling index in a museum environment. Building Simulation 2019 16, 1020-1027. IBPSA.

[54]

Saraoui, S. , Abdelghani, A. , Azeddine, B. , 2022. Redesigning the museum route for effective flow management during and after the pandemic. El Moudjahid museum of Bejaia. New Design Ideas 1-26.

[55]

Sari, H.R. , Yusran, Y.A. , Wulandari, L.D. , Titisari, E.Y. , 2023. Spatial evaluation of new museology concept in sepuluh November museum surabaya using space syntax. IOP Conf. Ser. Earth Environ. Sci. 1218 (1), 012003. IOP Publishing.

[56]

Sevtsuk, A. , Basu, R. , 2022. The role of turns in pedestrian route choice: a clarification. J. Transport Geogr. 102, 103392.

[57]

Shahhoseini, Z. , Sarvi, M. , 2019. Pedestrian crowd flows in shared spaces: investigating the impact of geometry based on micro and macro scale measures. Transp. Res. Part B Methodol. 122, 57- 87.

[58]

Shi, W. , Cui, Y. , Li, W. , Cai, G. , Qian, Y. , 2024. Cultivating empathy and upgrading design decisions of students: the impact of simulating public transit experiences of individuals with mild visual impairments. Int. J. Technol. Des. Educ. 1-25.

[59]

Song, J. , 2024. Intelligent management of exhibition building space: structural analysis and crowd evacuation based on spatial syntax in the world Expo Macau exhibition Hall. In: Proceedings of the 2024 International Conference on Smart City and Information System, pp. 137-145.

[60]

State Council of the People's Republic of China (SCPRC) , 2024. The central committee of the communist party of China and the state council issued the outline of the plan for the development of the Guangdong-Hong Kong-Macao Greater Bay Area. Legal Advice 110. com.

[61]

Teklenburg, J.A.F. , Timmermans, H.J.P. , Van Wagenberg, A.F. , 1993. Space syntax: standardised integration measures and some simulations. Environ. Plann. Plann. Des. 20 (3), 347- 357.

[62]

Tesoriero, R. , Gallud, J.A. , Lozano, M. , Penichet, V.M.R. , 2014. Enhancing visitors' experience in art museums using mobile technologies. Inf. Syst. Front. 16, 303- 327.

[63]

Tröndle, M. , 2014. Space, movement and attention: affordances of the museum environment. Int. J. Arts Manag. 17 (1), 4.

[64]

Tzortzi, K. , 2014. Movement in museums: mediating between museum intent and visitor experience. Mus. Manag. Curatorship 29 (4), 327- 348.

[65]

Tzortzi, K. , 2017. Rethinking museum space: interaction between spatial layout design and digital sensory environments. In: Proceedings of the 11th Space Syntax Symposium. Space Syntax Symposium: Lisbon, Portugal.

[66]

Tzortzi, K. , 2024. Movement, visibility, and states of museum experience. In: Museum Configurations, pp. 64-79. Routledge.

[67]

Xie, Q. , Hu, L. , Wu, J. , Shan, Q. , Li, W. , Shen, K. , 2024. Investigating the influencing factors of the perception experience of historical commercial streets: a case study of Guangzhou's Beijing road pedestrian street. Buildings 14 (1), 138.

[68]

Yamu, C. , Van Nes, A. , Garau, C. , 2021. Bill Hillier's legacy: space syntax—a synopsis of basic concepts, measures, and empirical application. Sustainability 13 (6), 3394.

[69]

Yoshimura, Y. , Sinatra, R. , Krebs, A. , Ratti, C. , 2024. Analysis of visitors' mobility patterns through random walk in the Louvre Museum. J. Ambient Intell. Hum. Comput. 1- 16.

[70]

Yueling, L. , Qinzhen, X. , Weicong, L. , Zhaoming, D. , 2020. Cantonese porcelain innovation design based on digital technology. In: 2020 International Conference on Innovation Design and Digital Technology (ICIDDT), pp. 592-595. IEEE.

[71]

Zhang, Y. , Li, W. , Cai, X. , 2023. A cultural geography study of the spatial art and cultural features of the interior of Lingnan ancestral halls in the Ming and Qing dynasties. J. Asian Architect. Build Eng. 22 (6), 3128- 3140.

RIGHTS & PERMISSIONS

The Author(s). Publishing services by Elsevier B.V. on behalf of Higher Education Press and KeAi.

AI Summary AI Mindmap
PDF (5048KB)

570

Accesses

0

Citation

Detail

Sections
Recommended

AI思维导图

/