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24 pages, 5391 KB  
Article
How Can Crowd Perception Methodologies Be Employed to Understand the Locality Characteristics of Small Towns Within the Jiangnan Water Network? From the Perspective of Urban–Rural–Wildland Integration
by Lin Zhang, Yankai Miao and Bianchi Alessandro
Buildings 2026, 16(6), 1214; https://doi.org/10.3390/buildings16061214 - 19 Mar 2026
Viewed by 260
Abstract
Serving as a link between cities and villages, small towns play a crucial role in reducing the disparity between urban and rural areas. The spaces of small towns in Southern Jiangsu Province not only showcase the landscape style of production–living–ecological but also embody [...] Read more.
Serving as a link between cities and villages, small towns play a crucial role in reducing the disparity between urban and rural areas. The spaces of small towns in Southern Jiangsu Province not only showcase the landscape style of production–living–ecological but also embody local cultural characteristics, acting as a unique “container” for preserving the memory of Jiangnan water towns. However, during the urbanization process, these spaces often fail to respect the principles of landscape locality, instead favoring standardization and efficient designs that overlook human perspectives on landscape perception and understanding. This results in the “homogenization” and “heterogenization” of Jiangnan small towns landscape spaces. As county urbanization shifts toward improving human environments, human-scale spatial perception has become key to localized planning. By combining street view photos with deep learning, the ‘2bulu’ dataset supports large-scale analysis of crowd perception and precise detection of spatial and landscape features. This study investigated the proportions of landscape elements in the small towns’ town–rural–wilderness of Wujiang District that play a direct role in shaping people’s perceived visual identity and sense of cultural resonance, assessed the spatial distribution of perceived landscape locality scores, and revealed the positive or negative correlations between the proportions of visual landscape elements and the sense of place. This study analyzed perceived landscape locality in Wujiang small towns based on crowd perception, exploring which town–rural–wilderness landscape elements are perceived as having local character, and highlighted the importance of preserving locality through integrated town–rural–wilderness landscape elements. The findings offer insights for quantitative measuring landscape locality perception and support planning of appropriate local landscapes in Jiangnan small towns. Full article
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28 pages, 22437 KB  
Article
LightGBM–SHAP-Based Study of the Threshold and Synergistic Effects of Physical and Perceptual Scene Elements on Spatial Vitality in Historic Cultural Districts
by Gaojie Zhang and Zhongshan Huang
Sustainability 2026, 18(6), 2778; https://doi.org/10.3390/su18062778 - 12 Mar 2026
Viewed by 364
Abstract
The revitalization of vitality in historic cultural districts can enhance a city’s cultural attractiveness and promote the upgrading of the urban cultural industry and sustainable development. Revealing the threshold and synergistic effects of different districts’ scene elements on district vitality helps to identify [...] Read more.
The revitalization of vitality in historic cultural districts can enhance a city’s cultural attractiveness and promote the upgrading of the urban cultural industry and sustainable development. Revealing the threshold and synergistic effects of different districts’ scene elements on district vitality helps to identify the distribution patterns of district vitality and provides a basis for managerial decision-making. This study first uses a geographic information system (ArcGIS) to overlay Baidu heatmaps with the street-network distribution in order to depict the spatiotemporal heterogeneity of district vitality and to compute vitality values by partitions at the district scale. Subsequently, based on an explanatory framework that integrates the physical space and subjective cognition, multi-source data such as street-view panoramas and points of interest (POIs) are quantified to obtain scene-element values for each unit area. Then, the scene-element values and vitality values are integrated into a consolidated database. Additionally, the LightGBM model and the SHAP method are employed to evaluate each element’s marginal contribution and relative importance to district vitality, thereby screening out the key scene elements. Finally, by means of SHAP dependence plots and interaction-effect analysis, the threshold intervals of the key elements and their synergistic relationships are identified, revealing the nonlinear threshold effects and synergies by which scene elements influence spatial vitality. The results show that during rest days, district vitality exhibits stronger diffusion, and the synergistic effect between Leisure-Facility Attractiveness and Street-Network Accessibility is the most prominent in enhancing vitality. High Exhibition-Facility Attractiveness is difficult to sustain crowds on its own; only when Leisure-Facility Attractiveness is likewise high does its effectiveness increase significantly. When Transport Accessibility is within the 0.20–0.40 interval, the positive effect of Leisure-Facility Attractiveness is significantly amplified. An excessive Traditional–Modern Facility Mix readily leads to homogenization of districts; therefore, when introducing modern business formats, local cultural characteristics must be retained. Overall, the generation of district vitality relies more on the synergy between material factors and subjective cognition than on improvements to any single element. The findings of this study provide suggestions for the planning of scene elements and the enhancement of vitality in historic cultural districts. Full article
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19 pages, 5237 KB  
Article
Quantifying Vitality and Structure: A Multi-Source Spatiotemporal Data Analysis of Beiyuanmen Lane, Xi’an, as a Historic Cultural District
by Fangmiao Chen, Liping Li, Kai Yin and Kun Yu
Sustainability 2026, 18(6), 2755; https://doi.org/10.3390/su18062755 - 11 Mar 2026
Viewed by 287
Abstract
As urbanization accelerates in China, the protection and renewal of historical and cultural districts have become key issues. The Beiyuanmen Historical and Cultural District in Xi’an, with its long history and cultural significance, is a prime example. This study uses Beiyuanmen as a [...] Read more.
As urbanization accelerates in China, the protection and renewal of historical and cultural districts have become key issues. The Beiyuanmen Historical and Cultural District in Xi’an, with its long history and cultural significance, is a prime example. This study uses Beiyuanmen as a case study, employing Baidu heatmap data, Point of Interest (POI) data, and space syntax theory to examine the district’s spatial layout, crowd activity distribution, and functional structure. The purpose is to quantify its vitality and spatial characteristics, providing a basis for scientific planning. The methods involve analyzing spatiotemporal crowd activity intensity via heatmaps, assessing street network configuration through integration and choice values, and comparing POI data from 2014 and 2024 to track functional evolution. The research identifies the distinctive spatiotemporal patterns of crowd activity, revealing not only a southeast concentration correlated with urban functions but also distinct diurnal rhythms—a bimodal pattern on weekdays versus a sustained leisure-oriented pattern on weekends, underscoring a functional shift. It also explores the directed permeability of the spatial structure, identifying streets like Miaohou Street that form a highly integrated “cross-shaped backbone”. Analysis of POI data shows that commercial services dominate and have expanded outward, with the growth rate of POI density in the control area surpassing that of the core, indicating a trend of functional diffusion. Finally, the study highlights Miaohou Street, Beiguangji Street, Damai Market Street, Beiyuanmen, and Sajinqiao as key areas, and it concludes by proposing integrated planning recommendations that focus on four strategic aspects—spatial and crowd activity distribution management, functional zoning guidance, enhancement of public services and cultural displays, and alignment with broader urban policies—for prioritized landscape enhancement and tourism. Full article
(This article belongs to the Section Tourism, Culture, and Heritage)
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19 pages, 7499 KB  
Article
Research on Measuring the Vitality of “Urban Mines” in Coal-Resource-Based Cities Under Demand-Driven Conditions*—Taking the Central Urban Area of Huaibei City as an Example
by Ya Yang, Jiang Chang, Yawei Hou, Feng Jiang and Mingrui Hu
Sustainability 2026, 18(5), 2499; https://doi.org/10.3390/su18052499 - 4 Mar 2026
Viewed by 320
Abstract
“Urban mines” are an important component of coal-resource-based cities formed by mining, forming the spatial framework of the city. Measuring the spatial vitality of “urban mines” is an effective means to enhance the vitality of urban residents, improve the quality of living, and [...] Read more.
“Urban mines” are an important component of coal-resource-based cities formed by mining, forming the spatial framework of the city. Measuring the spatial vitality of “urban mines” is an effective means to enhance the vitality of urban residents, improve the quality of living, and optimize the spatial structure. Current research on urban vitality predominantly focuses on urban communities, with limited exploration of the vitality of this unique unit—the “urban mines”. Guided by the practical needs of people, this study constructs a vitality assessment system for “mine within the city” encompassing five dimensions: environmental vitality, economic vitality, facility vitality, crowd vitality, and cultural vitality. Using the Yaahp hierarchical analysis method and entropy weighting to calculate the weights of internal influencing factors, a vitality measurement system for “urban mines” in coal-resource-based cities is established. Combining Geographic Information System (GIS) spatial data and the point of interest (POI), the vitality of eight “urban mines” within Huaibei’s central district is measured. And based on the dominant factors, strategies for the spatial transformation of specific units in resource-based cities were provided, assisting in the quantitative research of urban space. This study provided scientific basis and practical paths for achieving sustainable development of coal-resource-based cities under the demand-oriented approach. Full article
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34 pages, 1687 KB  
Review
Metaverse Festivals Beyond Overtourism: Digital Transformation of Cultural Events Towards Accessibility, Cultural Engagement and Sustainable Tourism Policy
by Nansy Kouroupi
Tour. Hosp. 2026, 7(2), 41; https://doi.org/10.3390/tourhosp7020041 - 9 Feb 2026
Viewed by 965
Abstract
Cultural festivals have long been anchored in co-located, resource-intensive events, which increasingly raises questions about who can participate, at what environmental cost and with what consequences for cultural integrity in destinations facing overtourism. This paper examines how metaverse-based, metaverse-adjacent and hybrid festival configurations [...] Read more.
Cultural festivals have long been anchored in co-located, resource-intensive events, which increasingly raises questions about who can participate, at what environmental cost and with what consequences for cultural integrity in destinations facing overtourism. This paper examines how metaverse-based, metaverse-adjacent and hybrid festival configurations may reconfigure festival tourism by reshaping accessibility, cultural engagement and environmental performance, and considers the implications for governance and policy. Drawing on a narrative literature review of academic and institutional sources published mainly between 2010 and 2025, it synthesises work on digital transformation, virtual and hybrid events, accessible tourism, digital inequality, overtourism and sustainable festival management. The paper offers a structured, critically informed synthesis and a set of propositions intended to guide future empirical and theoretical research on metaverse applications in tourism and hospitality. The review suggests that “metaverse-based” festivals can ease geographical, financial and some physical constraints for some groups, widen participation for underserved groups and support new forms of cultural preservation and co-creation, while also risking deeper digital inequalities and renewed concerns about cultural commodification, data governance and authenticity. Environmentally, virtual participation may reduce travel-related emissions and local crowding when it substitutes for physical attendance, while shifting impacts towards energy-intensive digital infrastructures and device lifecycles. Full article
(This article belongs to the Special Issue Tourism Event and Management)
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43 pages, 43591 KB  
Article
Research on the Formation Mechanism of Spontaneous Living Spaces and Their Impact on Community Vitality
by Xiyue Guan, Wei Shang, Fukang Chen and Wei Liu
Buildings 2026, 16(2), 352; https://doi.org/10.3390/buildings16020352 - 14 Jan 2026
Viewed by 434
Abstract
Spontaneous living spaces are public activity venues within cities that emerge through residents’ autonomous creation and informal planning. Although these spaces may appear disorganized, they serve vital functions: fostering social interaction, enhancing community vitality, improving spatial adaptability, and increasing life satisfaction. However, research [...] Read more.
Spontaneous living spaces are public activity venues within cities that emerge through residents’ autonomous creation and informal planning. Although these spaces may appear disorganized, they serve vital functions: fostering social interaction, enhancing community vitality, improving spatial adaptability, and increasing life satisfaction. However, research on the formation mechanisms, structural logic, resident satisfaction, and the impact of spontaneous living spaces on community vitality is limited, and there is a lack of robust research methodologies. This study aims to explore the formation mechanisms of spontaneous living spaces within historic cultural districts and their influence on community vitality. Using Wuhan’s Tanhualin National Historic and Cultural District as a case study, this research innovatively combines the Mask R-CNN deep learning model with a Random Forest regression model. The Mask R-CNN model was employed to accurately identify and perform pixel-level segmentation of 1249 spontaneous living spaces. Combined with questionnaire surveys and the Random Forest model, this study reveals non-linear relationships between key factors such as community vitality, resident satisfaction with various types of spontaneous living spaces, and crowd density. The findings show that spontaneous living spaces effectively address residents’ unmet needs for emotional connection and dynamic lifestyles—needs often overlooked by official residential planning. This research provides a reliable technical framework and quantitative decision support for regulating the formation of spontaneous living spaces, thereby enhancing residents’ quality of life and urban vitality while preserving historical character. Full article
(This article belongs to the Special Issue Advancing Urban Analytics and Sensing for Sustainable Cities)
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13 pages, 275 KB  
Essay
Reviewing Crowdsourcing and Community Engagement in Museums
by Paul Longley Arthur, Lydia Hearn and Isabel Smith
Publications 2026, 14(1), 6; https://doi.org/10.3390/publications14010006 - 5 Jan 2026
Viewed by 1102
Abstract
Over the past two decades, museums have increasingly experimented with digital technologies to connect with broader contemporary culture. This review article investigates the role crowdsourcing can play in transforming museums into more engaged environments, raising visibility and inclusivity, and involving diverse voices and [...] Read more.
Over the past two decades, museums have increasingly experimented with digital technologies to connect with broader contemporary culture. This review article investigates the role crowdsourcing can play in transforming museums into more engaged environments, raising visibility and inclusivity, and involving diverse voices and populations in knowledge-creation processes. Its contribution is to provide an overview of the history, definitions and concepts of crowdsourcing, and examples of crowdsourcing policies and practices that have been adopted by museums. Participation in crowdsourcing has been influenced by gender, education, and socio-economic and cultural background. In the past, historical structures and traditions and infrastructural complexities have stood in the way of wider diversity and inclusivity. As museums move increasingly online, the circulation of information outside the museum’s walls is just as important as the specialist knowledge held within. Museums can play a leading role in public communication by reaching those who constitute the ‘crowd’. This paper explores how museums, through strong collaboration and various forms of crowdsourcing, such as citizen science and participatory engagement, can offer more wide-ranging open access for the sharing and democratisation of knowledge. Full article
20 pages, 5133 KB  
Article
Bioactive Peptide C248 of PRDX4 Ameliorates the Function of Testicular Leydig Cells via Mitochondrial Protection
by Nini Wei, Shuning Yuan, Li Gao, Bei Zhang, Zhengjie Yan, Chao Gao, Yan Meng and Yugui Cui
Antioxidants 2026, 15(1), 21; https://doi.org/10.3390/antiox15010021 - 22 Dec 2025
Cited by 1 | Viewed by 1842
Abstract
Background: The senescence of testicular Leydig cells (LCs) is a key cause of age-related testosterone deficiency, in which oxidative stress (OS) and mitochondrial dysfunction are critical driving mechanisms. We explore whether the bioactive peptide C248 of PRDX4, an intracellular antioxidant, exerts mitochondrial protection [...] Read more.
Background: The senescence of testicular Leydig cells (LCs) is a key cause of age-related testosterone deficiency, in which oxidative stress (OS) and mitochondrial dysfunction are critical driving mechanisms. We explore whether the bioactive peptide C248 of PRDX4, an intracellular antioxidant, exerts mitochondrial protection to ameliorate LCs’ function. Methods: Based on the antioxidant domains of the PRDX4 protein, small molecular peptides were designed, and bioactive peptide C248 stood out from the crowd. An OS-induced senescence model of LCs was constructed by treating the MLTC-1 cell line with hydrogen peroxide (H2O2). C248 peptide or nicotinamide mononucleotide (NMN), as the positive control, was administered in the culture medium. The cellular function-related indicators, including DPPH free radical scavenging rate, cell viability, testosterone level, hydrogen peroxide (H2O2) content, senescence-associated β-galactosidase (SA-β-gal) activity, 8-hydroxy-2′-deoxyguanosine (8-OHDG) level, and 4-hydroxynonenal (4-HNE) level, were evaluated. The mitochondrial function and structural indicators, such as mitochondrial membrane potential, ATP production, mitochondrial morphology, and mitochondrial DNA (mtDNA) copy number, were subsequently tested. Results: In vitro experiments confirmed that C248 could scavenge DPPH free radicals in a dose-dependent manner, reduce the levels of reactive oxygen species, and increase antioxidant enzyme activity in LCs (p < 0.01). Both C248 and NMN increased testosterone secretion and improved cell viability (p < 0.01). Both C248 and NMN increased mitochondrial morphology and quantity, mitochondrial membrane potential (p < 0.01), ATP production (p < 0.01), and mitochondrial DNA (mtDNA) copy number (p < 0.01). Conclusion: This study reveals that the small molecular C248, a bioactive peptide of PRDX4, is a new candidate molecule for intervening in LC senescence and confirms that mitochondrial protection is a key strategy for improving age-related testicular dysfunction. Full article
(This article belongs to the Section Health Outcomes of Antioxidants and Oxidative Stress)
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14 pages, 5838 KB  
Article
A Digital Model of Urban Memory Transfer Using Map-Based Crowdsourcing: The Case of Kütahya
by Hatice Kübra Saraoğlu Yumni and Derya Güleç Özer
Heritage 2025, 8(12), 545; https://doi.org/10.3390/heritage8120545 - 18 Dec 2025
Viewed by 746
Abstract
This study presents the e[kent-im] model, a map-based crowdsourcing initiative that digitizes and safeguards urban memory and cultural heritage through community participation and digital tools. The model facilitates the collection, archiving, and dissemination of urban memories by fostering intergenerational knowledge transfer and encouraging [...] Read more.
This study presents the e[kent-im] model, a map-based crowdsourcing initiative that digitizes and safeguards urban memory and cultural heritage through community participation and digital tools. The model facilitates the collection, archiving, and dissemination of urban memories by fostering intergenerational knowledge transfer and encouraging civic engagement in heritage preservation. Implemented in the historical center of Kütahya/Türkiye, the project gathered 150 memories and stories from 12 senior participants aged 50–85, which were linked to 303 historical visuals sourced from personal archives. These materials were integrated into a custom-designed web and mobile interface (Mapotic Pro) enriched with metadata categories such as type, period, and location, enabling users to filter and navigate content effectively and watch the videos enriched with participant narratives. A digital city archive matrix was also developed to systematically organize the collected data and support the web-based platform. To assess the platform’s effectiveness, a pilot study with 15 young participants aged 18–28 was conducted. During a self-guided city tour, participants engaged with historical content on the platform and provided feedback through pre- and post-test evaluations. Results indicated heightened awareness of and interest in cultural heritage, demonstrating the model’s potential as both an interactive archive and a tool facilitating intergenerational heritage awareness. Overall, this study highlights the model’s adaptability, scalability, and capacity to bridge generational and technological divides. Full article
(This article belongs to the Special Issue Cultural Landscape and Sustainable Heritage Tourism)
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26 pages, 322 KB  
Article
Tourism and Sustainable Development in the Croatia–Slovenia Cross-Border Rural Area: Attitudes of Local Residents and Visitors
by Elena Rudan, Zrinka Zadel and Romina Agbaba
Sustainability 2025, 17(24), 11345; https://doi.org/10.3390/su172411345 - 18 Dec 2025
Cited by 1 | Viewed by 840
Abstract
This paper explores the attitudes and involvement of tourism development in rural and remote cross-border areas in Croatia and Slovenia. These locations were selected due to their valuable cultural, historical, and natural resources. The purpose of this study was to identify how tourism [...] Read more.
This paper explores the attitudes and involvement of tourism development in rural and remote cross-border areas in Croatia and Slovenia. These locations were selected due to their valuable cultural, historical, and natural resources. The purpose of this study was to identify how tourism can contribute to the sustainable development of these areas through the identification of positive and negative impacts based on perceptions obtained through a survey of residents and visitors. Results found that the local population positively assessed employment and quality of life as benefits generated by tourism, while identifying negative consequences such as price increases and crowds. Visitors highlighted negative aspects (environmental impact, availability of services), while recognizing the contribution of tourism to the preservation of space. The results emphasize the importance of harmonizing the interests of local communities and visitors in the planning of sustainable tourism, through continuous involvement of local stakeholders, periodic monitoring of attitudes, and preservation of natural and cultural resources as the basis of tourism development. Because tourism can change the area and culture of any destination, it is important to measure key stakeholder attitudes specific to tourism development in cross-border rural areas. Full article
(This article belongs to the Section Tourism, Culture, and Heritage)
21 pages, 2298 KB  
Article
Safety Monitoring System for Seniors in Large-Scale Outdoor Smart City Environment
by Taehun Yang, Sungmo Ham and Soochang Park
Appl. Sci. 2025, 15(24), 13057; https://doi.org/10.3390/app152413057 - 11 Dec 2025
Viewed by 732
Abstract
The global elderly population continues to increase, and the demand for leisure programs that support active aging is growing. In particular, group-based outdoor activities for seniors are often conducted in large public areas such as parks, ecological gardens, and cultural sites. As many [...] Read more.
The global elderly population continues to increase, and the demand for leisure programs that support active aging is growing. In particular, group-based outdoor activities for seniors are often conducted in large public areas such as parks, ecological gardens, and cultural sites. As many of these spaces are now being integrated into smart city infrastructures equipped with IoT-based sensing and location-aware services, opportunities for data-driven safety support are expanding. However, in these wide and crowded environments, a small number of social workers are responsible for supervising many elderly participants, which creates monitoring blind spots. In addition, age-related cognitive and physical decline increases the risk of wandering and sudden health deterioration, making timely detection and response difficult. To address this problem, we propose a safety monitoring system for seniors. The system is based on a cloud platform that collects location data from GPS modules and motion information from embedded sensors on mobile devices. It provides real-time tracking of each participant and periodically evaluates their safety state. When abnormal conditions are detected, alerts are delivered to both social workers and the corresponding senior. A prototype implementation, consisting of a cloud server and mobile applications for social workers and elderly users, has been developed. The system is evaluated through a field test conducted on a university campus. Full article
(This article belongs to the Special Issue IoT in Smart Cities and Homes, 3rd Edition)
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18 pages, 256 KB  
Article
Superstition or Culture: Protestant Discourses on Halloween Following the 10.29 Itaewon Disaster
by Minah Kim
Religions 2025, 16(12), 1543; https://doi.org/10.3390/rel16121543 - 8 Dec 2025
Viewed by 870
Abstract
The 10.29 Itaewon Disaster in Seoul, which claimed 159 lives during a Halloween celebration in 2022, has divided Korean Protestant discourse on Halloween into two opposing theological positions: one that interprets Halloween as inherently superstitious and satanic based on its historical origins, and [...] Read more.
The 10.29 Itaewon Disaster in Seoul, which claimed 159 lives during a Halloween celebration in 2022, has divided Korean Protestant discourse on Halloween into two opposing theological positions: one that interprets Halloween as inherently superstitious and satanic based on its historical origins, and another that embraces it as a contemporary youth cultural phenomenon worthy of protection under principles of cultural diversity. These theological frameworks are intertwined with questions of disaster accountability within the political–historical context of Korean Protestantism’s social engagement, with the former—corresponding to the conservative stream of Korean Protestantism—implicitly attributing responsibility to festival participants while absolving the government, whereas the latter—corresponding to the progressive stream—emphasizes institutional failures in crowd management and public safety protocols. Through comparative analysis with established American Protestant discourse on Halloween, this study examines how Korean Protestant theological interpretations of Halloween intersect with both the specific context of the 10.29 Itaewon disaster and political orientations within Korean Protestantism. The research draws on diverse primary sources, including articles, commentaries, official statements, social media discourse, and sermonic materials, to analyze the emergent Protestant narratives following the disaster. Full article
(This article belongs to the Special Issue Religious Conflict and Coexistence in Korea)
37 pages, 7157 KB  
Article
Research on Pedestrian Dynamics and Its Environmental Factors in a Jiangnan Water Town Integrating Video-Based Trajectory Data and Machine Learning
by Hongshi Cao, Zhengwei Xia, Ruidi Wang, Chenpeng Xu, Wenqi Miao and Shengyang Xing
Buildings 2025, 15(21), 3996; https://doi.org/10.3390/buildings15213996 - 5 Nov 2025
Viewed by 1436
Abstract
Jiangnan water towns, as distinctive cultural landscapes in China, are confronting the dual challenge of surging tourist flows and imbalances in spatial distribution. Research on pedestrian dynamics has so far offered narrow coverage of influencing factors and limited insight into underlying mechanisms, falling [...] Read more.
Jiangnan water towns, as distinctive cultural landscapes in China, are confronting the dual challenge of surging tourist flows and imbalances in spatial distribution. Research on pedestrian dynamics has so far offered narrow coverage of influencing factors and limited insight into underlying mechanisms, falling short of a systemic perspective and an interpretable theoretical framework. This study uses Nanxun Ancient Town as a case study to address this gap. Pedestrian trajectories were captured using temporarily installed closed-circuit television (CCTV) cameras within the scenic area and extracted using the YOLOv8 object detection algorithm. These data were then integrated with quantified environmental indicators and analyzed through Random Forest regression with SHapley Additive exPlanations (SHAP) interpretation, enabling quantitative and interpretable exploration of pedestrian dynamics. The results indicate nonlinear and context-dependent effects of environmental factors on pedestrian dynamics and that tourist flows are jointly shaped by multi-level, multi-type factors and their interrelations, producing complex and adaptive impact pathways. First, within this enclosed scenic area, spatial morphology—such as lane width, ground height, and walking distance to entrances—imposes fundamental constraints on global crowd distributions and movement patterns, whereas spatial accessibility does not display its usual salience in this context. Second, perceptual and functional attributes—including visual attractiveness, shading, and commercial points of interest—cultivate local “visiting atmospheres” through place imagery, perceived comfort, and commercial activity. Finally, nodal elements—such as signboards, temporary vendors, and public service facilities—produce multi-scale, site-centered effects that anchor and perturb flows and reinforce lingering, backtracking, and clustering at bridgeheads, squares, and comparable nodes. This study advances a shift from static and global description to a mechanism-oriented explanatory framework and clarifies the differentiated roles and linkages among environmental factors by integrating video-based trajectory analytics with machine learning interpretation. This framework demonstrates the applicability of surveillance and computer vision techniques for studying pedestrian dynamics in small-scale heritage settings, and offers practical guidance for heritage conservation and sustainable tourism management in similar historic environments. Full article
(This article belongs to the Section Architectural Design, Urban Science, and Real Estate)
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17 pages, 288 KB  
Article
The Impact of Family Background and Educational Investment on Students’ Cognitive and Logical Thinking Abilities: Evidence from the China Education Panel Survey
by Xiaoju Shen
Fam. Sci. 2025, 1(2), 10; https://doi.org/10.3390/famsci1020010 - 4 Nov 2025
Cited by 2 | Viewed by 4150
Abstract
This study explores how family background shapes children’s cognitive and logical thinking abilities within the context of contemporary China, using nationally representative data from the 2013–2015 China Education Panel Survey (CEPS). Recognizing the increasing stratification of educational outcomes, this research examines the dual [...] Read more.
This study explores how family background shapes children’s cognitive and logical thinking abilities within the context of contemporary China, using nationally representative data from the 2013–2015 China Education Panel Survey (CEPS). Recognizing the increasing stratification of educational outcomes, this research examines the dual roles of economic and cultural capital in influencing children’s development. Employing multivariate regression models and mediation analysis, we assess both direct effects of family background—measured by household economic status and parental education—and indirect effects through educational investments, including school choice, tutoring participation, academic support, and parental literacy habits. The results reveal that both economic and cultural capital have significant positive effects on students’ cognitive and logical thinking outcomes. However, cultural investment, particularly parental reading and engagement in children’s education, shows a more enduring and pronounced influence. Notably, children from the wealthiest families do not consistently perform better, suggesting that excessive reliance on material resources may crowd out effective parental engagement. In contrast, even the poorest families demonstrate strong educational aspirations, though constrained by limited resources and inadequate guidance. These findings highlight the critical role of cultural capital in mitigating intergenerational inequality and call for policies that support educational involvement across all socioeconomic groups to foster more equitable learning opportunities. Full article
24 pages, 7469 KB  
Article
Visitor Behavioral Preferences at Cultural Heritage Museums: Evidence from Social Media Data
by Wenjie Peng, Chunyuan Gao, Bingmiao Zhu, Xun Zhu and Quan Jing
Buildings 2025, 15(20), 3756; https://doi.org/10.3390/buildings15203756 - 17 Oct 2025
Cited by 3 | Viewed by 2393
Abstract
Cultural heritage museums, as integral components of the urban built environment and public cultural space, not only preserve historical memory but also subtly shape visitors’ psychological experiences and well-being. Yet the mechanisms linking museum environmental quality with visitor mental experiences remain insufficiently explored. [...] Read more.
Cultural heritage museums, as integral components of the urban built environment and public cultural space, not only preserve historical memory but also subtly shape visitors’ psychological experiences and well-being. Yet the mechanisms linking museum environmental quality with visitor mental experiences remain insufficiently explored. Drawing on 10,684 visitor reviews collected from Dianping, Weibo, and Ctrip, this study applies text mining and semantic analysis to construct an evaluation framework of visitor behavioral preferences and psychological experiences in heritage museums. The findings show that attention to spatial remains, historical artifacts, and cultural symbols is closely associated with positive emotions such as mystery, awe, and beauty, while adverse environmental conditions such as queuing and crowding often trigger negative feelings including fatigue, disappointment, and boredom. Further analysis reveals a clear pathway linking objects, behaviors, and experiences: spatial remains evoke psychological resonance through immersive perceptions of authenticity; artifacts are primarily linked to visual pleasure and emotional comfort; and cultural symbols are transformed into cognitive gains and spiritual meaning through interpretation and learning. Cross-regional comparison highlights significant differences among museums with distinct cultural backgrounds in terms of architectural aesthetics, educational value, and emotional resonance. This study not only offers a practical framework for the refined management and spatial optimization of heritage museums, but also demonstrates that high-quality cultural environments can promote mental health and emotional restoration. The results extend the interdisciplinary framework of museum research and provide empirical evidence for environmental improvement and public health promotion in cultural heritage spaces in the digital era. Full article
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