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Search Results (215)

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Keywords = heritage district

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47 pages, 11661 KiB  
Article
Reintegrating Marginalized Rural Heritage: The Adaptive Potential of Barn Districts in Central Europe’s Cultural Landscapes
by Elżbieta Komarzyńska-Świeściak and Anna Alicja Wancel
Sustainability 2025, 17(15), 7166; https://doi.org/10.3390/su17157166 (registering DOI) - 7 Aug 2025
Abstract
Barn districts—ensembles of agricultural buildings situated at the edges of rural settlements—once played a key role in the spatial and economic organization of agrarian communities in Central Europe. Today, many of these structures remain marginalized and underexplored in contemporary landscape and heritage planning. [...] Read more.
Barn districts—ensembles of agricultural buildings situated at the edges of rural settlements—once played a key role in the spatial and economic organization of agrarian communities in Central Europe. Today, many of these structures remain marginalized and underexplored in contemporary landscape and heritage planning. This paper presents a comparative study of six barn districts in Poland’s Kraków-Częstochowa Upland, where vernacular construction, ecological adaptation, and local tradition shaped distinctive rural–urban interfaces. We applied a mixed-methods approach combining cartographic and archival analysis, field surveys, and interviews with residents and experts. The research reveals consistent patterns of landscape transformation, functional decline, and latent adaptive potential across varied morphological and material typologies. Despite differing levels of preservation, barn districts retain symbolic, spatial, and socio-cultural value for communities and local landscapes. The study emphasizes the importance of reintegrating these marginal heritage structures through adaptive reuse strategies rooted in the values of the New European Bauhaus—sustainability, aesthetics, and inclusion. The findings contribute to broader discussions on rural socio-ecological resilience and landscape-based development, highlighting how place-based strategies can bridge past identities with future-oriented spatial planning. Full article
25 pages, 6730 KiB  
Article
Decentralized Coupled Grey–Green Infrastructure for Resilient and Cost-Effective Stormwater Management in a Historic Chinese District
by Yongqi Liu, Ziheng Xiong, Mo Wang, Menghan Zhang, Rana Muhammad Adnan, Weicong Fu, Chuanhao Sun and Soon Keat Tan
Water 2025, 17(15), 2325; https://doi.org/10.3390/w17152325 - 5 Aug 2025
Viewed by 22
Abstract
Coupled grey and green infrastructure (CGGI) offers a promising pathway toward sustainable stormwater management in historic urban environments. This study compares CGGI and conventional grey infrastructure (GREI)-only strategies across four degrees of layout centralization (0%, 33.3%, 66.7%, and 100%) in the Quanzhou West [...] Read more.
Coupled grey and green infrastructure (CGGI) offers a promising pathway toward sustainable stormwater management in historic urban environments. This study compares CGGI and conventional grey infrastructure (GREI)-only strategies across four degrees of layout centralization (0%, 33.3%, 66.7%, and 100%) in the Quanzhou West Street Historic Reserve, China. Using a multi-objective optimization framework integrating SWMM simulations, life-cycle cost (LCC) modeling, and resilience metrics, we found that the decentralized CGGI layouts reduced the total LCC by up to 29.6% and required 60.7% less green infrastructure (GI) area than centralized schemes. Under nine extreme rainfall scenarios, the GREI-only systems showed slightly higher technical resilience (Tech-R: max 99.6%) than CGGI (Tech-R: max 99.1%). However, the CGGI systems outperformed GREI in operational resilience (Oper-R), reducing overflow volume by up to 22.6% under 50% network failure. These findings demonstrate that decentralized CGGI provides a more resilient and cost-effective drainage solution, well-suited for heritage districts with spatial and cultural constraints. Full article
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22 pages, 5826 KiB  
Article
Re-Habiting the Rooftops in Ciutat Vella (Barcelona): Co-Designed Low-Cost Solutions for a Social, Technical and Environmental Improvement
by Marta Domènech-Rodríguez, Oriol París-Viviana and Còssima Cornadó
Urban Sci. 2025, 9(8), 304; https://doi.org/10.3390/urbansci9080304 - 4 Aug 2025
Viewed by 109
Abstract
This research addresses urban inequality by focusing on the rehabilitation of communal rooftops in Ciutat Vella, Barcelona, the city’s historic district, where residential vulnerability is concentrated in a particularly dense heritage urban environment with a shortage of outdoor spaces. Using participatory methodologies, this [...] Read more.
This research addresses urban inequality by focusing on the rehabilitation of communal rooftops in Ciutat Vella, Barcelona, the city’s historic district, where residential vulnerability is concentrated in a particularly dense heritage urban environment with a shortage of outdoor spaces. Using participatory methodologies, this research develops low-cost, removable, and recyclable prototypes aimed at improving social interaction, technical performance, and environmental conditions. The focus is on vulnerable populations, particularly the elderly. The approach integrates a bottom–up process and scalable solutions presented as a Toolkit of micro-projects. These micro-projects are designed to improve issues related to health, safety, durability, accessibility, energy savings, and acoustics. In addition, several possible material solutions for micro-projects are examined in terms of sustainability and cost. These plug-in interventions are designed for adaptability and replication throughout similar urban contexts and can significantly improve the quality of life for people, especially the elderly, in dense historic environments. Full article
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24 pages, 48949 KiB  
Article
Co-Construction Mechanisms of Spatial Encoding and Communicability in Culture-Featured Districts—A Case Study of Harbin Central Street
by Hehui Zhu and Chunyu Pang
Sustainability 2025, 17(15), 7059; https://doi.org/10.3390/su17157059 - 4 Aug 2025
Viewed by 170
Abstract
During the transition of culture-featured district planning from static conservation to innovation-driven models, existing research remains constrained by mechanistic paradigms, reducing districts to functional containers and neglecting human perceptual interactions and meaning-production mechanisms. This study explores and quantifies the generative mechanisms of spatial [...] Read more.
During the transition of culture-featured district planning from static conservation to innovation-driven models, existing research remains constrained by mechanistic paradigms, reducing districts to functional containers and neglecting human perceptual interactions and meaning-production mechanisms. This study explores and quantifies the generative mechanisms of spatial communicability and cultural dissemination efficacy within human-centered frameworks. Grounded in humanistic urbanism, we analyze Harbin Central Street as a case study integrating historical heritage with contemporary vitality, developing a tripartite communicability assessment framework comprising perceptual experience, infrastructure utility, and behavioral dynamics. Machine learning-based threshold analysis reveals that spatial encoding elements govern communicability through significant nonlinear mechanisms. The conclusion shows synergies between street view-quantified greenery visibility and pedestrian accessibility establish critical human-centered design thresholds. Spatial data analysis integrating physiologically sensed emotional experiences and topologically analyzed spatial morphology resolves metric fragmentation while examining spatial encoding’s impact on interaction efficacy. This research provides data-driven decision support for sustainable urban renewal and enhanced cultural dissemination, advancing heritage sustainability. Full article
(This article belongs to the Section Sustainable Urban and Rural Development)
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20 pages, 14619 KiB  
Article
A Cognition–Affect–Behavior Framework for Assessing Street Space Quality in Historic Cultural Districts and Its Impact on Tourist Experience
by Dongsheng Huang, Weitao Gong, Xinyang Wang, Siyuan Liu, Jiaxin Zhang and Yunqin Li
Buildings 2025, 15(15), 2739; https://doi.org/10.3390/buildings15152739 - 3 Aug 2025
Viewed by 312
Abstract
Existing research predominantly focuses on the preservation or renewal models of the physical forms of historic cultural districts, with limited exploration of their roles in stimulating tourists’ cognitive, affective resonance, and behavioral interactions. This study addresses historic cultural districts by evaluating the space [...] Read more.
Existing research predominantly focuses on the preservation or renewal models of the physical forms of historic cultural districts, with limited exploration of their roles in stimulating tourists’ cognitive, affective resonance, and behavioral interactions. This study addresses historic cultural districts by evaluating the space quality and its impact on tourist experiences through the “cognition-affect-behavior” framework, integrating GIS, street view semantic segmentation, VR eye-tracking, and web crawling technologies. The findings reveal significant multidimensional differences in how space quality influences tourist experiences: the impact intensities of functional diversity, sky visibility, road network accessibility, green visibility, interface openness, and public facility convenience decrease sequentially, with path coefficients of 0.261, 0.206, 0.205, 0.204, 0.201, and 0.155, respectively. Additionally, space quality exerts an indirect effect on tourist experiences through the mediating roles of cognitive, affective, and behavioral dimensions, with a path coefficient of 0.143. This research provides theoretical support and practical insights for empowering cultural heritage space governance with digital technologies in the context of cultural and tourism integration. Full article
(This article belongs to the Section Architectural Design, Urban Science, and Real Estate)
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24 pages, 10342 KiB  
Article
Land-Use Evolution and Driving Forces in Urban Fringe Archaeological Sites: A Case Study of the Western Han Imperial Mausoleums
by Huihui Liu, Boxiang Zhao, Junmin Liu and Yingning Shen
Land 2025, 14(8), 1554; https://doi.org/10.3390/land14081554 - 29 Jul 2025
Viewed by 341
Abstract
Archaeological sites located on the edge of growing cities often struggle to reconcile heritage protection with rapid development. To understand this tension, we examined a 50.83 km2 zone around the Western Han Imperial Mausoleums in the Qin-Han New District. Using Landsat images [...] Read more.
Archaeological sites located on the edge of growing cities often struggle to reconcile heritage protection with rapid development. To understand this tension, we examined a 50.83 km2 zone around the Western Han Imperial Mausoleums in the Qin-Han New District. Using Landsat images from 1992, 2002, 2012, and 2022, this study applied supervised classification, land-use transfer matrices, and dynamic-degree analysis to trace three decades of land-use change. From 1992 to 2022, built-up land expanded by 29.85 percentage points, largely replacing farmland, which shrank by 35.64 percentage points and became fragmented. Forest cover gained a modest 5.78 percentage points and migrated eastward toward the mausoleums. Overall, urban growth followed a “spread–integrate–connect” pattern along major roads. This study interprets these trends through five interrelated drivers, including policy, planning, economy, population, and heritage protection, and proposes an integrated management model. The model links archaeological pre-assessment with land-use compatibility zoning and active community participation. Together, these measures offer a practical roadmap for balancing conservation and sustainable land management at imperial burial complexes and similar urban fringe heritage sites. Full article
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20 pages, 1496 KiB  
Article
Evaluation of Demre District Sustainable Tourism Strategies Using SWOT and TOPSIS Analysis
by Sibel Akten
Sustainability 2025, 17(15), 6831; https://doi.org/10.3390/su17156831 - 27 Jul 2025
Viewed by 313
Abstract
Demre is one of the most important tourist destinations in Antalya province in terms of its natural and cultural heritage values, historical texture, and ecological diversity. Evaluating these potentials and managing them sustainably is of great importance. Management strategies that focus solely on [...] Read more.
Demre is one of the most important tourist destinations in Antalya province in terms of its natural and cultural heritage values, historical texture, and ecological diversity. Evaluating these potentials and managing them sustainably is of great importance. Management strategies that focus solely on improving ecological elements often fail to deliver the desired results because they tend to neglect the needs and perspectives of stakeholders. Participatory approaches are important for determining and prioritizing tourism strategies because they encourage participation and awareness, thereby facilitating the development of sustainable and effective management strategies. In this context, this study, which aims to contribute to the protection and sustainable management of tourism areas in Demre district using a participatory approach, conducted a SWOT analysis to assess the state of environmental management. Based on the data obtained, internal strategic factors scored 3415 points, while external strategic factors scored 2899 points. Ten sustainable tourism strategies were developed, primarily focusing on the SO strategy, which leverages the potential of the area by focusing on internal strengths and external opportunities, with the aim of increasing tourism opportunities in the region and developing and implementing effective management strategies. At the end of the study, tourism strategies were prioritized using the TOPSIS analysis. Full article
(This article belongs to the Special Issue Sustainability Management Strategies and Practices—2nd Edition)
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21 pages, 2399 KiB  
Article
An HUL Assessment for Small Cultural Heritage Sites in Urban Areas: Framework, Methodology, and Empirical Research
by Shiyang Zhang, Haochen Sun, Muye Jiang and Jingrui Zhao
Land 2025, 14(8), 1513; https://doi.org/10.3390/land14081513 - 23 Jul 2025
Viewed by 315
Abstract
The research is grounded in the perspective of urban historical landscape (HUL), exploring the connections between cultural heritage and a broader urban context, as well as the general public and communities. It also focuses on small cultural heritage sites (SCHSs) in urban areas [...] Read more.
The research is grounded in the perspective of urban historical landscape (HUL), exploring the connections between cultural heritage and a broader urban context, as well as the general public and communities. It also focuses on small cultural heritage sites (SCHSs) in urban areas that have been overlooked in previous studies. By integrating various types of data, an assessment framework and methodology comprising six dimensions and 24 indicators were established and applied to the empirical research of 30 SCHSs in the Beijing section of the Grand Canal. The empirical research demonstrated the operability, effectiveness, and flexibility of the HUL assessment for SCHSs. The research findings are as follows. (1) The method provides differentiated recommendations for the formulation of tailored policies and planning management schemes based on heritage types, conservation levels, and the urban districts in which they are located. (2) The comprehensive quality of the open spaces where SCHSs are situated is critical for the cognition of the general public and community residents. (3) The overall conservation of the community areas containing SCHSs is highly significant, and the linkage between social development levels and cultural resources enhances public cognition of the SCHSs. (4) Cluster analysis offers guidance for the refined improvement of different SCHSs. The research aims to establish an action-oriented assessment framework, with a dimensional framework responding to the requirements of HULs and allowing for indicator flexibility. This study is significant for supporting the conservation and utilization of SCHSs in urban areas and for promoting their sustainable development. Full article
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26 pages, 5595 KiB  
Article
Contemporary Parish Churches as Spatial Dominants and Elements of Young Cultural Heritage in the Urban Structure: The Case of Szczecin in the Context of Sustainable Development and the Protection of Urban and Cultural Heritage
by Dorota Janisio-Pawłowska
Sustainability 2025, 17(14), 6648; https://doi.org/10.3390/su17146648 - 21 Jul 2025
Viewed by 290
Abstract
This article analyzes the role of parish churches, erected after 1945, in shaping the urban and social structures of the Szczecin housing estates, examining their importance and impact on the surrounding space. This research focused on three groups of churches as spatial landmarks [...] Read more.
This article analyzes the role of parish churches, erected after 1945, in shaping the urban and social structures of the Szczecin housing estates, examining their importance and impact on the surrounding space. This research focused on three groups of churches as spatial landmarks and symbols of young heritage, analyzing their location, form, and social significance. The objective of the present research was to determine how contemporary churches perform a dominant function in space and how they affect the social identity of residents, to determine whether these churches can be considered objects of young cultural heritage. This work used field research, spatial and photographic analysis, and typological classification. Six selected churches were subjected to comparative analysis. The results indicate a clear impact of sacred architecture on public spaces and the need to formulate new monument protection strategies for contemporary sacred objects as elements of urban cultural heritage. This article fits into the current discussions on the creation of criteria for evaluating post-war architecture and its place in the structure of a developing city. We noticed the lack of tools and directions for the protection of young heritage, and suggested directions for the sustainable protection of contemporary buildings. Full article
(This article belongs to the Collection Sustainable Conservation of Urban and Cultural Heritage)
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25 pages, 54209 KiB  
Article
Exploring the Impact of Musealization on Spatial Vitality and Tourist Experience in the Historic Center of Macau
by Xinyu Li, Pohsun Wang, Junling Zhou and Junyi Zhao
Buildings 2025, 15(14), 2512; https://doi.org/10.3390/buildings15142512 - 17 Jul 2025
Viewed by 250
Abstract
This study explores the enhancement of spatial vitality in the Historic Center of Macau from the perspective of museumification theory. This research employs GIS technology to analyze Baidu heatmap data, comparing the differences in spatial vitality between the festive and daily periods. Furthermore, [...] Read more.
This study explores the enhancement of spatial vitality in the Historic Center of Macau from the perspective of museumification theory. This research employs GIS technology to analyze Baidu heatmap data, comparing the differences in spatial vitality between the festive and daily periods. Furthermore, experiential quality questionnaire data were collected from 224 tourists visiting the historical district, constructing a theoretical model of “objective vitality–experience quality”. Through objective analysis, the results indicate that the distribution of vitality in the Historic Center of Macau exhibits a clear core–periphery diffusion pattern. During the festive period, the intensity of spatial vitality significantly increases. Through subjective analysis, this study reveals that experiential quality has a significant impact on spatial vitality. Among the dimensions, education and inspiration, cultural exchange, and entertainment enjoyment have a notably positive effect on spatial vitality. The elements of education and inspiration play a crucial role during festive periods—particularly artistic attractions and educational entertainment—which positively influence vitality. This study innovatively applies museumification theory to the research of vitality in a historical district, providing valuable references for the sustainable cultural tourism development and cultural heritage preservation of the Historic Center of Macau. Full article
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34 pages, 7027 KiB  
Article
From Ornamental Beauty to Economic and Horticultural Significance: Species Diversity and Ethnobotany of Bignoniaceae in Maha Sarakham Province, Thailand
by Surapon Saensouk, Piyaporn Saensouk, Thawatphong Boonma, Sarayut Rakarcha, Khamfa Chanthavongsa, Narumol Piwpuan and Tammanoon Jitpromma
Horticulturae 2025, 11(7), 841; https://doi.org/10.3390/horticulturae11070841 - 16 Jul 2025
Viewed by 350
Abstract
The Bignoniaceae family encompasses numerous species of ecological, medicinal, and cultural significance, yet its ethnobotanical value remains underexplored in many regions of Thailand. This study investigates the diversity, phenology, cultural relevance, and traditional uses of Bignoniaceae species in Maha Sarakham Province, Northeastern Thailand. [...] Read more.
The Bignoniaceae family encompasses numerous species of ecological, medicinal, and cultural significance, yet its ethnobotanical value remains underexplored in many regions of Thailand. This study investigates the diversity, phenology, cultural relevance, and traditional uses of Bignoniaceae species in Maha Sarakham Province, Northeastern Thailand. Through semi-structured interviews with 260 local informants across 13 districts—alongside field observations and herbarium voucher collections—we documented 27 species across 21 genera. These integrated methods enabled the identification of key culturally significant species and provided insights into their traditional uses. Phenological data revealed clear seasonal patterns in flowering and fruiting, aligned with the regional climatic cycle. Quantitative ethnobotanical indices—including Species Use Value (SUV), Genera Use Value (GUV), Relative Frequency of Citation (RFC), Cultural Importance Index (CI), and Cultural Food Significance Index (CFSI)—were employed to evaluate species significance. Results indicate that species such as Dolichandrone serrulata, D. spathacea, and Oroxylum indicum hold high cultural and practical value, particularly in traditional medicine, spiritual practices, and local landscaping. These findings underscore the critical role of Bignoniaceae in sustaining biocultural diversity and emphasize the urgency of preserving traditional botanical knowledge amid environmental and socio-economic change. Moreover, the insights contribute to broader efforts in cultural heritage preservation and biodiversity conservation across tropical and subtropical regions. Full article
(This article belongs to the Section Medicinals, Herbs, and Specialty Crops)
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26 pages, 6526 KiB  
Article
Typo-Morphology as a Conceptual Tool for Rural Settlements: Decoding Harran’s Vernacular Heritage with Reflections from Alberobello
by Ozge Ogut
Land 2025, 14(7), 1463; https://doi.org/10.3390/land14071463 - 14 Jul 2025
Viewed by 486
Abstract
Typo-morphology, as interpreted by the Italian School of Planning, provides an approach to investigate the relationship between built form and socio-cultural patterns in vernacular settlements. This study examines Harran, a heritage site in southeastern Türkiye known for its distinctive conic domed dwellings, to [...] Read more.
Typo-morphology, as interpreted by the Italian School of Planning, provides an approach to investigate the relationship between built form and socio-cultural patterns in vernacular settlements. This study examines Harran, a heritage site in southeastern Türkiye known for its distinctive conic domed dwellings, to explore how typo-morphological analysis can inform culturally sensitive design and adaptive reuse approaches. Despite its historical significance and inclusion in the UNESCO tentative list, Harran faces insufficient documentation, fragmented governance, limited conservation, and increasing pressure from urbanization and natural disasters. Using multiple sources and fieldwork, the research reconstructs the morphological evolution of Harran through diachronic maps across compound, district, and town scales. Reflections from Alberobello, Italy, i.e., the sister city of Harran and a UNESCO-listed town with a similarly unique vernacular fabric, provide a comparative view to explore different heritage management approaches. Harran evolved through informal, culture-driven growth, whereas Alberobello followed a regulated path. While Alberobello benefits from planned development and institutional preservation, Harran faces partial abandonment and neglect. By positioning typo-morphology as a conceptual planning tool, this paper emphasizes the need for context-responsive, ethically grounded, and inclusive approaches to heritage planning and conservation. It argues for planning practices that are not only technically competent but also attuned to place-based knowledge, local identities, and the long-term sustainability of living heritage. Full article
(This article belongs to the Special Issue Urban Morphology: A Perspective from Space (Second Edition))
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13 pages, 2300 KiB  
Review
Research on Heritage Conservation and Development of Chinese Ancient Towns and Historic Districts Based on Knowledge Graph Analysis
by Wu Jin and Hiroatsu Fukuda
Buildings 2025, 15(14), 2459; https://doi.org/10.3390/buildings15142459 - 14 Jul 2025
Viewed by 408
Abstract
Historic districts of ancient towns serve as significant carriers of historical and cultural heritage while also being popular tourist destinations. Within the context of urbanization and organic renewal, the protection and development of historic districts have become crucial research topics. This study collects [...] Read more.
Historic districts of ancient towns serve as significant carriers of historical and cultural heritage while also being popular tourist destinations. Within the context of urbanization and organic renewal, the protection and development of historic districts have become crucial research topics. This study collects literature from the Web of Science database and applies manual screening to ensure relevance to the research theme. Using CiteSpace as an analytical tool, the study conducts a visual analysis from multiple perspectives, including keywords, writing time, authors, centrality, keyword clustering analysis, and timeline visualization. By constructing a knowledge graph, this research explores the key pathways and knowledge nodes in the organic renewal of spatial environments in historic districts of ancient towns. Based on literature clustering, the study categorizes research into four major aspects: heritage conservation, cultural and tourism development, spatial planning and design, and environmental enhancement. Based on this, universal strategies for the cultural and tourism development of historic districts in ancient towns are proposed. The research focus shifts from emphasizing cultural heritage preservation to the integrated development of culture and tourism. In the spatial development of historic districts, everyday life scenes should be incorporated while new technologies should be utilized to enhance environmental comfort. This paper summarizes the current research frontiers in this field and proposes future research trends, providing valuable references for scholars in related areas. Full article
(This article belongs to the Section Architectural Design, Urban Science, and Real Estate)
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28 pages, 10102 KiB  
Article
Multi-Source Data and Semantic Segmentation: Spatial Quality Assessment and Enhancement Strategies for Jinan Mingfu City from a Tourist Perception Perspective
by Lin Chen, Xiaoyu Cai and Zhe Liu
Buildings 2025, 15(13), 2298; https://doi.org/10.3390/buildings15132298 - 30 Jun 2025
Cited by 1 | Viewed by 415
Abstract
In the context of cultural tourism integration, tourists’ spatial perception intention is an important carrier of spatial evaluation. In historic cultural districts represented by Jinan Mingfu City, tourists’ perceptual depth remains underexplored, leading to a misalignment between cultural tourism development and spatial quality [...] Read more.
In the context of cultural tourism integration, tourists’ spatial perception intention is an important carrier of spatial evaluation. In historic cultural districts represented by Jinan Mingfu City, tourists’ perceptual depth remains underexplored, leading to a misalignment between cultural tourism development and spatial quality needs. Taking Jinan Mingfu City as a representative case of a historic cultural district, while the living heritage model has revitalized local economies, the absence of a tourist perspective has resulted in misalignment between cultural tourism development and spatial quality requirements. This study establishes a technical framework encompassing “data crawling-factor aggregation-human-machine collaborative optimization”. It integrates Python web crawlers, SnowNLP sentiment analysis, and TF-IDF text mining technologies to extract physical elements; constructs a three-dimensional evaluation framework of “visual perception-spatial comfort-cultural experience” through SPSS principal component analysis; and quantifies physical element indicators such as green vision rate and signboard clutter index through street view semantic segmentation (OneFormer framework). A synergistic mechanism of machine scoring and manual double-blind scoring is adopted for correlation analysis to determine the impact degree of indicators and optimization strategies. This study identified that indicators such as green vision rate, shading facility coverage, and street enclosure ratio significantly influence tourist evaluations, with a severe deficiency in cultural spaces. Accordingly, it proposes targeted strategies, including visual landscape optimization, facility layout adjustment, and cultural scenario implementation. By breaking away from traditional qualitative evaluation paradigms, this study provides data-based support for the spatial quality enhancement of historic districts, thereby enabling the transformation of these areas from experience-oriented protection to data-driven intelligent renewal and promoting the sustainable development of cultural tourism. Full article
(This article belongs to the Section Architectural Design, Urban Science, and Real Estate)
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29 pages, 7229 KiB  
Article
The Non-Destructive Testing of Architectural Heritage Surfaces via Machine Learning: A Case Study of Flat Tiles in the Jiangnan Region
by Haina Song, Yile Chen and Liang Zheng
Coatings 2025, 15(7), 761; https://doi.org/10.3390/coatings15070761 - 27 Jun 2025
Viewed by 598
Abstract
This study focuses on the ancient buildings in Cicheng Old Town, a typical architectural heritage area in the Jiangnan region of China. These buildings are famous for their well-preserved Tang Dynasty urban layout and Ming and Qing Dynasty roof tiles. However, the natural [...] Read more.
This study focuses on the ancient buildings in Cicheng Old Town, a typical architectural heritage area in the Jiangnan region of China. These buildings are famous for their well-preserved Tang Dynasty urban layout and Ming and Qing Dynasty roof tiles. However, the natural aging, weathering, and biological erosion of the roof tiles seriously threaten the integrity of heritage protection. Given that current detection methods mostly depend on manual checks, which are slow and cover only a small area, this study suggests using deep learning technology for heritage protection and creating a smart model to identify damage in flat tiles using the YOLOv8 architecture. During this research, the team used drone aerial photography to collect images of typical building roofs in Cicheng Old Town. Through preprocessing, unified annotation, and system training, a damage dataset containing 351 high-quality images was established, covering five types of damage: breakage, cracks, the accumulation of fallen leaves, lichen growth, and vegetation growth. The results show that (1) the model has an overall mAP of 73.44%, an F1 value of 0.75 in the vegetation growth category, and a recall rate of 0.70, showing stable and balanced detection performance for various damage types; (2) the model performs well in comparisons using confusion matrices and multidimensional indicators (including precision, recall, and log-average miss rate) and can effectively reduce the false detection and missed detection rates; and (3) the research team applied the model to drone images of the roof of Fengyue Painted Terrace Gate in Cicheng Old Town, Jiangbei District, Ningbo City, Zhejiang Province, and automatically detected and located multiple tile damage areas. The prediction results are highly consistent with field observations, verifying the feasibility and application potential of the model in actual heritage protection scenarios. Full article
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