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21 pages, 7308 KB  
Article
The “Third Landscape” and the Rural–Urban Spaces in the South of the Community of Madrid, in the Field of Sustainability: A Case Study
by Ignacio Sotelo Pérez, María Sotelo Pérez and José Antonio Sotelo Navalpotro
Land 2025, 14(11), 2281; https://doi.org/10.3390/land14112281 - 18 Nov 2025
Viewed by 389
Abstract
The present research aims to analyze, assess, and interpret the territorial reality of the south of the Community of Madrid, with the case study of Aranjuez, revealing the interrelationship between urban growth, its link with the mechanisms that operate in the real estate [...] Read more.
The present research aims to analyze, assess, and interpret the territorial reality of the south of the Community of Madrid, with the case study of Aranjuez, revealing the interrelationship between urban growth, its link with the mechanisms that operate in the real estate sector, the processes of transformation of rural areas into spaces where rurbanization and marginal urbanization related to the reclassification of land (generally rural) prevail, based on the application of a novel interpretive methodology of the so-called “Third Landscape”, based on the “Key Performance Indicators (KPIs)”, applied to formal, socioeconomic, functional, environmental paradigms, among others. Thus, throughout the study, we address the Third Landscape and elements such as Lost Spaces, Garbage Spaces, Shadow Places, etc., in short, vacant lots or residual spaces (formless and unused anti-spaces), which are framed around the conceptualization of the Third Landscape, of that of no man’s land, which no one uses, whose maintenance is unknown, and which currently predominates in the rural and rururban world of Aranjuez. With all this, the motivation for the research and, therefore, its results, is based on the knowledge of the regeneration and adaptation of the nature of the study area in marginal and unplanned spaces—such as roadside ditches, vacant lots, and urban interstices—promoting the foundations for future territorial development models, as well as territorial planning processes that allow for urban regeneration, ecological design, and the socioeconomic enhancement of a city in expansion and transformation. Full article
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16 pages, 1537 KB  
Article
Effects of the Center-Edge Gradient and Habitat Type on the Spatial Distribution of Plant Species Richness in Santiago, Chile
by Sergio A. Castro, Cristian Ray, Javier A. Figueroa, Mathías Alfaro, Fabiola Orrego and Pablo M. Vergara
Plants 2025, 14(22), 3433; https://doi.org/10.3390/plants14223433 - 10 Nov 2025
Viewed by 364
Abstract
Cities host a heterogeneous composition of native and exotic plants, yet the spatial distribution of plant richness and its drivers remain poorly understood. We evaluated the influence of the center-edge gradient, along the environmental gradient from the historic city center to the urban [...] Read more.
Cities host a heterogeneous composition of native and exotic plants, yet the spatial distribution of plant richness and its drivers remain poorly understood. We evaluated the influence of the center-edge gradient, along the environmental gradient from the historic city center to the urban edge, and habitat type, reflecting local conditions, on plant richness in Santiago, Chile. Sidewalks, parks, and vacant lots (n = 234 per habitat type) were randomly sampled across varying distances from the historic center and urban edge, recording neighborhood socioeconomic level and municipality. Four richness metrics were analyzed using generalized linear mixed models (GLMMs): total richness, richness by origin (native or exotic), and richness by life form (trees, shrubs, or herbs), considering habitat type, socioeconomic level, and distances as fixed effects and municipality as a random effect. We recorded 699 species (13% native and 87% exotic; 23% trees, 20% shrubs, and 56% herbs). Distances to the city center and urban edge had no significant effect, whereas habitat type emerged as the primary determinant: sidewalks exhibited higher total, native, and exotic richness with more trees and shrubs, whereas vacant lots were dominated by herbs. These patterns indicate that floristic richness is distributed in a mosaic, independent of urban gradients. Given the importance of Santiago’s Mediterranean region as a biodiversity hotspot, the low representation of native species is concerning. Increasing their presence and associated ecosystem services requires tailored interventions for each habitat type. Full article
(This article belongs to the Special Issue Plants for Biodiversity and Sustainable Cities)
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24 pages, 2803 KB  
Article
AKI2ALL: Integrating AI and Blockchain for Circular Repurposing of Japan’s Akiyas—A Framework and Review
by Manuel Herrador, Romi Bramantyo Margono and Bart Dewancker
Buildings 2025, 15(15), 2629; https://doi.org/10.3390/buildings15152629 - 25 Jul 2025
Viewed by 1577
Abstract
Japan’s 8.5 million vacant homes (Akiyas) represent a paradox of scarcity amid surplus: while rural depopulation leaves properties abandoned, housing shortages and bureaucratic inefficiencies hinder their reuse. This study proposes AKI2ALL, an AI-blockchain framework designed to automate the circular repurposing of Akiyas into [...] Read more.
Japan’s 8.5 million vacant homes (Akiyas) represent a paradox of scarcity amid surplus: while rural depopulation leaves properties abandoned, housing shortages and bureaucratic inefficiencies hinder their reuse. This study proposes AKI2ALL, an AI-blockchain framework designed to automate the circular repurposing of Akiyas into ten high-value community assets—guesthouses, co-working spaces, pop-up retail and logistics hubs, urban farming hubs, disaster relief housing, parking lots, elderly daycare centers, exhibition spaces, places for food and beverages, and company offices—through smart contracts and data-driven workflows. By integrating circular economy principles with decentralized technology, AKI2ALL streamlines property transitions, tax validation, and administrative processes, reducing operational costs while preserving embodied carbon in existing structures. Municipalities list properties, owners select uses, and AI optimizes assignments based on real-time demand. This work bridges gaps in digital construction governance, proving that automating trust and accountability can transform systemic inefficiencies into opportunities for community-led, low-carbon regeneration, highlighting its potential as a scalable model for global vacant property reuse. Full article
(This article belongs to the Special Issue Advances in the Implementation of Circular Economy in Buildings)
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19 pages, 941 KB  
Article
Residents’ Perceptions of Informal Green Spaces in High-Density Cities: Urban Land Governance Implications from Taipei
by Chen-Yi Sun, Tzu-Pei Chiang and Ya-Wen Wu
Land 2025, 14(7), 1466; https://doi.org/10.3390/land14071466 - 15 Jul 2025
Viewed by 1567
Abstract
In high-density and land-scarce urban environments such as Taipei—a typical example of compact development in East Asia—informal green spaces (IGSs)—defined as unmanaged or unplanned vegetated urban areas such as vacant lots, street verges, and railway margins—play a growing role in urban environmental and [...] Read more.
In high-density and land-scarce urban environments such as Taipei—a typical example of compact development in East Asia—informal green spaces (IGSs)—defined as unmanaged or unplanned vegetated urban areas such as vacant lots, street verges, and railway margins—play a growing role in urban environmental and social dynamics. This study explores residents’ perceptions of IGSs and examines how these spaces contribute to urban sustainability and land governance. Using a mixed-methods approach that combines the literature review, field observations, and a structured public opinion survey in Taipei’s Wenshan District, the study identifies key perceived benefits and drawbacks of IGSs. Findings show that residents highly value IGSs for enhancing urban greenery, offering recreational opportunities, and promoting physical and mental health. However, concerns persist regarding safety, sanitation, and maintenance—particularly fears of waste accumulation, mosquito breeding, and risks to children. The results highlight the dual nature of IGSs as both vital ecological assets and potential sources of urban disorder. These insights underscore the need for inclusive, community-based governance models that can transform IGSs into legitimate components of green infrastructure. The study contributes to emerging discussions on adaptive urban land governance by proposing that informal spaces be strategically integrated into urban planning frameworks to enhance environmental equity, resilience, and citizen well-being. Full article
(This article belongs to the Special Issue Planning for Sustainable Urban and Land Development, Second Edition)
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20 pages, 5081 KB  
Article
Combining Demand for Ecosystem Services with Ecosystem Conditions of Vacant Lots to Support Land Preservation and Restoration Decisions
by Erica Bruno, Enzo Falco and Davide Geneletti
Sustainability 2025, 17(10), 4686; https://doi.org/10.3390/su17104686 - 20 May 2025
Cited by 1 | Viewed by 772
Abstract
Urban densification threatens vacant lots in cities, potentially affecting biodiversity and the ecosystem services (ES) they provide. Policymakers require evidence-based tools to balance densification policies and initiatives with the preservation of green spaces. This research proposes a method to assess ecosystem conditions (EC) [...] Read more.
Urban densification threatens vacant lots in cities, potentially affecting biodiversity and the ecosystem services (ES) they provide. Policymakers require evidence-based tools to balance densification policies and initiatives with the preservation of green spaces. This research proposes a method to assess ecosystem conditions (EC) of vacant lots and combine it with ES demand in order to identify lots that need to be prioritised for preservation and restoration. This method is applied to the Northern Milan intermunicipal area (Italy). By using open-access satellite imagery, indicators for abiotic, biotic, and landscape characteristics were determined for each lot regarding four regulating ES (air purification, runoff mitigation, microclimate regulation, and pollination). The EC assessment provides planners with information on the ecosystems’ qualities and their ability to deliver ecosystem services. Our findings indicate that vacant lots differ in their contribution to ES provision due to variation in abiotic, biotic, and landscape connectivity conditions, underlining the need for a more detailed assessment of the differences between each individual area that composes the green infrastructure. However, challenges related to defining reference levels and the availability of detailed local data need to be addressed to guide planning decisions effectively. Full article
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19 pages, 4576 KB  
Article
3-30-300 Benchmark: An Evaluation of Tree Visibility, Canopy Cover, and Green Space Access in Nagpur, India
by Shruti Ashish Lahoti, Manu Thomas, Prajakta Pimpalshende, Shalini Dhyani, Mesfin Sahle, Pankaj Kumar and Osamu Saito
Urban Sci. 2025, 9(4), 120; https://doi.org/10.3390/urbansci9040120 - 10 Apr 2025
Cited by 1 | Viewed by 3048
Abstract
Urban green spaces (UGSs) are vital in enhancing environmental quality, social well-being, and climate resilience, yet their distribution and accessibility remain uneven in many rapidly urbanizing cities. The 3–30–300 rule offers a structured guideline with which to assess urban greenness, emphasizing tree visibility, [...] Read more.
Urban green spaces (UGSs) are vital in enhancing environmental quality, social well-being, and climate resilience, yet their distribution and accessibility remain uneven in many rapidly urbanizing cities. The 3–30–300 rule offers a structured guideline with which to assess urban greenness, emphasizing tree visibility, canopy cover, and green space proximity. However, its applicability in dense and resource-constrained urban environments has not been sufficiently examined. This study evaluates the feasibility of the 3–30–300 rule in Nagpur, India, using survey-based visibility assessments, NDVI-derived vegetation cover analysis, and QGIS-based accessibility evaluation. The study also introduces the Urban Greenness Exposure Index (UGEI), a composite metric that refines greenness assessment by capturing intra-zone variations beyond broad classifications. The findings reveal significant variations in urban greenness exposure across Nagpur’s ten municipal zones. Low-greenness zones report the highest tree visibility deprivation (below two trees), limited canopy cover (~7%), and restricted green space access (over 80% of residents lacking access within 300 m). The correlation analysis shows that higher canopy cover does not necessarily correspond to better visibility or accessibility, highlighting the need for integrated planning strategies. The study concludes that applying the 3–30–300 rule in high-density Indian cities requires localized adaptations, such as incentivizing street tree planting, integrating vertical greenery, and repurposing vacant lots for public parks. The UGEI framework offers a practical tool for identifying priority zones and guiding equitable greening interventions, based on insights drawn from the Nagpur case study. Full article
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23 pages, 2462 KB  
Review
Factors Shaping Biodiversity in Urban Voids: A Systematic Literature Review
by Jian Cui, Ehsan Sharifi, Carlos Bartesaghi Koc, Linna Yi and Scott Hawken
Land 2025, 14(4), 821; https://doi.org/10.3390/land14040821 - 10 Apr 2025
Cited by 1 | Viewed by 2045
Abstract
Urban voids, such as vacant lots, brownfields, fallow land, wasteland, and the spaces between buildings, have the potential to serve as habitats for a diverse range of plants. However, their value for plant conservation remains understudied because of their informal and neglected nature. [...] Read more.
Urban voids, such as vacant lots, brownfields, fallow land, wasteland, and the spaces between buildings, have the potential to serve as habitats for a diverse range of plants. However, their value for plant conservation remains understudied because of their informal and neglected nature. The aim of this systematic review is to consider the potential for urban voids to contribute to urban plant biodiversity. A total of 55 studies from 14 countries were analysed for geographical trends, factors influencing plant biodiversity, research methods, and relevant environmental parameters. The results of this study show that the factors influencing the plant diversity of urban voids can be divided into three main categories: biophysical, temporal, and landscape factors. Biophysical factors, such as size, age, soil, and vegetation structure, as well as temporal factors, including site management and human interventions, are the most important at the site-level scale. In contrast, landscape factors, such as the location and distance from other green spaces, are more dominant at the larger urban scale. The review has identified a significant limitation in the available literature, with relatively few studies examining the influence of urban voids’ shape, ownership, and microclimate on biodiversity. With respect to research methods, the results suggest a recent increase in the use of GIS-based and remote sensing techniques to investigate the plant diversity of urban voids. The findings discussed in this paper indicate the need for further research to comprehensively understand the factors that promote urban vegetation diversity in urban voids. Full article
(This article belongs to the Section Land Planning and Landscape Architecture)
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37 pages, 8437 KB  
Article
Innovative Land Bank Models for Addressing Vacant Properties in Japan: A Case Study of Six Approaches
by Bowen Yin and Yoko Shimizu
Land 2025, 14(4), 674; https://doi.org/10.3390/land14040674 - 22 Mar 2025
Viewed by 3609
Abstract
In Japan, vacant houses are widely recognized as a significant societal challenge. At the same time, the problems associated with vacant lots and land with unknown ownership are escalating and are expected to worsen in the future. In response, community organizations such as [...] Read more.
In Japan, vacant houses are widely recognized as a significant societal challenge. At the same time, the problems associated with vacant lots and land with unknown ownership are escalating and are expected to worsen in the future. In response, community organizations such as NPOs (nonprofit organizations), neighborhood associations, and government agencies have been central in increasing efforts toward effectively utilizing and managing these vacant properties. This study analyzed six cases supported by the MLIT (Ministry of Land, Infrastructure, Transport and Tourism) under the Land Bank initiative, with two cases involving land readjustment and four involving temporary use. A detailed examination of these pilot efforts and their application methods clearly highlights the necessity of integrating land management with urban planning. Furthermore, it has been found that there are several challenges in the Land Bank initiative, including difficulties in assessing market value, ownership issues, and the need for broad coordination. These findings provide important implications for improving Japan’s management of vacant land and houses. Full article
(This article belongs to the Section Land Planning and Landscape Architecture)
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19 pages, 3487 KB  
Article
Evaluating the Effectiveness of Soil Profile Rehabilitation for Pluvial Flood Mitigation Through Two-Dimensional Hydrodynamic Modeling
by Julia Atayi, Xin Zhou, Christos Iliadis, Vassilis Glenis, Donghee Kang, Zhuping Sheng, Joseph Quansah and James G. Hunter
Hydrology 2025, 12(3), 44; https://doi.org/10.3390/hydrology12030044 - 26 Feb 2025
Cited by 1 | Viewed by 1828
Abstract
Pluvial flooding, driven by increasingly impervious surfaces and intense storm events, presents a growing challenge for urban areas worldwide. In Baltimore City, MD, USA, climate change, rapid urbanization, and aging stormwater infrastructure are exacerbating flooding impacts, resulting in significant socio-economic consequences. This study [...] Read more.
Pluvial flooding, driven by increasingly impervious surfaces and intense storm events, presents a growing challenge for urban areas worldwide. In Baltimore City, MD, USA, climate change, rapid urbanization, and aging stormwater infrastructure are exacerbating flooding impacts, resulting in significant socio-economic consequences. This study evaluated the effectiveness of a soil profile rehabilitation scenario using a 2D hydrodynamic modeling approach for the Tiffany Run watershed, Baltimore City. This study utilized different extreme storm events, a high-resolution (1 m) LiDAR Digital Terrain Model (DTM), building footprints, and hydrological soil data. These datasets were integrated into a fully coupled 2D hydrodynamic model, the City Catchment Analysis Tool (CityCAT), to simulate urban flood dynamics. The pre-soil rehabilitation simulation revealed a maximum water depth of 3.00 m in most areas, with hydrologic soil groups C and D, especially downstream of the study area. The post-soil rehabilitation simulation was targeted at vacant lots and public parcels, accounting for 33.20% of the total area of the watershed. This resulted in a reduced water depth of 2.50 m. Additionally, the baseline runoff coefficient of 0.49 decreased to 0.47 following the rehabilitation, and the model consistently recorded a peak runoff reduction rate of 4.10 across varying rainfall intensities. The validation using a contingency matrix demonstrated true-positive rates of 0.75, 0.50, 0.64, and 0 for the selected events, confirming the model’s capability at capturing real-world flood occurrences. Full article
(This article belongs to the Special Issue Runoff Modelling under Climate Change)
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20 pages, 6051 KB  
Article
Recognising the Fourth Nature: A Case Study of Spontaneous Urban Vegetation in Southwest Australian Cities
by Katherine Stewart and Maria Ignatieva
Land 2025, 14(3), 467; https://doi.org/10.3390/land14030467 - 24 Feb 2025
Cited by 1 | Viewed by 1345
Abstract
Urban nature exists in all cities, including spontaneous nature. Spontaneous vegetation has been well-documented in the broader ecological literature in the Northern Hemisphere in recent decades. However, the recognition of, and interest in, spontaneous nature in Australia is limited. Our study initiated research [...] Read more.
Urban nature exists in all cities, including spontaneous nature. Spontaneous vegetation has been well-documented in the broader ecological literature in the Northern Hemisphere in recent decades. However, the recognition of, and interest in, spontaneous nature in Australia is limited. Our study initiated research on spontaneous vegetation in Southwest Australia from a landscape architectural site analysis approach with vegetation surveys. This study created an inventory of plants in four biotope types (specific abiotic environments with associated plant communities), i.e., cracks, walls, margins, and vacant lots, in two cities. Twenty-four sites were surveyed four times over a calendar year, and 145 plant species were identified. More than 90% of the species were naturalised, with native ranges most common in the Mediterranean Basin (34 species), and predominantly annuals (73 species). Only eight species were native to Southwest Australia. Our analysis revealed some of the cultural and ecological characteristics of these sites and species, i.e., environmental histories, pollinator habitats, the temporary statuses of sites with spontaneous nature, and their potential, e.g., altering maintenance schedules to retain foraging resources. Therefore, this study recommends further exploration of spontaneous nature through small-scale site analysis approaches and at larger scales for a more detailed understanding of this, at present, overlooked part of nature in Southwest Australian cities. Full article
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26 pages, 3057 KB  
Review
Multi-Dimensional Research and Progress in Parking Space Detection Techniques
by Xi Wang, Haotian Miao, Jiaxin Liang, Kai Li, Jianheng Tan, Rui Luo and Yueqiu Jiang
Electronics 2025, 14(4), 748; https://doi.org/10.3390/electronics14040748 - 14 Feb 2025
Cited by 5 | Viewed by 4451
Abstract
Due to the increase in the number of vehicles and the complexity of parking spaces, parking space detection technology has emerged. It is capable of automatically identifying vacant parking spaces in parking lots or on streets, and delivering this information to drivers or [...] Read more.
Due to the increase in the number of vehicles and the complexity of parking spaces, parking space detection technology has emerged. It is capable of automatically identifying vacant parking spaces in parking lots or on streets, and delivering this information to drivers or parking management systems in real time, which has a significant impact on improving urban parking efficiency, alleviating traffic congestion, optimizing driving experience, and promoting the development of intelligent transportation systems. This paper firstly describes the research significance of parking space detection technology and its research background, and then systematically reviews different types of parking spaces and detection technologies, covering a variety of technical means such as ultrasonic sensors, infrared sensors, magnetic sensors, other sensors, methods based on traditional computer vision, and methods based on deep learning. At the end of the paper, the article summarizes the current research progress in parking space detection technology, analyzes the existing challenges, and provides an outlook on future research directions. Full article
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19 pages, 39664 KB  
Article
Informal Urban Biodiversity in the Milan Metropolitan Area: The Role of Spontaneous Nature in the Leftover Regeneration Process
by Lucia Ludovici and Maria Chiara Pastore
Land 2024, 13(8), 1123; https://doi.org/10.3390/land13081123 - 24 Jul 2024
Cited by 7 | Viewed by 2889
Abstract
The present study reflects on spontaneous nature’s agency to reclaim abandoned urban areas in Italian urban brownfields, providing a focused analysis of the Metropolitan Area of Milan. These spaces are the products of phenomena, such as deindustrialization, demilitarization, and uncontrolled urban expansion, which [...] Read more.
The present study reflects on spontaneous nature’s agency to reclaim abandoned urban areas in Italian urban brownfields, providing a focused analysis of the Metropolitan Area of Milan. These spaces are the products of phenomena, such as deindustrialization, demilitarization, and uncontrolled urban expansion, which have produced a compromised heritage and challenges to regeneration. Such abandonment sometimes produces new forms of urban nature, which suggests a possible path for ecological regeneration and coexistence, as affirmed by the multidisciplinary literature. The related informal urban biodiversity grows regardless of future planning provisions, triggering unexpected transformations of the urban environment and producing socio-ecological value, as demonstrated by citizens’ recognition of these places. The present study maps informal urban biodiversity in the Milan territory, identifying the presence of large contaminated sites, relevant urban voids, vacant lots, and former agricultural spaces. This study also reflects on possible paths for urban planning and policies to integrate informal urban biodiversity within the urban ecological structure by analyzing the main features and challenges of the corresponding regeneration processes. Full article
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21 pages, 3444 KB  
Article
Quantifying the Wild: Public Acceptance and Challenges of Urban Wildscapes in Chiba, Japan
by Daer Su, Jie Chen, Hongyu Li, Shixian Luo, Jing Xie, Huixin Wang, Fuhao Sun, Wanyue Ren and Takeshi Kinoshita
Land 2024, 13(7), 1048; https://doi.org/10.3390/land13071048 - 13 Jul 2024
Cited by 1 | Viewed by 2334
Abstract
People’s reduced connection with nature has led to many health problems. In the NBS framework, urban wildscapes (UWSs) are considered an important solution. They can contribute to improving the health of residents and ecosystems within the city. However, overly wild green spaces may [...] Read more.
People’s reduced connection with nature has led to many health problems. In the NBS framework, urban wildscapes (UWSs) are considered an important solution. They can contribute to improving the health of residents and ecosystems within the city. However, overly wild green spaces may also be offensive to residents. It is necessary to understand the public’s acceptance of UWSs. Current studies on the acceptance of UWSs have used vague terms to generalize the “wildness degree”. In this study, we attempted to quantify the degree of wildness using plant height and plant abundance in Japan and analyzed the results through mediated effect analysis. We discovered the following: 1. Japanese residents have low acceptance of UWSs in vacant lots. 2. The use of “height” and “abundance” may be a more objective way to quantify wildness. 3. The negative effects of abundance can be minimized. The negative effect of height cannot be controlled. This study addresses a gap in the study of Asian cities and proposes a novel approach to quantifying “wildness.” It improves the health benefits of UWSs. Furthermore, it can offer guidance on the management and construction of urban green spaces. Full article
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18 pages, 6924 KB  
Article
Dynamic Spatio-Temporal Adaptive Graph Convolutional Recurrent Networks for Vacant Parking Space Prediction
by Liangpeng Gao, Wenli Fan and Wenliang Jian
Appl. Sci. 2024, 14(13), 5927; https://doi.org/10.3390/app14135927 - 7 Jul 2024
Viewed by 1767
Abstract
The prediction of vacant parking spaces (VPSs) can reduce the time drivers spend searching for parking, thus alleviating traffic congestion. However, previous studies have mostly focused on modeling the temporal features of VPSs using historical data, neglecting the complex and extensive spatial characteristics [...] Read more.
The prediction of vacant parking spaces (VPSs) can reduce the time drivers spend searching for parking, thus alleviating traffic congestion. However, previous studies have mostly focused on modeling the temporal features of VPSs using historical data, neglecting the complex and extensive spatial characteristics of different parking lots within the transportation network. This is mainly due to the lack of direct physical connections between parking lots, making it challenging to quantify the spatio-temporal features among them. To address this issue, we propose a dynamic spatio-temporal adaptive graph convolutional recursive network (DSTAGCRN) for VPS prediction. Specifically, DSTAGCRN divides VPS data into seasonal and periodic trend components and combines daily and weekly information with node embeddings using the dynamic parameter-learning module (DPLM) to generate dynamic graphs. Then, by integrating gated recurrent units (GRUs) with the parameter-learning graph convolutional recursive module (PLGCRM) of DPLM, we infer the spatio-temporal dependencies for each time step. Furthermore, we introduce a multihead attention mechanism to effectively capture and fuse the spatio-temporal dependencies and dynamic changes in the VPS data, thereby enhancing the prediction performance. Finally, we evaluate the proposed DSTAGCRN on three real parking datasets. Extensive experiments and analyses demonstrate that the DSTAGCRN model proposed in this study not only improves the prediction accuracy but can also better extract the dynamic spatio-temporal characteristics of available parking space data in multiple parking lots. Full article
(This article belongs to the Special Issue Intelligent Transportation System in Smart City)
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18 pages, 3664 KB  
Article
Analyzing the Factors of Vacant Home Occurrence for Urban Sustainability: A Case Study of Medium-Sized Cities Focusing on Asan City, Chungcheongnam-do
by Jeong-hyeon Choi, Seung-Seok Han and Myung-je Woo
Sustainability 2024, 16(9), 3742; https://doi.org/10.3390/su16093742 - 29 Apr 2024
Cited by 1 | Viewed by 3102
Abstract
This study aims to enhance urban sustainability by analyzing the spatial distribution and underlying causes of vacant homes in Asan, Chungcheongnam-do. Various statistical methods were employed to analyze date concerning the number of vacant stores, population changes, land use complexity, and the physical [...] Read more.
This study aims to enhance urban sustainability by analyzing the spatial distribution and underlying causes of vacant homes in Asan, Chungcheongnam-do. Various statistical methods were employed to analyze date concerning the number of vacant stores, population changes, land use complexity, and the physical characteristics of land and buildings; these factors were found to influence the prevalence of vacant homes across Asan. Additionally, it was found that distinct factors differentially affect specific regions, such as old downtown areas versus rural villages. This indicates that reducing vacant homes in these areas requires distinct policies tailored to the unique circumstances of each region. For instance, in old town areas, small lot ratios and land use complexity are significant, while in rural villages, the average number of floors and land use complexity play a major role. This study highlights the diverse factors influencing the prevalence of vacant homes and suggests that to effectively address this issue, policies should be developed that are tailored to the unique characteristics of each area, categorized at both the city and local levels. Full article
(This article belongs to the Special Issue Sustainable Urban Planning and Regional Development)
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