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Analysis of the Barriers to Smart City Development Using DEMATEL 利用 DEMATEL 分析智能城市发展的障碍
Pub Date : 2024-02-01 DOI: 10.3390/urbansci8010010
Anas A. Makki, Ammar Y. Alqahtani
This study analyzes the barriers to developing smart cities (SCs) using the decision-making trial and evaluation laboratory (DEMATEL) approach. The primary objective is to identify, classify, and assess the main barriers hindering the progress of SCs. Through an extensive literature review, twelve main barriers were identified. The DEMATEL approach models and analyzes the relationships among these barriers based on expert input. The results reveal that technical problems, a lack of infrastructure, and high costs are classified as cause barriers. Security and privacy concerns and the absence of coordinated planning are classified as effect barriers. This study emphasizes the need for established criteria and iterative development requirements. Although the influence of knowledge and skills gaps and a lack of awareness is less significant, these aspects still require attention. The findings suggest that a comprehensive approach focusing on technical solutions, infrastructure development, strategic planning, and cybersecurity measures can effectively overcome barriers. Regular evaluation of barrier dynamics is crucial for implementing adaptive measures. The results provide decision-makers with a valuable model to address the challenges and foster the efforts of SC stakeholders.
本研究采用决策试验和评估实验室(DEMATEL)方法分析了发展智慧城市(SC)的障碍。主要目的是对阻碍智慧城市发展的主要障碍进行识别、分类和评估。通过广泛的文献综述,确定了十二个主要障碍。DEMATEL 方法以专家意见为基础,对这些障碍之间的关系进行建模和分析。结果显示,技术问题、缺乏基础设施和高成本被归类为原因障碍。安全和隐私问题以及缺乏协调规划被归类为影响障碍。这项研究强调了既定标准和迭代开发要求的必要性。虽然知识和技能差距以及缺乏意识的影响不大,但这些方面仍然需要关注。研究结果表明,以技术解决方案、基础设施发展、战略规划和网络安全措施为重点的综合方法可以有效克服障碍。定期评估障碍动态对于实施适应性措施至关重要。研究结果为决策者应对挑战和促进自然科学利益相关方的努力提供了宝贵的模式。
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引用次数: 0
Assessing Peri-Urbanisation and Urban Transitions between 2010 and 2020 in Ho Chi Minh City using an Urban Structure Type Approach 采用城市结构类型法评估胡志明市 2010 年至 2020 年的城市化周边地区和城市转型情况
Pub Date : 2024-02-01 DOI: 10.3390/urbansci8010011
N. Downes, Harry Storch, Pham Quoc Viet, Nguyen Kieu Diem, Le Canh Dinh
This paper contributes to the understanding of the recent urban development of Ho Chi Minh City, Vietnam. Previous studies have aimed at quantifying the city’s spatial growth yet have disregarded its inherent morphological and socio-economic heterogeneity. To overcome this knowledge gap, we employ an urban structure type approach for the spatially explicit quantification of urbanisation patterns for the period 2010–⁠2020, categorising 77,000 blocks across the entire administrative area of 2095 km2. The approach allows us to understand the basic underlying processes of urbanisation, both quantitatively and qualitatively, and the main growth corridors along the rural–urban gradient. By contextualizing and combining our findings within current literature and official planning reports, we discern between traditional urban growth and the contemporary new town development patterns, highlighting their driving forces and policy implications. Incremental plot-by-plot development along the northwest development corridor is observed as the principal mode of urban development, whilst bypass urbanisation is seen along both the eastern and southern development corridors. Our block-based results highlight the city’s key growth challenges and provide insights on a scale that is meaningful for official spatial and infrastructure planning, and periodic analysis and monitoring. As far as the authors are aware, this is the first time that an urban structure type approach was applied to understand the rapid urban growth dynamics of an emerging megacity in Southeast Asia.
本文有助于了解越南胡志明市近期的城市发展。以往的研究旨在量化该市的空间增长,但忽略了其固有的形态和社会经济异质性。为了克服这一知识空白,我们采用了一种城市结构类型方法,对整个 2095 平方公里行政区域内的 77000 个街区进行分类,从空间上明确量化了 2010-2020 年期间的城市化模式。通过这种方法,我们可以从定量和定性两方面了解城市化的基本进程,以及城乡梯度上的主要增长走廊。通过将我们的研究结果与当前的文献和官方规划报告相结合,我们对传统的城市发展模式和当代的新城镇发展模式进行了区分,强调了它们的驱动力和政策影响。沿西北部发展走廊的逐个地块增量发展是城市发展的主要模式,而沿东部和南部发展走廊的绕行城市化则是城市发展的主要模式。我们以街区为基础的研究结果凸显了城市发展所面临的主要挑战,并为官方空间和基础设施规划以及定期分析和监测提供了有意义的见解。据作者所知,这是首次采用城市结构类型方法来了解东南亚一个新兴特大城市的快速城市增长动态。
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引用次数: 0
Analysis of the Barriers to Smart City Development Using DEMATEL 利用 DEMATEL 分析智能城市发展的障碍
Pub Date : 2024-02-01 DOI: 10.3390/urbansci8010010
Anas A. Makki, Ammar Y. Alqahtani
This study analyzes the barriers to developing smart cities (SCs) using the decision-making trial and evaluation laboratory (DEMATEL) approach. The primary objective is to identify, classify, and assess the main barriers hindering the progress of SCs. Through an extensive literature review, twelve main barriers were identified. The DEMATEL approach models and analyzes the relationships among these barriers based on expert input. The results reveal that technical problems, a lack of infrastructure, and high costs are classified as cause barriers. Security and privacy concerns and the absence of coordinated planning are classified as effect barriers. This study emphasizes the need for established criteria and iterative development requirements. Although the influence of knowledge and skills gaps and a lack of awareness is less significant, these aspects still require attention. The findings suggest that a comprehensive approach focusing on technical solutions, infrastructure development, strategic planning, and cybersecurity measures can effectively overcome barriers. Regular evaluation of barrier dynamics is crucial for implementing adaptive measures. The results provide decision-makers with a valuable model to address the challenges and foster the efforts of SC stakeholders.
本研究采用决策试验和评估实验室(DEMATEL)方法分析了发展智慧城市(SC)的障碍。主要目的是对阻碍智慧城市发展的主要障碍进行识别、分类和评估。通过广泛的文献综述,确定了十二个主要障碍。DEMATEL 方法以专家意见为基础,对这些障碍之间的关系进行建模和分析。结果显示,技术问题、缺乏基础设施和高成本被归类为原因障碍。安全和隐私问题以及缺乏协调规划被归类为影响障碍。这项研究强调了既定标准和迭代开发要求的必要性。虽然知识和技能差距以及缺乏意识的影响不大,但这些方面仍然需要关注。研究结果表明,以技术解决方案、基础设施发展、战略规划和网络安全措施为重点的综合方法可以有效克服障碍。定期评估障碍动态对于实施适应性措施至关重要。研究结果为决策者应对挑战和促进自然科学利益相关方的努力提供了宝贵的模式。
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引用次数: 0
Strategies for Co-Creation and Co-Governance in Urban Contexts: Building Trust in Local Communities with Limited Social Structures 城市环境中的共创与共治战略:在社会结构有限的地方社区建立信任
Pub Date : 2024-01-25 DOI: 10.3390/urbansci8010009
Sean Bradley, I. Mahmoud
Over the last few years, community empowerment has become a central focus when discussing the sustainability of large-scale urban regeneration processes, especially those related to the implementation of nature-based solutions. In this article, the authors describe the experience of the CLEVER Cities project in the city of London, by looking at the dynamics of the early stages of co-creation and the implications on co-governance, motivation and policy. Particular attention is given to the importance of carefully evaluating the project context to guide where emphasis is given on the use of specific co-creation strategies such as building trust, raising awareness or networking. In this case, a set of strategies emerge that are a response to several factors but are strongly influenced by the backdrop of limited social structuring encountered in South Thamesmead, South London. The methods are derived based on a qualitative and looped observation approach over three phases applied to three urban living labs in the project area. Finally, to structure the results, an iterative co-production of knowledge approach is used to cluster the strategies into ten more synthetic recommendations based on collaborative governance, communication and capacity building, as well as incentives and motivation. Further, guidance is given by highlighting priorities to inform policy and place-based planning actions.
在过去几年中,社区赋权已成为讨论大规模城市更新进程可持续性的核心焦点,尤其是那些与实施基于自然的解决方案相关的进程。在本文中,作者介绍了伦敦市 CLEVER 城市项目的经验,探讨了共同创造早期阶段的动态以及对共同治理、动力和政策的影响。作者特别强调了仔细评估项目背景的重要性,以指导在哪些方面强调使用特定的共同创造战略,如建立信任、提高认识或建立网络。在本案例中,出现了一系列策略,这些策略是对多种因素的回应,但受到伦敦南部南泰晤士米德有限的社会结构背景的强烈影响。研究方法以定性和循环观察法为基础,分三个阶段应用于项目区的三个城市生活实验室。最后,为了使结果结构化,我们采用了一种迭代式共同创造知识的方法,在合作治理、沟通和能力建设以及激励和动力的基础上,将这些策略归纳为十项更为综合的建议。此外,还通过强调优先事项,为政策和基于地方的规划行动提供指导。
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引用次数: 0
Monitoring Net Land Take in a Metropolitan Region—Portugal 监测大都市地区的土地净占用情况-葡萄牙
Pub Date : 2024-01-18 DOI: 10.3390/urbansci8010008
Rita Nicolau, Beatriz Condessa
This study seeks to contribute to the definition of a “no net land take” policy by 2050 for Portugal’s second-largest metropolitan region (AMP, Porto Metropolitan Area) while sensitising those involved in regional and local planning to the European target. Based on an assessment of land use changes in AMP and its municipalities during 2007–2018, soil sealing levels in 2018 and population evolution, the study quantifies the processes that may impart achievement of the 2050 objective and identifies the regional drivers of net land take, to support the definition of both interventions to decrease land take and soil sealing and related targets. The main contribution of the research is the exploration of new indicators in terms of soil sealing and population data to identify the potential for implementing interventions proposed by the EU Soil Strategy that do not jeopardise the maintenance of biodiversity in urban areas. The land take rate in the AMP was the highest among mainland Portugal regions. Its main drivers were the development of transport networks, industrial and commercial units and dispersed housing. The reuse and re-naturalisation of artificial land have seen little use in the region. Accordingly, the daily net land taken in the AMP (0.59 ha/day) still needs to decrease until 2050. While artificial land increased across the AMP, most of its municipalities lost population. To reverse this trend, the AMP should implement tighter control mechanisms that ensure that infrastructure and housing needs are fully met through the reuse of urban areas that are already sealed. However, given that the share of impermeable soil in most urban areas is already significantly high, there will have to be a careful choice of locations where intensifying land use will cause less environmental damage. It is concluded that the degree of soil sealing within urban areas is fundamental for deciding on the interventions to be carried out to reduce net land take and for defining a policy towards meeting the 2050 target.
本研究旨在为葡萄牙第二大都市区(AMP,波尔图大都市区)到 2050 年 "无净土地占用 "政策的定义做出贡献,同时提高区域和地方规划相关人员对欧洲目标的认识。根据对 2007-2018 年期间 AMP 及其城市土地利用变化、2018 年土壤封存水平和人口演变的评估,该研究量化了可能实现 2050 年目标的过程,并确定了净土地占用的区域驱动因素,以支持确定减少土地占用和土壤封存的干预措施及相关目标。这项研究的主要贡献在于探索了土壤封存和人口数据方面的新指标,以确定实施欧盟土壤战略提出的干预措施的潜力,从而不损害城市地区生物多样性的维护。AMP 的土地占用率是葡萄牙本土地区中最高的。其主要驱动因素是交通网络、工业和商业单位以及分散住房的发展。该地区很少使用人工土地的再利用和再自然化。因此,直到 2050 年,AMP 的日净占地(0.59 公顷/日)仍需减少。虽然整个 AMP 的人工用地有所增加,但大部分城市的人口却在减少。为扭转这一趋势,AMP 应实施更严格的控制机制,确保通过重新利用已封存的城市区域来充分满足基础设施和住房需求。然而,鉴于大多数城市地区的不透水土壤比例已经很高,因此必须谨慎选择强化土地利用对环境破坏较小的地点。结论是,城市地区的土壤封闭程度对于决定采取何种干预措施以减少净土地占用以及确定实现 2050 年目标的政策至关重要。
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引用次数: 0
A GIS-Based Emotion Detection Framework for Multi-Risk Analysis in Urban Settlements 基于地理信息系统的情绪检测框架,用于城市住区的多重风险分析
Pub Date : 2024-01-15 DOI: 10.3390/urbansci8010007
Barbara Cardone, Ferdinando Di Martino, Vittorio Miraglia
The application of sentiment analysis approaches to information flows extracted from the social networks connected to particular critical periods generated by pandemic, climatic and extreme environmental phenomena allow the decision maker to detect the emotional states of citizens and to determine which areas are most at risk and require specific resilient adaptation interventions. Of particular relevance today is the need to analyze the multiple risks generated by extreme phenomena in urban settlements in order for the decision maker to identify which areas are most at risk and prepare resilient intervention plans with respect to all the phenomena analyzed. In recent years, the COVID 19 pandemic emergency has forced citizens to undergo specific restrictions to protect their health; to these were added critical issues due to the occurrence of extreme climatic or environmental phenomena. In order to monitor pandemic and climate/environmental multi-risks in urban settlements, we propose a GIS-based framework in which an emotion detection method is applied to determine the prevailing emotional categories in urban study areas during pandemic periods and in the presence of extreme climatic phenomena. The framework was tested on a study area based in the six districts of the city of Bologna (Italy) in order to detect, based on the emotions expressed on social channels, which were the most critical city neighborhoods in pandemic periods and in the presence of extreme heat wave climatic events. The results show that the proposed model can represent a valid tool to support decision makers in identifying the most critical urban areas in the presence of pandemic and climate/environmental multi-risks.
将情感分析方法应用于从与大流行病、气候和极端环境现象引发的特定关键时期相关的社交网络中提取的信息流,可使决策者发现公民的情绪状态,并确定哪些地区风险最大,需要采取特定的抗灾适应干预措施。如今,分析极端现象在城市住区产生的多重风险的必要性尤为重要,这样决策者才能确定哪些地区面临的风险最大,并针对所分析的所有现象制定弹性干预计划。近年来,COVID 19 大流行病紧急事件迫使公民接受特定限制以保护其健康;此外,极端气候或环境现象的发生也带来了一些关键问题。为了监测城市住区的大流行病和气候/环境多重风险,我们提出了一个基于地理信息系统的框架,其中应用了一种情绪检测方法,以确定在大流行病期间和出现极端气候现象时城市研究区域的普遍情绪类别。该框架在博洛尼亚市(意大利)六个区的一个研究区域进行了测试,目的是根据社交渠道上表达的情绪,检测在大流行病时期和极端热浪气候事件发生时,哪些是最关键的城市街区。研究结果表明,所提出的模型是一种有效的工具,可帮助决策者确定在大流行病和气候/环境多重风险下最关键的城市区域。
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引用次数: 0
Using a Space Syntax Approach to Enhance Pedestrians’ Accessibility and Safety in the Historic City of George Town, Penang 使用空间句法方法提高槟城乔治市历史名城的行人可达性和安全性
Pub Date : 2024-01-11 DOI: 10.3390/urbansci8010006
Mo Fan, Massoomeh Hedayati Marzbali, Aldrin Abdullah, M. J. Maghsoodi Tilaki
Contemporary urban development places a critical emphasis on pedestrian environments, especially in historic cities like George Town, which is a UNESCO World Heritage Site in Malaysia. Although survey questionnaires effectively captured public perceptions of issues such as poor road connectivity, weak accessibility, crime and safety concerns in George Town, they fell short in providing a comprehensive understanding of the root causes. This study leverages space syntax theory to model and analyze George Town’s unique pedestrian landscape, aiming to identify strategies for improving pedestrian networks in historical urban landscapes. Space syntax theory, known for revealing structural issues within urban contexts, is applied after a thorough examination of George Town’s urban layout, climate, architectural features, and development policies. George Town employs an informal grid layout widely utilized in British colonial port cities to enhance overall efficiency. The predominant architectural form is the shophouse, which is characterized by a ground level designed for pedestrian movement known as the “five-foot way” and adapted to Malaysia’s climate. Various axis drawing methods for the unique five-foot way under different circumstances are considered. The George Town special area plan (SAP) emphasizing heritage preservation guides development policies, thus requiring an inclusive approach to pedestrian environments. This enhances the practical significance of the current study, with the eastern and northern coastal areas serving as crucial focal points for investigation. This approach results in a comprehensive spatial model that captures the essence of George Town’s pedestrian landscape. Evaluation using space syntax indicators such as connectivity, integration, intelligibility, and choice reveals issues like poor overall network connectivity, inadequate access to key attractions, suboptimal integration, concentrated pedestrian flows, and significant safety concerns, which are exacerbated by limited infrastructure on certain two-way roads and a lack of zebra crossings. The practical implications of this study include recommendations for enhancing pedestrian spaces along identified roads and strategically installing zebra-crossings. This research is significant for its focus on a historical city in a Southeast Asian developing country, deeply integrating local environmental characteristics and providing insights into urban planning and optimization, thereby serving as a reference for similar cities.
当代城市发展非常重视步行环境,尤其是像乔治市这样的历史名城,它是马来西亚的联合国教科文组织世界遗产。虽然调查问卷有效地收集了公众对乔治城道路连接不畅、交通不便、犯罪和安全问题的看法,但却无法全面了解问题的根源。本研究利用空间句法理论对乔治城独特的步行景观进行建模和分析,旨在找出改善历史城市景观中步行网络的策略。空间句法理论以揭示城市环境中的结构性问题而著称,本研究在对乔治城的城市布局、气候、建筑特色和发展政策进行全面考察后采用了这一理论。乔治城采用了英国殖民时期港口城市广泛使用的非正式网格布局,以提高整体效率。店屋是主要的建筑形式,其特点是地面层专为行人活动而设计,被称为 "五英尺路",适应马来西亚的气候。我们考虑了不同情况下独特的五尺道的各种轴线绘制方法。乔治城特别区域规划(SAP)强调遗产保护,为发展政策提供指导,因此要求对步行环境采取包容性的方法。这增强了当前研究的实际意义,东部和北部沿海地区成为调查的关键焦点。这种方法产生了一个全面的空间模型,抓住了乔治城步行景观的本质。利用空间综合指标(如连通性、整合性、易懂性和选择性)进行的评估揭示了一些问题,如整体网络连通性差、通往主要景点的通道不足、整合性欠佳、人流集中以及严重的安全问题,而某些双向道路上有限的基础设施和斑马线的缺乏又加剧了这些问题。这项研究的实际意义包括建议加强指定道路沿线的行人空间,并战略性地安装斑马线。这项研究的重要意义在于,它以东南亚发展中国家的一座历史名城为研究对象,深入结合了当地的环境特点,为城市规划和优化提供了启示,从而为类似城市提供了参考。
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引用次数: 0
Urbanisation in Sub-Saharan Cities and the Implications for Urban Agriculture: Evidence-Based Remote Sensing from Niamey, Niger 撒哈拉以南城市的城市化及其对城市农业的影响:来自尼日尔尼亚美的基于证据的遥感数据
Pub Date : 2024-01-04 DOI: 10.3390/urbansci8010005
Ibrahim Abdoul Nasser, E. Adam
Urbanisation is the process whereby cities are transformed into large sprawling areas. Urbanisation combined with a continuous increase in population makes food security crucial for sustainable development. Urbanisation poses a threat to agricultural land use within built-up and peri-urban areas. It has resulted in the rapid disappearance and/or total change of agricultural farmland in urban and peri-urban areas. To monitor the changes in agricultural farmland, an understanding of changes in the urban landscape is becoming increasingly important. In this study, multi-temporal Landsat imagery were used to analyse the impact of urbanisation on urban agriculture in the city of Niamey. Changes in the urban landscape were determined using the support vector machine (machine learning) algorithm. Results of this study showed a decrease in land with crops from 3428 ha to 648 ha and an increase in built-up areas from 1352 ha to 11,596 ha between 1975 and 2020. Urbanisation and population growth are the main drivers of urban landscape change in Niamey. There was also a decrease in bare land, rock and vegetation classes, while a small increase in rice and water body classes, comparing the 1975 and 2020 values. This study demonstrates the importance of remote sensing in showing the implications of urbanisation on urban agriculture. These results can assist city planners and resource managers in decision-making and adoption of sustainable mitigation measures which are crucial for urban development.
城市化是城市转变为大片扩张区域的过程。城市化与人口持续增长相结合,使粮食安全成为可持续发展的关键。城市化对建成区和城市周边地区的农业用地构成了威胁。它导致城市和城市周边地区的农田迅速消失和/或完全改变。为了监测农田的变化,了解城市景观的变化变得越来越重要。在这项研究中,使用了多时相大地遥感卫星图像来分析城市化对尼亚美市城市农业的影响。使用支持向量机(机器学习)算法确定了城市景观的变化。研究结果表明,1975 年至 2020 年间,种植农作物的土地面积从 3428 公顷减少到 648 公顷,建成区面积从 1352 公顷增加到 11596 公顷。城市化和人口增长是尼亚美城市景观变化的主要驱动力。与 1975 年和 2020 年的数值相比,裸地、岩石和植被等级也有所减少,而水稻和水体等级则略有增加。这项研究证明了遥感技术在显示城市化对城市农业影响方面的重要性。这些结果可以帮助城市规划者和资源管理者做出决策,并采取对城市发展至关重要的可持续缓解措施。
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引用次数: 0
Rehabilitation of Urban Beaches on the Mediterranean Coast in Valencia (Spain) Observed by Remote Sensing 通过遥感技术观察巴伦西亚(西班牙)地中海沿岸城市海滩的修复情况
Pub Date : 2024-01-02 DOI: 10.3390/urbansci8010003
Juan V. Molner, Rebeca Pérez-González, J. M. Soria
Beaches, as ecosystems of high ecosocial and biodiversity importance, are threatened by human activities such as city development and port construction. This study used satellite imagery (Landsat 5, Landsat 8, and Sentinel-2) to detect a significant reduction of 70% in the beach areas of El Saler and La Garrofera (Valencia, Spain) from 170 ha in the 1990s to 43 ha in the year 2022. This process has occurred in parallel with the successive expansion of the Port of Valencia, a modifying agent of marine sedimentation in the region. In addition, encouraging results have been observed in the rehabilitation efforts in different periods. The latest work in the autumn of 2023 has improved the beach area to 112 ha. In this context, remote sensing emerges as an essential tool to monitor these ecosystems, which are important for both human welfare and biodiversity conservation, as well as to allow for monitoring during ecological restoration.
海滩作为具有高度生态社会和生物多样性重要性的生态系统,正受到城市发展和港口建设等人类活动的威胁。本研究利用卫星图像(大地遥感卫星 5 号、大地遥感卫星 8 号和哨兵 2 号)发现,西班牙巴伦西亚的 El Saler 和 La Garrofera 海滩面积从 20 世纪 90 年代的 170 公顷大幅减少到 2022 年的 43 公顷,减少了 70%。这一过程是与巴伦西亚港的不断扩张同步进行的,巴伦西亚港是该地区海洋沉积物的改变者。此外,不同时期的修复工作也取得了令人鼓舞的成果。2023 年秋季的最新工程将海滩面积扩大到 112 公顷。在这种情况下,遥感技术成为监测这些生态系统的重要工具,因为这些生态系统对人类福祉和生物多样性保护都很重要,而且还可以在生态恢复期间进行监测。
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引用次数: 0
Prediction of the Subgrade Soil California Bearing Ratio Using Machine Learning and Neuro-Fuzzy Inference System Techniques: A Sustainable Approach in Urban Infrastructure Development 利用机器学习和神经模糊推理系统技术预测路基土加州承载比:城市基础设施开发中的可持续方法
Pub Date : 2024-01-02 DOI: 10.3390/urbansci8010004
S. Gowda, Vaishakh Kunjar, Aakash Gupta, G. Kavitha, B. K. Shukla, P. Sihag
In the realm of urban geotechnical infrastructure development, accurate estimation of the California Bearing Ratio (CBR), a key indicator of the strength of unbound granular material and subgrade soil, is paramount for pavement design. Traditional laboratory methods for obtaining CBR values are time-consuming and labor-intensive, prompting the exploration of novel computational strategies. This paper illustrates the development and application of machine learning techniques—multivariate linear regression (MLR), artificial neural networks (ANN), and the adaptive neuro-fuzzy inference system (ANFIS)—to indirectly predict the CBR based on the soil type, plasticity index (PI), and maximum dry density (MDD). Our study analyzed 2191 soil samples for parameters including PI, MDD, particle size distribution, and CBR, leveraging theoretical calculations and big data analysis. The ANFIS demonstrated superior performance in CBR prediction with an R2 value of 0.81, surpassing both MLR and ANN. Sensitivity analysis revealed the PI as the most significant parameter affecting the CBR, carrying a relative importance of 46%. The findings underscore the potent potential of machine learning and neuro-fuzzy inference systems in the sustainable management of non-renewable urban resources and provide crucial insights for urban planning, construction materials selection, and infrastructure development. This study bridges the gap between computational techniques and geotechnical engineering, heralding a new era of intelligent urban resource management.
在城市岩土基础设施开发领域,准确估算加州承载比(CBR)是路面设计的关键,而加州承载比是衡量无粘结颗粒材料和基层土壤强度的关键指标。获取 CBR 值的传统实验室方法耗时耗力,因此需要探索新的计算策略。本文阐述了机器学习技术--多元线性回归(MLR)、人工神经网络(ANN)和自适应神经模糊推理系统(ANFIS)--的开发和应用,以根据土壤类型、塑性指数(PI)和最大干密度(MDD)间接预测 CBR。我们的研究利用理论计算和大数据分析,对 2191 个土壤样本进行了参数分析,包括塑性指数、最大干密度、粒度分布和 CBR。ANFIS 在 CBR 预测方面表现出色,R2 值为 0.81,超过了 MLR 和 ANN。敏感性分析表明,PI 是影响 CBR 的最重要参数,其相对重要性为 46%。研究结果凸显了机器学习和神经模糊推理系统在不可再生城市资源可持续管理方面的巨大潜力,并为城市规划、建筑材料选择和基础设施发展提供了重要启示。这项研究在计算技术与岩土工程之间架起了一座桥梁,预示着智能城市资源管理的新时代即将到来。
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引用次数: 0
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Urban Science
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