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Analysis of Smart Meter Data With Machine Learning for Implications Targeted Towards Residents 用机器学习分析智能电表数据对居民的影响
Pub Date : 2023-02-16 DOI: 10.4018/ijupsc.318337
Ali Emrouznejad, Vishal Panchmatia, Roya Gholami, Carolee Rigsbee, Hasan B. Kartal
Previous studies examining the electricity consumption behavior using traditional research methods, before the smart-meter era, mostly worked on fewer variables, and the practical implications of the findings were predominantly tailored towards suppliers and businesses rather than residents. This study first provides an overview of prior research findings on electric energy use patterns and their predictors in the pre and post smart-meter era, honing in on machine learning techniques for the latter. It then addresses identified gaps in the literature by: 1) analyzing a highly detailed dataset containing a variety of variables on the physical, demographic, and socioeconomic characteristics of households using unsupervised machine learning algorithms, including feature selection and cluster analysis; and 2) examining the environmental attitude of high consumption and low consumption clusters to generate practical implications for residents.
在智能电表时代之前,以前的研究使用传统的研究方法来研究电力消费行为,主要研究较少的变量,而且研究结果的实际含义主要针对供应商和企业,而不是居民。本研究首先概述了智能电表时代前后的电能使用模式及其预测因素的先前研究结果,并重点介绍了智能电表时代的机器学习技术。然后,它通过以下方式解决了文献中发现的差距:1)使用无监督机器学习算法(包括特征选择和聚类分析)分析了一个非常详细的数据集,该数据集包含家庭的物理、人口统计学和社会经济特征的各种变量;2)研究高消费和低消费集群的环境态度,为居民提供实践启示。
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引用次数: 0
Drivers of Unfettered Urban Sprawl in Pakistan 巴基斯坦无限制城市扩张的驱动因素
Pub Date : 2023-02-10 DOI: 10.4018/ijupsc.317926
N. Ahmad
Urban sprawl is a global concern, however, developing countries are failing to effectively overcome this problem. For instance, in Pakistan, urban development policies are tenuous and urban areas remained without certified boundaries. This failure is mainly causing an unfettered sprawl in major cities of the country. An alarming fact is that most of the urban sprawl is consistently taking place on fertile agricultural land in the peripheries of cities. The researcher has verified the problem through literature and by supervised classification of the satellite imageries to specifically verify growth of Peshawar city. This research contributed to unveil the fundamental causes of the unrestricted urban sprawl and its aftereffects in the context of Pakistan. Finally certain reforms and techniques are suggested to curb leapfrogged and low-density haphazard growth of cities.
城市蔓延是一个全球性的问题,然而,发展中国家未能有效地克服这一问题。例如,在巴基斯坦,城市发展政策是脆弱的,城市地区仍然没有明确的边界。这一失败主要导致了该国主要城市的不受约束的扩张。一个令人担忧的事实是,大多数城市扩张一直发生在城市边缘肥沃的农业用地上。研究人员通过文献和卫星图像的监督分类验证了这个问题,具体验证了白沙瓦市的增长。这项研究有助于揭示巴基斯坦无限制城市扩张的根本原因及其后果。最后提出了抑制城市跨越式低密度无序增长的改革措施和技术措施。
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引用次数: 0
Alternative Building Technologies as a Delivery Mechanism for Affordable Housing 替代建筑技术作为经济适用房的交付机制
Pub Date : 2022-01-01 DOI: 10.4018/ijupsc.302129
In terms of the Universal Declaration of Human Rights, each one has a fundamental right to decent housing. This is to ensure adequate access to a safe, secure, habitable, and affordable housing (AH) irrespective of income or access to economic resources. Several studies estimate housing shortage in Namibia to over 100,000 units and one of the main reasons poor delivery of AH. The housing shortage in Namibia is arguably perpetuated due to using conventional methods of construction. Using economic, lean construction, public interest theories, and project management; Alternative Building Technologies (ABT) promises a delivery mechanism for AH in Namibia. Hence, adopting a mixed methods research strategy, using data collected through interviews and questionnaires, and analysis done qualitatively using Vivo coding and quantitatively using descriptive statistical methods, the issue is explored. Findings reflect that the delivery of AH can be improved using ABT as it reduces the construction time, cost, waste besides environmental conservation.
根据《世界人权宣言》,每个人都有获得体面住房的基本权利。这是为了确保无论收入或经济资源如何,都能有足够的人获得安全、可靠、可居住和负担得起的住房。几项研究估计,纳米比亚的住房短缺超过10万套,这是住房供应不足的主要原因之一。由于使用传统的建造方法,纳米比亚的住房短缺可以说是长期存在的。运用经济、精益建设、公共利益理论和项目管理;替代建筑技术(ABT)为纳米比亚的AH提供了一种交付机制。因此,采用混合方法的研究策略,利用访谈和问卷调查收集的数据,使用Vivo编码进行定性分析,使用描述性统计方法进行定量分析,探讨了这一问题。研究结果表明,ABT不仅可以减少施工时间,降低成本,减少浪费,而且还可以改善AH的交付。
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引用次数: 0
Cities Growth Pattern Intensifying Complexities to Control Vehicular Exhaust Pollution in Pakistan. (A case study of Peshawar city) 巴基斯坦城市增长模式加剧控制汽车尾气污染的复杂性。(以白沙瓦市为例)
Pub Date : 2022-01-01 DOI: 10.4018/ijupsc.301554
Unplanned constructions of high-rise buildings are continuing to fulfill the demand for commercialization in cities. This change in land use has overlooked to consider the associated infrastructure. Beside other problems, it thoroughly escalates vehicular movement and makes the environment more vulnerable. Symptomatic approaches from the government continue but could not succeed to avert the danger permanently. This research has examined circulation pattern and traffic flow on major roads of the city. Beside it, the performance of Vehicle Emission Testing Station is reviewed. The author found that disproportionate change in land use has intensified vehicular movement and the crammed road network spoiled all the curative measures. A professional’s interviews were carried out to understand the problem. During professional discussion many things were found missing within the management system of the city. Therefore, the researcher developed a systematic approach/model to incorporate all aspects of the missing components in order to curb air pollution effectively in cities.
无计划的高层建筑建设继续满足城市的商业化需求。这种土地利用的变化忽略了考虑相关的基础设施。除了其他问题外,它还彻底加剧了车辆的移动,使环境更加脆弱。政府的对症处理仍在继续,但未能成功地永久避免危险。本研究考察了城市主要道路的交通模式和交通流量。同时,对机动车尾气排放检测站的工作情况进行了评述。作者发现,土地利用的过度变化加剧了车辆的运动,拥挤的道路网络破坏了所有的治疗措施。为了了解这个问题,进行了一位专业人士的访谈。在专业讨论中,我们发现城市管理体制中存在很多缺失。因此,研究人员开发了一种系统的方法/模型来整合缺失组件的所有方面,以有效地遏制城市的空气污染。
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引用次数: 0
Privacy Behavior in Smart Cities 智慧城市中的隐私行为
Pub Date : 2022-01-01 DOI: 10.4018/ijupsc.302127
L. V. Zoonen, Els Leclercq
In this article, we present exploratory research about privacy behaviour n a smart city. We ask if, how and why people share personal data in a smart city environment. We designed a gamified survey that offers realistic scenarios in which people are asked to identify smart technologies and to share or withhold their personal data. Our findings show that most respondents are willing to share their data for surveillance purposes and security benefits. We found that privacy behaviour was directly and most strongly explained by privacy concerns: people with more concerns shared less personal data than others. Smart city literacy had a much smaller effect on privacy behaviour, as did age, education, and income. We found no effect of gender or place of residence on any of the dependent variables. We discuss the meanings of these outcomes for local governments as a matter of digital placemaking, i.e. designing the smart city in a way that makes technology visible and provides transparency with respect to privacy and data governance.
在本文中,我们对智慧城市中的隐私行为进行了探索性研究。我们询问人们是否、如何以及为什么在智慧城市环境中共享个人数据。我们设计了一个游戏化的调查,提供了一个现实的场景,人们被要求识别智能技术,并分享或保留他们的个人数据。我们的调查结果显示,大多数受访者愿意出于监控目的和安全利益分享他们的数据。我们发现,对隐私的担忧直接且最有力地解释了隐私行为:更担心隐私的人比其他人分享的个人数据更少。智慧城市素养对隐私行为的影响要小得多,年龄、教育程度和收入也是如此。我们没有发现性别或居住地对任何因变量的影响。我们讨论了这些结果对地方政府数字化场所建设的意义,即以一种使技术可见并在隐私和数据治理方面提供透明度的方式设计智慧城市。
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引用次数: 2
Optimized Options for Fresh Food Deliveries in Baltimore Food Deserts 巴尔的摩食品沙漠中新鲜食品配送的优化选择
Pub Date : 2022-01-01 DOI: 10.4018/ijupsc.301555
A food desert is an area with limited access to healthy and affordable food. This study evaluates various alternatives of a last-mile fresh food delivery system to address issues of limited access to fresh food sources for individuals living in so-called food deserts. Six different combinations of five transportation modes – truck, e-bike, shared-ride, pop-up truck, and third-party delivery car – and a locker facility system, are evaluated to determine the total delivery cost to serve a food desert area. The characteristics of each transportation mode are presented, and the total costs of delivery, including user costs, are computed for a case study area in Baltimore. The Network Analyst extension in ArcGIS 10.6 is used to estimate travel time, distance and costs. The results show that delivery by a third party is the most cost-effective, followed by trucks and e-bikes. The shared-vehicle and pickup bus alternatives are the most expensive. On the other hand, deliveries made by pop-up trucks have the lowest operating cost.
“食物沙漠”是指获得健康和负担得起的食物的渠道有限的地区。这项研究评估了最后一英里新鲜食品配送系统的各种替代方案,以解决生活在所谓的食物沙漠中的人们获得新鲜食物来源有限的问题。评估了五种运输模式的六种不同组合——卡车、电动自行车、共享出行、弹出式卡车和第三方配送车——以及储物柜设施系统,以确定为食物沙漠地区提供服务的总配送成本。介绍了每种运输方式的特点,并计算了巴尔的摩一个案例研究区域的总交付成本,包括用户成本。ArcGIS 10.6中的网络分析扩展用于估算旅行时间、距离和成本。结果显示,第三方配送最具成本效益,其次是卡车和电动自行车。共享汽车和皮卡巴士是最昂贵的。另一方面,快闪卡车的运营成本最低。
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引用次数: 1
Policy Approaches in Affordable Urban Housing for Low-Income Earners 城市低收入者保障性住房的政策路径
Pub Date : 2022-01-01 DOI: 10.4018/ijupsc.301553
This study provides a variety of theoretical approaches that have been used worldwide in the provision of affordable housing for low-income groups in society. Most housing initiatives for low-income groups have failed because of a lack of a systematic administrative and legal framework with little involvement of the beneficiaries. One of the reasons for such failure has been a communication gap between beneficiaries and the housing providers. In most countries, banks and formal housing agencies do not have adequate knowledge about the financial ability of the urban poor. This means that the low-income urban households are excluded from benefiting. Therefore, this study focuses on four main policy approaches that have been used by stakeholders in the provision of urban housing. These are Statist, World Bank, Mixed Social Market, and Collaborative policy approaches.
本研究提供了多种理论方法,这些方法已在世界范围内用于为社会中低收入群体提供负担得起的住房。大多数针对低收入群体的住房倡议都失败了,因为缺乏有系统的行政和法律框架,受益者很少参与。这种失败的原因之一是受益人和住房提供者之间的沟通差距。在大多数国家,银行和正规住房机构对城市贫民的财务能力缺乏充分的了解。这意味着低收入城市家庭被排除在受益范围之外。因此,本研究侧重于利益相关者在提供城市住房方面使用的四种主要政策方法。这些是国家主义、世界银行、混合社会市场和合作政策方法。
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引用次数: 0
How UK inculcate cities development plans into governmental action, Tips for urban planning reforms in Pakistan. 英国如何将城市发展计划转化为政府行动,巴基斯坦城市规划改革的建议。
Pub Date : 2022-01-01 DOI: 10.4018/ijupsc.301551
Abstract: Implementation of cities’ development plans is a continuous failure in Pakistan. Uncontrolled urbanization and an ineffective development plan system has placed enormous hurdles on the way to wholesome progress. Until now enough attention has not been paid to radically review the present system of physical planning or to ascertain reforms from a good practice. This research examines the development plan system of UK in order to find lacunae and gaps within the urban planning system of Pakistan. A list of parameters was developed from the contents and format of the key components of urban development plans of UK. Beside these parameters legal provision and institutional assessment were also made for deeper understanding in both cases. Consequently, many areas for reforms are identified in our system of urban planning. A reformation mechanism for the system is formed to enable urban planner to avoid further chaos in cities of Pakistan.
摘要:巴基斯坦城市发展规划的实施一直失败。不受控制的城市化和不有效的发展规划制度给健康发展的道路造成了巨大障碍。到目前为止,还没有对从根本上审查目前的实物规划制度或从良好做法中确定改革给予足够的重视。本研究考察了英国的发展规划体系,以发现巴基斯坦城市规划体系中的漏洞和差距。根据英国城市发展计划的主要组成部分的内容和格式,制定了一份参数列表。除了这些参数外,还对这两种情况进行了法律规定和体制评估,以便更深入地了解。因此,我们在城市规划制度中确定了许多需要改革的领域。形成了一套制度改革机制,使城市规划者能够避免巴基斯坦城市进一步混乱。
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引用次数: 0
Urban Shrinkage and Depopulation Dynamics for Sustainable Urban Governance
Pub Date : 2022-01-01 DOI: 10.4018/ijupsc.302130
This analysis has the objective of addressing the shrinkage of the Municipality of Guadalajara in the state of Jalisco, México treated here as the counterpart of suburban expansion, which has been caused mainly by the depopulation the city and determines a tendency that defines the dynamics of the great contemporary metropolis in terms of urban sustainable governance. The methodology used consisted of tours to neighborhoods and communities, the observation of structure and the opinion of qualified informants, in addition to the review of documents of municipal government institutions and publications in the local press. The analysis concludes that the great challenges of the policy based on sustainable urban governance of territorial distribution of the population to reverse the depopulation and shrinkage of the municipality of Guadalajara are to achieve a balance of the same within the territory in accordance with a sustainable territorial order, and take advantage of the competitive advantages that the city offers, framed so much in the local economy as a state.
该分析的目的是解决哈利斯科州瓜达拉哈拉市的萎缩问题,m xico在这里将其视为郊区扩张的对应物,这主要是由城市人口减少引起的,并决定了一种趋势,这种趋势定义了城市可持续治理方面伟大的当代大都市的动态。所使用的方法包括到社区和社区视察,观察结构和听取合格的举报人的意见,以及审查市政府机构的文件和当地新闻界的出版物。分析的结论是,基于人口地域分布的可持续城市治理政策的巨大挑战,以扭转瓜达拉哈拉市的人口减少和萎缩,是根据可持续的领土秩序在领土内实现相同的平衡,并利用城市提供的竞争优势,在当地经济中作为一个国家。
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引用次数: 0
Neighbourhood Social Sustainability, Urban Renewal and Health Inequalities 邻里社会可持续性、城市更新和健康不平等
Pub Date : 2022-01-01 DOI: 10.4018/ijupsc.301552
Social sustainability has been less studied than its counterparts, economic and environmental sustainability. Furthermore, social sustainability has not been often discussed within the discipline of public health and let alone, there has been very little discussion about the potential impact of neighbourhood social sustainability on health related outcomes as well as health inequities. This perspective paper attempts to fill that gap by igniting a discussion on how neighbourhood social sustainability can affect health equity in the context of health promotion and sustainable development. Neighbourhood social sustainability through urban renewal can contribute to the reduction of inequalities in health only if the process takes into account the health and wellbeing of the most disadvantaged groups. In addition, it is important that public health researchers become part of the discussions on how neighbourhood social sustainability can contribute to population health equity.
与经济和环境可持续性相比,对社会可持续性的研究较少。此外,在公共卫生学科内,社会可持续性并没有经常得到讨论,更不用说关于社区社会可持续性对健康相关结果以及健康不平等的潜在影响的讨论了。这篇观点论文试图通过引发关于社区社会可持续性如何在健康促进和可持续发展的背景下影响健康公平的讨论来填补这一空白。只有在考虑到最弱势群体的健康和福祉的情况下,通过城市更新实现邻里社会可持续性才能有助于减少健康方面的不平等。此外,重要的是,公共卫生研究人员应成为社区社会可持续性如何有助于人口健康公平的讨论的一部分。
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引用次数: 2
期刊
International Journal of Urban Planning and Smart Cities
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