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Exploring the Challenges and Issues in Adopting Cybersecurity in Saudi Smart Cities: Conceptualization of the Cybersecurity-Based UTAUT Model 探索沙特智能城市采用网络安全的挑战和问题:基于网络安全的UTAUT模型的概念化
IF 6.4 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-05-29 DOI: 10.3390/smartcities6030072
N. Alhalafi, P. Veeraraghavan
This study aims to explore the challenges and issues in adopting cybersecurity practices in smart Saudi cities and to develop and validate a newly developed cybersecurity-based unified theory of acceptance and use of technology 3 (UTAUT3) model. The study has a twofold purpose. First, it identified the key challenges and issues in adopting smart cities in Saudi smart cities. Second, it developed a technology-based model to adopt cybersecurity practices in Saudi smart cities. Two surveys were conducted to achieve these objectives. The first survey identified challenges and gaps in adopting cybersecurity practices in smart cities, revealing concerns about weak cybersecurity platforms, privacy breaches, and the impact of IT infrastructure advancements on Saudi culture (N = 554: common public). The second survey focused on developing and validating a cybersecurity-based UTAUT3 model (N = 108: IT professionals), emphasizing nine factors: performance expectancy, effort expectancy, social influence, facilitating conditions, safety, resiliency, availability, confidentiality, and integrity of cybersecurity. The model’s validity and reliability were assessed, demonstrating its potential for understanding user behavior and adoption patterns in smart cities. The study findings provide valuable insights into the factors influencing the adoption of cybersecurity measures in smart Saudi cities, highlighting the need for targeted strategies, effective awareness programs, and collaboration between stakeholders to promote a secure and resilient digital environment. Future research may focus on refining the model, extending its applicability to other regions or countries, and investigating the impact of emerging technologies and evolving cyber threats on user behavior and cybersecurity practices.
本研究旨在探讨在沙特智慧城市采用网络安全实践的挑战和问题,并开发和验证新开发的基于网络安全的技术接受和使用统一理论3(UTAUT3)模型。这项研究有两个目的。首先,它确定了在沙特智能城市中采用智能城市的关键挑战和问题。其次,它开发了一个基于技术的模型,在沙特智能城市中采用网络安全实践。为实现这些目标进行了两次调查。第一项调查确定了在智能城市采用网络安全实践方面的挑战和差距,揭示了人们对网络安全平台薄弱、隐私泄露以及IT基础设施进步对沙特文化的影响的担忧(N=554:普通公众)。第二项调查的重点是开发和验证基于网络安全的UTAUT3模型(N=108:IT专业人员),强调了九个因素:绩效预期、努力预期、社会影响力、便利条件、安全性、弹性、可用性、保密性和网络安全的完整性。评估了该模型的有效性和可靠性,证明了其在理解智能城市中用户行为和采用模式方面的潜力。研究结果为影响沙特智能城市采用网络安全措施的因素提供了宝贵的见解,强调了有针对性的战略、有效的意识计划以及利益相关者之间的合作的必要性,以促进安全和有弹性的数字环境。未来的研究可能侧重于完善该模型,将其适用性扩展到其他地区或国家,并调查新兴技术和不断演变的网络威胁对用户行为和网络安全实践的影响。
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引用次数: 4
IoT-Based Segregation with Location Tracking and Air Quality Monitoring for Smart Cities 智能城市基于物联网的位置跟踪和空气质量监测隔离
IF 6.4 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-05-27 DOI: 10.3390/smartcities6030071
Abhishek Kadalagere Lingaraju, Mudligiriyappa Niranjanamurthy, Priyanka Bose, Biswaranjan Acharya, V. Gerogiannis, Andreas Kanavos, S. Manika
Massive human population, coupled with rapid urbanization, results in a substantial amount of garbage that requires daily collection. In urban areas, garbage often accumulates around dustbins without proper disposal at regular intervals, creating an unsanitary environment for humans, plants, and animals. This situation significantly degrades the environment. To address this problem, a Smart Waste Management System is introduced in this paper, employing machine learning techniques for air quality level classification. Furthermore, this system safeguards garbage collectors from severe health issues caused by inhaling harmful gases emitted from the waste. The proposed system not only proves cost-effective but also enhances waste management productivity by categorizing waste into three types: wet, dry, and metallic. Ultimately, by leveraging machine learning techniques, we can classify air quality levels and garbage weight into distinct categories. This system is beneficial for improving the well-being of individuals residing in close proximity to dustbins, as it enables constant monitoring and reporting of air quality to relevant city authorities.
庞大的人口,加上快速的城市化,导致大量的垃圾需要每天收集。在城市地区,垃圾经常堆积在垃圾箱周围,没有定期进行适当的处理,给人类和植物、动物创造了一个不卫生的环境。这种情况严重恶化了环境。为了解决这一问题,本文介绍了一种智能废物管理系统,该系统采用机器学习技术进行空气质量等级分类。此外,该系统保护垃圾收集者免受吸入废物排放的有害气体造成的严重健康问题。拟议的系统不仅证明了成本效益,而且通过将废物分为三种类型:湿、干和金属,提高了废物管理的生产力。最终,通过利用机器学习技术,我们可以将空气质量水平和垃圾重量分为不同的类别。该系统有利于改善居住在垃圾箱附近的个人的福祉,因为它可以不断监测并向有关城市当局报告空气质量。
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引用次数: 4
Generating Natural Cities Using 3D Road Network to Explore Living Structure: A Case Study in Hong Kong 利用三维路网构建自然城市探索居住结构——以香港为例
IF 6.4 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-05-24 DOI: 10.3390/smartcities6030070
Zhiyang Xiao, Zhenhan Peng, Zidong Yu, Xintao Liu
Compared with administrative cities, natural cities can be generally referred to as the areas generated based on the density of different urban facilities (e.g., point of interest, road network, etc.). To some extent, natural cities are outperformed in some related urban studies, such as urban living structure analysis. Nevertheless, traditional ways of generating natural cities are mostly limited to the planar space. Modern cities such as Hong Kong are vertical cities with high buildings, 3D road networks and land uses. Therefore, traditional nature cities could be biased when applied to 3D cities. In this work, a 3D road network in Hong Kong is adopted to extract true road intersections and generate modified natural cities to explore urban living structures. Numerous living structure units are classified into two parts: tiny and serried ones representing natural cities and vast ones representing rural areas. The classification method applies head/tail breaks, and a clustering algorithm was fitted for heavy-tailed distribution. According to the living structure theory, the living structures of the proposed natural cities and traditional natural cities based on the same road network in Hong Kong are compared. The findings show that the distribution of modified natural city regions is more reasonable compared with typical ones. The improved model will more clearly show the inherent living structure of the city and will allow an analysis of the relationship between the part and wholeness of the city.
与行政城市相比,自然城市一般是指基于不同城市设施(如兴趣点、道路网络等)的密度而产生的区域。在城市生活结构分析等城市相关研究中,自然城市的表现在一定程度上优于自然城市。然而,传统的自然城市生成方式大多局限于平面空间。香港等现代城市是垂直城市,拥有高楼大厦、3D道路网络和土地用途。因此,传统的自然城市在应用于三维城市时可能存在偏差。在这项工作中,采用香港的三维道路网络来提取真实的道路交叉口,并生成修改的自然城市,以探索城市生活结构。众多的居住结构单元分为两部分:代表自然城市的小而密集的单元和代表农村地区的大的单元。分类方法采用头尾断裂,并拟合了重尾分布的聚类算法。根据生活结构理论,对香港基于相同道路网络的拟议自然城市与传统自然城市的生活结构进行了比较。结果表明,与典型城市区域相比,改良后的自然城市区域分布更为合理。改进后的模型将更清晰地显示城市固有的生活结构,并可以分析城市的局部和整体之间的关系。
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引用次数: 0
State-of-the-Art Review on Shipboard Microgrids: Architecture, Control, Management, Protection, and Future Perspectives 船用微电网的最新进展:架构、控制、管理、保护和未来展望
IF 6.4 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-05-22 DOI: 10.3390/smartcities6030069
Asmaa M. Aboelezz, B. E. Sedhom, M. El-Saadawi, Abdelfattah A. Eladl, P. Siano
Shipboard microgrids (SBMGs) are becoming increasingly popular in the power industry due to their potential for reducing fossil-fuel usage and increasing power production. However, operating SBMGs poses significant challenges due to operational and environmental constraints. To address these challenges, intelligent control, management, and protection strategies are necessary to ensure safe operation under complex and uncertain conditions. This paper provides a comprehensive review of SBMGs, including their classifications, control, management, and protection, as well as the most recent research statistics in these areas. The state-of-the-art SBMG types, propulsion systems, and power system architectures are discussed, along with a comparison of recent research contributions and issues related to control, uncertainties, management, and protection in SBMGs. In addition, a bibliometric analysis is performed to examine recent trends in SBMG research. This paper concludes with a discussion of research gaps and recommendations for further investigation in the field of SBMGs, highlighting the need for more research on the optimization of SBMGs in terms of efficiency, reliability, and cost-effectiveness, as well as the development of advanced control and protection strategies to ensure safe and stable operation.
船载微电网(sbmg)由于具有减少化石燃料使用和增加电力生产的潜力,在电力工业中越来越受欢迎。然而,由于操作和环境的限制,SBMGs的操作面临着巨大的挑战。为了应对这些挑战,智能控制、管理和保护策略是必要的,以确保在复杂和不确定的条件下安全运行。本文综述了小蠊的分类、控制、管理和保护等方面的研究进展,并介绍了这些领域的最新研究统计数据。讨论了最先进的SBMG类型、推进系统和动力系统架构,并比较了最近的研究成果以及与SBMG控制、不确定性、管理和保护相关的问题。此外,还进行了文献计量分析,以检查SBMG研究的最新趋势。最后,讨论了SBMGs领域的研究空白和进一步研究建议,强调需要进一步研究SBMGs在效率、可靠性和成本效益方面的优化,并制定先进的控制和保护策略,以确保安全稳定运行。
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引用次数: 2
A Cloud-Based Data Storage and Visualization Tool for Smart City IoT: Flood Warning as an Example Application 基于云的智能城市物联网数据存储和可视化工具——以洪水预警为例
IF 6.4 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-05-19 DOI: 10.3390/smartcities6030068
Victor Ariel Leal Sobral, Jacob D. Nelson, Loza Asmare, Abdullah Mahmood, Glen Mitchell, Kwadwo Tenkorang, Conor Todd, Brad Campbell, J. Goodall
Collecting, storing, and providing access to Internet of Things (IoT) data are fundamental tasks to many smart city projects. However, developing and integrating IoT systems is still a significant barrier to entry. In this work, we share insights on the development of cloud data storage and visualization tools for IoT smart city applications using flood warning as an example application. The developed system incorporates scalable, autonomous, and inexpensive features that allow users to monitor real-time environmental conditions, and to create threshold-based alert notifications. Built in Amazon Web Services (AWS), the system leverages serverless technology for sensor data backup, a relational database for data management, and a graphical user interface (GUI) for data visualizations and alerts. A RESTful API allows for easy integration with web-based development environments, such as Jupyter notebooks, for advanced data analysis. The system can ingest data from LoRaWAN sensors deployed using The Things Network (TTN). A cost analysis can support users’ planning and decision-making when deploying the system for different use cases. A proof-of-concept demonstration of the system was built with river and weather sensors deployed in a flood prone suburban watershed in the city of Charlottesville, Virginia.
收集、存储和提供对物联网(IoT)数据的访问是许多智慧城市项目的基本任务。然而,开发和集成物联网系统仍然是一个重要的进入障碍。在这项工作中,我们将以洪水预警为例,分享物联网智慧城市应用的云数据存储和可视化工具的开发见解。开发的系统集成了可扩展、自主和廉价的功能,允许用户监控实时环境条件,并创建基于阈值的警报通知。该系统内置在Amazon Web Services (AWS)中,利用无服务器技术进行传感器数据备份,利用关系数据库进行数据管理,利用图形用户界面(GUI)进行数据可视化和警报。RESTful API允许与基于web的开发环境(如Jupyter notebook)轻松集成,以进行高级数据分析。该系统可以从使用物联网(TTN)部署的LoRaWAN传感器获取数据。在为不同的用例部署系统时,成本分析可以支持用户的计划和决策。该系统的概念验证演示是在弗吉尼亚州夏洛茨维尔市一个洪水多发的郊区分水岭部署了河流和天气传感器。
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引用次数: 0
From Traffic Congestion to Sustainable Mobility: A Case Study of Public Transport in Odesa, Ukraine 从交通拥堵到可持续移动:以乌克兰敖德萨公共交通为例
IF 6.4 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-05-19 DOI: 10.3390/smartcities6030067
S. Myronenko, H. Oborskyi, Dmytro Dmytryshyn, Vyacheslav Shobik, D. Lauwers, F. Witlox
Consistent and reliable information on passenger traffic is considered crucial for the efficient operation of the public transport (PT) network. The PT network is used to improve public services and thus attract more passengers. This study evaluated the passenger traffic in Odesa, Ukraine, due to the inefficient urban transport system. The main aim of this study was to make PT better by examining passenger distribution on traffic routes and specifying characteristics of PT travel influencing individual satisfaction. The metric-tabular method was used to collect data and examine the number of incoming and outgoing passengers at each bus stop. The results of the passenger and PT analysis provide valuable recommendations for optimizing future routes. It is beneficial for transport companies to implement such recommendations so that inefficient transport on the route can be reduced by either reforming the route network or choosing the optimal number of buses. According to the findings of this study, understanding PT services is the most important determinant of PT adoption. The main implications of the findings are of particular interest to policymakers who develop policies in the field of passenger transport and also to transport scientists and students.
一致和可靠的客运信息被认为是公共交通网络有效运行的关键。公交网络用于改善公共服务,从而吸引更多乘客。本研究评估了乌克兰敖德萨市由于低效的城市交通系统造成的客流量。本研究的主要目的是通过考察交通路线上的乘客分布,并明确影响个人满意度的PT旅行特征,以提高PT水平。使用计量表法收集数据,并检查每个公交车站的进出站乘客人数。乘客和PT分析的结果为优化未来的路线提供了有价值的建议。对于运输公司来说,实施这些建议是有益的,这样可以通过改革路线网络或选择最优的公交车数量来减少路线上的低效运输。根据本研究的结果,了解PT服务是PT采用的最重要决定因素。研究结果的主要含义对制定客运领域政策的决策者以及交通科学家和学生特别感兴趣。
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引用次数: 1
The Concept of Learning Cities: Supporting Lifelong Learning through the Use of Smart Tools 学习型城市的概念:通过使用智能工具支持终身学习
IF 6.4 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-05-14 DOI: 10.3390/smartcities6030066
Ionelia Hirju, Radu-Ionut Georgescu
This paper presents an initiative in which QR codes on public transport are used to provide citizens with books that they can read and that will improve their general knowledge. It builds on the concept of the learning city and combines it with smart city tools. This paper aims to use a descriptive–empirical approach, including an experiment in Bucharest. This research aims to contribute to the academic world, urban sociology, public administration, and lifelong learning education.
本文提出了一项倡议,在公共交通工具上使用QR码为市民提供他们可以阅读的书籍,这将提高他们的一般知识。它建立在学习型城市的概念之上,并将其与智慧城市工具相结合。本文旨在使用描述性经验方法,包括在布加勒斯特进行的实验。本研究旨在对学界、城市社会学、公共管理、终身学习教育等领域有所贡献。
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引用次数: 0
The Metaverse as a Virtual Model of Platform Urbanism: Its Converging AIoT, XReality, Neurotech, and Nanobiotech and Their Applications, Challenges, and Risks 作为平台城市主义的虚拟模型:AIoT、XReality、神经技术和纳米生物技术的融合及其应用、挑战和风险
IF 6.4 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-05-11 DOI: 10.3390/smartcities6030065
Simon Elias Bibri
With their exponentially rising computational power, digital platforms are heralding a new era of hybrid intelligence. There has recently been much enthusiasm and hype that the Metaverse has the potential to unlock hybrid intelligence. This is premised on the idea that the Metaverse represents an applied convergence of Artificial Intelligence of Things (AIoT) and Extended Reality (XR) that intersects with urbanism in terms of the distinctive features of platform-mediated everyday life experiences in cities. However, social interaction and its resulting social organization in the Metaverse are mediated and governed by algorithms and thus submitted to—a dream of—complete logical ordering. This raises a plethora of concerns related to the systemic collection and algorithmic processing of users’ personal, brain, and biometric data, i.e., profound societal—and the hardest to predict ethical—implications. Therefore, this study analyzes and synthesizes a large body of scientific literature on the unfolding convergence of AIoT and XR technologies, neurotechnology, and nanobiotechnology in the realm of the Metaverse in order to derive a novel conceptual framework for the Metaverse as an envisioned virtual model of platform urbanism. Further, it examines the key challenges and risks of these converging technologies in relation to the Metaverse and beyond. This study employs thematic analysis and synthesis to cope with multidisciplinary literature. The analysis identifies seven themes: (1) Platformization, (2) platform urbanism, (3) virtual urbanism, (4) XR technologies, (5) AIoT technologies, (6) neurotechnology, and (7) nanobiotechnology. The synthesized evidence reveals that, while neurotechnology and nanobiotechnology have numerous benefits and promising prospects, they raise contentions and controversies stemming from their potential use to inflict harm to human users—if left unchecked—through the black box of the algorithmic mediation underpinning the Metaverse. The findings serve to steer the Metaverse to contribute to human flourishing and wellbeing by adhering to and upholding ethical principles as well as leveraging its underlying disruptive technologies in meaningful ways. They also aid scholars, practitioners, and policymakers in assessing the pros and cons of these technologies, especially their inevitable ramifications.
数字平台的计算能力呈指数级增长,预示着混合智能的新时代。最近,人们对元宇宙有潜力解锁混合智能充满热情和炒作。这是基于这样一种观点,即元宇宙代表了物联网(AIoT)和扩展现实(XR)的应用融合,在城市中以平台为媒介的日常生活体验的独特特征方面与城市主义相交。然而,元宇宙中的社会互动及其产生的社会组织是由算法调解和控制的,因此服从于——一个梦想——完全的逻辑秩序。这引发了大量与用户个人、大脑和生物特征数据的系统收集和算法处理有关的问题,即深刻的社会影响,也是最难预测的道德影响。因此,本研究分析和综合了大量关于AIoT和XR技术、神经技术和纳米生物技术在元宇宙领域的融合的科学文献,以推导出一个新的元宇宙概念框架,作为平台城市化的虚拟模型。此外,它还探讨了这些融合技术在元宇宙及其他领域的关键挑战和风险。本研究采用专题分析和综合的方法来处理多学科文献。该分析确定了七个主题:(1)平台化,(2)平台城市主义,(3)虚拟城市主义、(4)XR技术、(5)AIoT技术、(6)神经技术和(7)纳米生物技术。综合证据表明,尽管神经技术和纳米生物技术有许多好处和前景,但如果不加以控制,它们会通过支撑元宇宙的算法中介的黑匣子,对人类用户造成伤害,从而引发争议和争议。这些发现有助于引导元宇宙通过坚持和维护道德原则,以及以有意义的方式利用其潜在的颠覆性技术,为人类的繁荣和福祉做出贡献。它们还帮助学者、从业者和政策制定者评估这些技术的利弊,尤其是其不可避免的后果。
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引用次数: 4
Perceptions and Attitudes toward Risks of City Administration Employees in the Context of Smart City Management 智慧城市管理背景下城市管理人员对风险的认知与态度
IF 6.4 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-05-10 DOI: 10.3390/smartcities6030064
Karolina Wielicka-Gańczarczyk, Izabela Jonek-Kowalska
Smart cities are required to be effectively and efficiently managed in order to ensure the desired level of sustainability and quality of life for all inhabitants. This is a particularly difficult challenge in crisis situations of considerable scale and intensity (for example, the COVID-19 pandemic, armed conflicts, social tensions). For this reason, the aim of this article is to identify the attitudes and perceptions of risk by city administration employees combined with an assessment of their impact on the consequences of risk (the implementation of internal and external threats). The analyses used the results of a survey conducted on a representative sample of 399 Polish municipal offices, as well as descriptive statistics and structural equation modeling. The obtained results show that: (1) employees of municipal offices negatively perceive risk and are aware of its destructive impact on the organization, but are reluctant to report the risks; (2) individual and collective measures are taken in offices to protect against risks, but employees are not always encouraged to report potential sources of risk (rarely in the form of an informal conversation and even more rarely in a systemic form); (3) for the most part, employees are aware that internal and external risks have a negative impact on the operation of municipal offices; (4) the consequences of risks are more strongly influenced by employees’ perceptions of risk than by individual, team, and systemic attitudes toward risk. The added value of the research presented in this article comes from diagnosing the behavioral aspects of urban risk management and assessing the impact of attitudes toward risks and risk perceptions (internal and external) in a broad, representative range.
智能城市需要得到有效和高效的管理,以确保所有居民的可持续性和生活质量达到预期水平。在规模和强度相当大的危机情况下(例如,新冠肺炎大流行、武装冲突、社会紧张局势),这是一个特别困难的挑战。因此,本文的目的是确定城市管理人员对风险的态度和看法,并评估他们对风险后果(内部和外部威胁的实施)的影响。分析使用了对399个波兰市政办公室代表性样本进行的调查结果,以及描述性统计和结构方程建模。研究结果表明:(1)市政办公室员工对风险有负面感知,意识到其对组织的破坏性影响,但不愿报告风险;(2) 办公室采取了个人和集体措施来防范风险,但并不总是鼓励员工报告潜在的风险来源(很少以非正式对话的形式,更很少以系统的形式);(3) 在大多数情况下,员工意识到内部和外部风险对市政办公室的运营有负面影响;(4) 与个人、团队和系统对风险的态度相比,员工对风险的感知对风险的影响更大。本文提出的研究的附加值来自于诊断城市风险管理的行为方面,并评估对风险的态度和风险感知(内部和外部)在广泛、有代表性的范围内的影响。
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引用次数: 0
Dynamic Pricing for the Open Online Ticket System: A Surrogate Modeling Approach 开放在线票务系统的动态定价:代理模型方法
IF 6.4 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-05-09 DOI: 10.3390/smartcities6030063
Elizaveta Stavinova, Ilyas Varshavskiy, P. Chunaev, Ivan Derevitskii, A. Boukhanovsky
Dynamic pricing is frequently used in online marketplaces, ticket sales, and booking systems. The commercial principles of dynamic pricing systems are often kept secret; however, their application causes complex changes in human behavior. Thus, a scientific tool is needed to evaluate and predict the impact of dynamic pricing strategies. Publications in the field lack a common quality evaluation methodology, public data, and source code, making them difficult to reproduce. In this paper, a data-driven method, DPRank, for evaluating dynamic pricing systems is proposed. DPRank first builds a surrogate price elasticity of demand model using public data generated by a hidden dynamic pricing model, and then applies the surrogate model to build an exposed dynamic pricing model. The hidden and exposed dynamic pricing models were then systematically compared in terms of quality using a Monte Carlo simulation in terms of a company’s revenue. The effectiveness of the proposed method was tested on the dataset collected from the website of a Russian railway passenger carrier company. Depending on the train type, the quality difference between the hidden and exposed models can vary by several dozen percent on average, indicating the potential for improving the existing (hidden) company’s dynamic pricing model.
动态定价经常用于在线市场、售票和预订系统。动态定价系统的商业原则往往是保密的;然而,它们的应用会导致人类行为的复杂变化。因此,需要一种科学的工具来评估和预测动态定价策略的影响。该领域的出版物缺乏通用的质量评估方法、公共数据和源代码,难以复制。本文提出了一种数据驱动的动态定价系统评估方法DPRank。DPRank首先利用隐藏动态定价模型生成的公共数据建立需求的替代价格弹性模型,然后应用该替代模型建立暴露动态定价模型。然后,根据公司收入的蒙特卡洛模拟,系统地比较了隐藏和暴露的动态定价模型的质量。在从俄罗斯铁路客运公司网站收集的数据集上测试了所提出方法的有效性。根据列车类型的不同,隐藏和暴露模型之间的质量差异平均可能相差几十个百分点,这表明改进现有(隐藏)公司动态定价模型的潜力。
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引用次数: 0
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