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Research on Safety Decision-Making Behavior in Megaprojects 大型项目安全决策行为研究
IF 1.9 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-22 DOI: 10.3390/systems12080315
Xuekelaiti Haiyirete, Xiaochang Gan, Jian Wang
This research takes the construction companies and supervision units of megaprojects as the research objects and studies safety issues in construction decision-making for megaprojects. Using evolutionary game theory, we construct an evolutionary game model of safety decision-making behavior for construction companies and supervision units based on the bounded rationality assumption. The interaction and dynamic patterns of safety behaviors between the two construction entities are analyzed. Additionally, system dynamics Vensim PLE 10.2.1 software is employed to simulate and analyze the behavior of single entities as well as the impact of exogenous variables on the safety decision-making choices of both units. The research results indicate that positive choices in safety behavior decision-making contribute to enhancing the stability of megaproject construction. Exogenous variables significantly influence the safety behavior decisions of both the construction companies and the supervision units in megaprojects. An increase in cooperation benefits between the two parties fosters their active collaboration in completing mega engineering projects. This research promotes cooperation between construction companies and supervision units during a construction process and provides a reference for the safe and orderly implementation and development of megaprojects.
本研究以特大型工程的施工企业和监理单位为研究对象,研究特大型工程施工决策中的安全问题。运用演化博弈论,基于有界理性假设,构建了施工企业和监理单位安全决策行为的演化博弈模型。分析了两个施工主体之间安全行为的相互作用和动态模式。此外,还采用系统动力学 Vensim PLE 10.2.1 软件模拟分析了单个实体的行为以及外生变量对两个单位安全决策选择的影响。研究结果表明,安全行为决策的积极选择有助于提高特大项目建设的稳定性。外生变量对特大型项目中施工单位和监理单位的安全行为决策都有重大影响。双方合作收益的增加促进了双方在完成特大型工程项目中的积极合作。该研究促进了施工企业和监理单位在施工过程中的合作,为特大型工程项目的安全有序实施和发展提供了参考。
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引用次数: 0
Decoding Urban Dynamics: Contextual Insights from Human Meta-Mobility Patterns 解码城市动态:从人类元移动模式中洞察内涵
IF 1.9 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-21 DOI: 10.3390/systems12080313
Seokjoon Oh, Seungyoung Joo, Soohwan Kim, Minkyoung Kim
Research on capturing human mobility patterns for efficient and sustainable urban planning has been widely conducted. However, studies that unveil spatial context beyond macro-level mobility patterns are relatively scarce. This study aims to analyze the spatiotemporal human meta-mobility patterns with rich context using POI data in Seoul from comprehensive perspectives. As a result, the floating population of Seoul exhibits regular and irregular cyclical mobility patterns on weekdays and weekends, respectively, stemming from the periodicity of the dominant POIs. Additionally, graph construction based on mobility similarity and their regional clustering show clusters vary by POIs but are generally divided into peripheral and central regions of Seoul. This indicates that socioeconomic factors cannot be ignored when understanding human mobility patterns. This helps to provide scientific evidence to support policy recommendations towards greenways and sustainable urban mobility systems, such as quantitative disparity of greenways, qualitative issues of greenways in the central areas, and inequality in cultural consumption. Addressing key considerations through targeted policies could significantly improve the overall quality of life for urban residents. We expect this study to lay the groundwork for future research that aims to understand realistic human mobility patterns with a rich context.
为实现高效和可持续的城市规划而捕捉人类流动模式的研究已广泛开展。然而,除宏观层面的流动模式外,揭示空间背景的研究相对较少。本研究旨在利用首尔的 POI 数据,从综合角度分析具有丰富背景的时空人类元流动模式。结果发现,首尔的流动人口在工作日和周末分别表现出有规律和无规律的周期性流动模式,这源于主要 POI 的周期性。此外,根据流动相似性及其区域聚类构建的图表显示,聚类因目的地而异,但总体上分为首尔外围和中心区域。这表明,在理解人类流动模式时,社会经济因素不容忽视。这有助于为绿道和可持续城市交通系统的政策建议提供科学依据,如绿道的数量差异、中心区绿道的质量问题以及文化消费的不平等。通过有针对性的政策来解决关键问题,可以大大提高城市居民的整体生活质量。我们期望这项研究能为今后的研究奠定基础,从而了解具有丰富背景的现实人类流动模式。
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引用次数: 0
How to Effectively Promote Vaccination during Public Health Emergencies: Through Inter-Organizational Interaction 如何在公共卫生突发事件期间有效促进疫苗接种?通过组织间互动
IF 1.9 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-21 DOI: 10.3390/systems12080312
Yuwei Song, Ruining Ma, Chenxi Lian, Yanan Guo, Shi An
Vaccination is the key to interrupting the transmission of viruses, reducing public health losses, and improving the efficiency of public health emergency management. The implementation of vaccination requires communication between the government and the public, and the participation of multiple subjects. Strengthening the coordination of multiple subjects in the process of vaccination can improve the vaccination rate and broaden its scope. Therefore, from the perspective of inter-organizational interaction, a public health emergency vaccination game model based on health management departments, vaccinologists, and the public was constructed in this study. With the objective of improving the effectiveness of vaccination, the influential factors in a public health emergency vaccination game system and game subjects’ strategy selection were explored using a numerical simulation analysis. The research results showed that the range of vaccination, the diversification of vaccination information release, the level of emergency coordination between health management departments and vaccinologists, and the public’s awareness of emergency protection can all effectively promote vaccination. Among them, the effects of vaccination range (δ) and the diversification of vaccination information release (φ) on game subjects’ strategy selection fluctuated, but did not affect the overall trend. Both the level of emergency collaboration (θ) and public safety awareness (ε) can enhance the initiative of game subjects to participate in vaccination. When the stable strategy combination formed by the game system are positive promotion strategy, active guidance strategy and active vaccination strategy, the convergence rate of health management departments and vaccinologists to form a stable strategy is greater than that of the public. Further, the implications of promoting the effective implementation of vaccination are put forward via improving the vaccination strategy, strengthening vaccination collaboration, mobilizing the enthusiasm of vaccinologists, and enhancing the initiative of the public.
接种疫苗是阻断病毒传播、减少公共卫生损失、提高公共卫生应急管理效率的关键。疫苗接种的实施需要政府与公众的沟通,需要多方主体的参与。在疫苗接种过程中加强多方主体的协调,可以提高疫苗接种率,扩大接种范围。因此,本研究从组织间互动的角度出发,构建了基于卫生管理部门、接种医生和公众的公共卫生应急接种博弈模型。以提高疫苗接种效果为目标,通过数值模拟分析,探讨了突发公共卫生事件疫苗接种博弈系统中的影响因素和博弈主体的策略选择。研究结果表明,疫苗接种范围、疫苗接种信息发布的多样化、卫生管理部门与疫苗接种人员的应急协调水平、公众的应急防护意识等都能有效促进疫苗接种。其中,接种范围(δ)和接种信息发布多样化(φ)对游戏对象策略选择的影响有所波动,但不影响总体趋势。应急协作水平(θ)和公共安全意识(ε)都能提高游戏主体参与疫苗接种的主动性。当博弈系统形成的稳定策略组合为积极宣传策略、主动引导策略和主动接种策略时,卫生管理部门和接种医生形成稳定策略的趋同率大于公众。此外,还提出了通过改进预防接种策略、加强预防接种协作、调动接种医生积极性和提高公众主动性来促进预防接种有效实施的意义。
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引用次数: 0
A Novel Intelligent Prediction Model for the Containerized Freight Index: A New Perspective of Adaptive Model Selection for Subseries 集装箱货运指数的新型智能预测模型:子序列自适应模型选择的新视角
IF 1.9 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-19 DOI: 10.3390/systems12080309
Wendong Yang, Hao Zhang, Sibo Yang, Yan Hao
The prediction of the containerized freight index has important economic and social significance. Previous research has mostly applied sub-predictors directly for integration, which cannot be optimized for different datasets. To fill this research gap and improve prediction accuracy, this study innovatively proposes a new prediction model based on adaptive model selection and multi-objective ensemble to predict the containerized freight index. The proposed model comprises the following four modules: adaptive data preprocessing, model library, adaptive model selection, and multi-objective ensemble. Specifically, an adaptive data preprocessing module is established based on a novel modal decomposition technology that can effectively reduce the impact of perturbations in historical data on the prediction model. Second, a new model library is constructed to predict the subseries, consisting of four basic predictors. Then, the adaptive model selection module is established based on Lasso feature selection to choose valid predictors for subseries. For the subseries, different predictors can produce different effects; thus, to obtain better prediction results, the weights of each predictor must be reconsidered. Therefore, a multi-objective artificial vulture optimization algorithm is introduced into the multi-objective ensemble module, which can effectively improve the accuracy and stability of the prediction model. In addition, an important discovery is that the proposed model can acquire different models, adaptively varying with different extracted data features in various datasets, and it is common for multiple models or no model to be selected for the subseries.The proposed model demonstrates superior forecasting performance in the real freight market, achieving average MAE, RMSE, MAPE, IA, and TIC values of 9.55567, 11.29675, 0.44222%, 0.99787, and 0.00268, respectively, across four datasets. These results indicate that the proposed model has excellent predictive ability and robustness.
集装箱货运指数的预测具有重要的经济和社会意义。以往的研究大多直接应用子预测器进行整合,无法针对不同的数据集进行优化。为填补这一研究空白,提高预测精度,本研究创新性地提出了一种基于自适应模型选择和多目标集合的集装箱货运指数预测新模型。所提出的模型包括以下四个模块:自适应数据预处理、模型库、自适应模型选择和多目标集合。具体来说,自适应数据预处理模块是基于一种新颖的模态分解技术建立的,该技术能有效降低历史数据扰动对预测模型的影响。其次,构建一个由四个基本预测因子组成的新模型库来预测子序列。然后,建立基于 Lasso 特征选择的自适应模型选择模块,为子序列选择有效的预测因子。对于子序列而言,不同的预测因子会产生不同的效果;因此,为了获得更好的预测结果,必须重新考虑每个预测因子的权重。因此,在多目标集合模块中引入了多目标人工秃鹫优化算法,可以有效提高预测模型的准确性和稳定性。此外,一个重要的发现是,所提出的模型可以获取不同的模型,随着不同数据集中提取数据特征的不同而自适应地变化,子序列选择多个模型或不选择模型的情况很常见。所提出的模型在实际货运市场中表现出了卓越的预测性能,在四个数据集中的平均 MAE、RMSE、MAPE、IA 和 TIC 值分别为 9.55567、11.29675、0.44222%、0.99787 和 0.00268。这些结果表明,所提出的模型具有出色的预测能力和鲁棒性。
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引用次数: 0
Applying MBSE to Optimize Satellite and Payload Interfaces in Early Mission Phases 应用 MBSE 优化飞行任务早期阶段的卫星和有效载荷接口
IF 1.9 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-19 DOI: 10.3390/systems12080310
Shayna Slobin, Zizung Yoon, Susanne Fugger
The use of model-based systems engineering (MBSE) has been increasingly explored recently in industries that require multi-discipline engineering coordination. In the European space industry, applying MBSE for the engineering of space systems has been an ongoing undertaking on many missions. In the following paper, the MBSE activities in CAMEO conducted during the A/B1 phases of a typical Earth observation satellite engineered by Airbus are discussed in detail in the form of a case study. The analyses shown are based around the modeling of the spacecraft electrical interfaces in CAMEO. This model was used to automate electrical interface control documents (EICDs) and enable the control of electrical interface development. These methodologies were further put in the context of Airbus’ satellite design processes to assess the benefits of an MBSE approach to the current electrical interface engineering procedure and the potential for the reuse of CAMEO models between satellite projects. The reduction in system engineering effort through the reuse of models to modularly create similar satellite systems for efficient concept evaluation and comparison is a clear benefit.
最近,在需要多学科工程协调的行业中,越来越多地探索使用基于模型的系统工程 (MBSE)。在欧洲航天工业中,将基于模型的系统工程(MBSE)应用于空间系统工程一直是许多飞行任务中的一项持续性工作。在下面的论文中,将以案例研究的形式详细讨论由空中客车公司设计的一颗典型地球观测卫星在 A/B1 阶段在 CAMEO 中开展的 MBSE 活动。本文所展示的分析是围绕 CAMEO 中的航天器电气接口建模进行的。该模型用于自动生成电气接口控制文档(EICD),并实现对电气接口开发的控制。这些方法被进一步应用到空中客车公司的卫星设计过程中,以评估 MBSE 方法对当前电气接口工程程序的益处,以及在卫星项目之间重复使用 CAMEO 模型的潜力。通过模型的重复使用,以模块化的方式创建类似的卫星系统,进行有效的概念评估和比较,从而减少系统工程的工作量,这是一个明显的好处。
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引用次数: 0
The Role of 4IR-5IR Leadership-Management in the Adoption of Formal Methods 4IR-5IR 领导层-管理层在采用正式方法中的作用
IF 1.9 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-18 DOI: 10.3390/systems12080306
John Andrew van der Poll
Formal methods (FMs) have been cited as a viable methodology for developing high-quality software. However, the steep learning curve in efficiently using the underlying discrete mathematics and logic has hindered FMs’ adoption, leading to a decline in their initial interest in the 1980s. Traditionally, technical approaches have been pursued to address the FMs challenge. Having taken cognisance of a similar pre-4IR decline in AI, the researcher views FMs as technology and considers solutions at intersections of 4IR-5IR technology adoption, leveraged by the support of governors, termed leadership-management in this work. Following a qualitative research choice, scholarly literature is reviewed, and sets of qualitative propositions are defined to develop a conceptual framework for a 4IR-5IR leadership-management adoption of FMs. Aspects that emerged and are incorporated into the framework are cross-functional and executive levels of leadership, transformative, adaptive, and servant leadership styles, using FM tools that embed a high level of user experience, and 4IR technologies, augmented with 5IR human aspects. The framework is hoped to motivate a company’s leadership to contribute to technology and technical ICT-based decision-making increasingly. Future work in this area would involve securing input from practitioners and exercising the framework in an industrial setting.
形式化方法(FMs)一直被认为是开发高质量软件的可行方法。然而,高效使用底层离散数学和逻辑的陡峭学习曲线阻碍了 FMs 的采用,导致其最初的兴趣在 20 世纪 80 年代有所下降。传统上,人们一直采用技术方法来应对 FMs 的挑战。研究人员认识到人工智能在 4IR 之前也出现了类似的衰退,因此将调频技术视为技术,并考虑在 4IR-5IR 技术采用的交叉点上采用解决方案,同时借助治理者的支持,在这项工作中称为领导-管理。在定性研究选择之后,研究人员查阅了学术文献,并确定了一系列定性命题,从而为采用调频技术的 4IR-5IR 领导-管理制定了一个概念框架。出现并纳入该框架的方面包括:跨职能和行政级别的领导,变革型、适应型和服务型领导风格,使用嵌入高水平用户体验的财务管理工具,以及 4IR 技术并辅以 5IR 人性化方面。希望该框架能激励公司领导层越来越多地为技术和基于信息与传播技术的技术决策做出贡献。今后在这一领域的工作将包括确保从业人员的投入,并在工业环境中实施该框架。
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引用次数: 0
Dynamic Research on the Collaborative Governance in Urban and Rural Black-Odorous Water: A Tripartite Stochastic Evolutionary Game Perspective 城乡黑臭水体协同治理动态研究:三方随机进化博弈视角
IF 1.9 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-18 DOI: 10.3390/systems12080307
Kangjun Peng, Changqi Dong, Jianing Mi
The issue of black-odorous water (BOW) represents a formidable challenge to the current aquatic ecosystems, and its governance exhibits characteristics of low efficiency, susceptibility to relapse, and fragmented management under the Central Environmental Protection Inspection, thereby emerging as a dynamically complex issue in the ecological governance of urban and rural settings. This study introduces Gaussian white noise to simulate environmental uncertainty and design a stochastic evolutionary game model encompassing the central government, local governments, and societal forces based on evolutionary game theory and classical governance theories and concepts. Numerical simulations are conducted to explore trajectories of the strategic evolution of various subjects influenced by numerous factors. Results indicate that under the environment of random disturbances, the strategies of the game subjects show significant fluctuations, but actively cultivating the subject’s initial willingness facilitates collaboration governance in inspection. Moreover, joint construction of a “belief system” by multi-subjects, the intensity of inspection interventions, the integration of heterogeneous resources, and effective punitive measures all influence the governance of BOW, but the efficiency of resource allocation should be considered throughout the governance process. Recommendations are made finally for collaborative governance of urban and rural BOW, promoting the sustainable development of the ecological environment.
黑臭水体问题是当前水生态系统面临的严峻挑战,其治理呈现出效率低、易复发、中央环保督察管理分散等特点,因而成为城乡生态治理中一个动态复杂的问题。本研究引入高斯白噪声来模拟环境的不确定性,并基于演化博弈理论和经典治理理论与理念,设计了一个包含中央政府、地方政府和社会力量的随机演化博弈模型。通过数值模拟,探索各主体受多种因素影响的战略演化轨迹。结果表明,在随机扰动的环境下,博弈主体的策略表现出明显的波动性,但积极培养主体的初始意愿有利于考察中的协同治理。此外,多主体共同构建 "信念系统"、检查干预的力度、异质资源的整合、有效的惩罚措施等都会影响博弈主体的治理,但在整个治理过程中应考虑资源配置的效率。最后提出了城乡 "牛圈 "协同治理的建议,促进生态环境的可持续发展。
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引用次数: 0
The Great Reset as a Realistic Utopia—A Critical Stance from Critical Realism and Complex Systems Theory 作为现实乌托邦的大重启--批判现实主义和复杂系统理论的批判立场
IF 1.9 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-16 DOI: 10.3390/systems12080304
Ermanno C. Tortia
The Great Reset (GR) has been presented by the World Economic Forum (WEF) in response to the COVID-19 pandemic in 2022 as a model through which a “stakeholder economy” would achieve “resilient, equitable, and sustainable” social, economic, and ecological reform. The GR agenda includes environmentally sustainable use and more equitable distribution of resources. This article raises the question of whether the Great Reset program should be interpreted as a “realistic utopia” and what its reform potential is. To this end, the GR program is tested against the current state of science and philosophy. The idea of a utopia is analyzed in the light of recent philosophical and scientific approaches, such as critical realism in philosophy, social systems theory in sociology, and complexity theory in science. A comparative conceptual analysis is carried out by introducing the idea of a realistic utopia in Rawls’ theory of justice as fairness. In the final discussion, some doubts are raised about the logical coherence, rigor of scientific theorizing, policy prescriptions, and predictive potential of the Great Reset. It is concluded that utopian projects of radical reform are not realistic due to the supposed long-term repercussions of exogenous shocks or “black swan” events such as the COVID-19 pandemic. Rather, they must offer explanations of the deep structural elements and evolutionary patterns that underlie society and the economy, drawing from these explanations the policy implications, predictions, and prescriptions that can support change.
为应对 2022 年 COVID-19 大流行,世界经济论坛(WEF)提出了 "伟大重启"(Great Reset,简称 GR),作为 "利益相关者经济 "实现 "弹性、公平和可持续 "的社会、经济和生态改革的模式。GR 议程包括环境可持续利用和更公平的资源分配。本文提出了 "伟大复兴 "计划是否应被解释为 "现实乌托邦 "及其改革潜力的问题。为此,我们根据当前的科学和哲学现状对 "伟大重启 "计划进行了检验。乌托邦 "的概念将根据最新的哲学和科学方法进行分析,如哲学中的批判现实主义、社会学中的社会系统理论和科学中的复杂性理论。通过在罗尔斯的公平正义理论中引入现实乌托邦的思想,进行了概念上的比较分析。在最后的讨论中,对 "大重启 "的逻辑连贯性、科学理论的严谨性、政策处方和预测潜力提出了一些质疑。结论是,由于外来冲击或 COVID-19 大流行病等 "黑天鹅 "事件的所谓长期影响,激进改革的乌托邦计划并不现实。相反,它们必须对社会和经济的深层结构要素和演变模式做出解释,并从这些解释中得出支持变革的政策影响、预测和处方。
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引用次数: 0
Sharing a Ride: A Dual-Service Model of People and Parcels Sharing Taxis with Loose Time Windows of Parcels 合乘:人与包裹合乘出租车的双重服务模式与包裹的松散时间窗口
IF 1.9 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-14 DOI: 10.3390/systems12080302
Shuqi Xue, Qi Zhang, Nirajan Shiwakoti
(1) Efficient resource utilization in urban transport necessitates the integration of passenger and freight transport systems. Current research focuses on dynamically responding to both passenger and parcel orders, typically by initially planning passenger routes and then dynamically inserting parcel requests. However, this approach overlooks the inherent flexibility in parcel delivery times compared to the stringent time constraints of passenger transport. (2) This study introduces a novel approach to enhance taxi resource utilization by proposing a shared model for people and parcel transport, designated as the SARP-LTW (Sharing a ride problem with loose time windows of parcels) model. Our model accommodates loose time windows for parcel deliveries and initially defines the parcel delivery routes for each taxi before each working day, which was prior to addressing passenger requests. Once the working day of each taxi commences, all taxis will prioritize serving the dynamic passenger travel requests, minimizing the delay for these requests, with the only requirement being to ensure that all pre-scheduled parcels can be delivered to their destinations. (3) This dual-service approach aims to optimize profits while balancing the time-sensitivity of passenger orders against the flexibility in parcel delivery. Furthermore, we improved the adaptive large neighborhood search algorithm by introducing an ant colony information update mechanism (AC-ALNS) to solve the SARP-LTW efficiently. (4) Numerical analysis of the well-known Solomon set of benchmark instances demonstrates that the SARP-LTW model outperforms the SARP model in profit rate, revenue, and revenue stability, with improvements of 48%, 46%, and 49%, respectively. Our proposed approach enables taxi companies to maximize vehicle utilization, reducing idle time and increasing revenue.
(1) 高效利用城市交通资源需要客运和货运系统的整合。目前的研究侧重于动态响应客运和包裹订单,通常是先规划客运路线,然后动态插入包裹请求。然而,与客运严格的时间限制相比,这种方法忽略了包裹交付时间固有的灵活性。(2) 本研究引入了一种提高出租车资源利用率的新方法,提出了一种人员和包裹运输共享模型,即 SARP-LTW(包裹时间窗口宽松的合乘问题)模型。我们的模型考虑了包裹递送的宽松时间窗口,并在每个工作日之前,即在处理乘客请求之前,为每辆出租车初步定义了包裹递送路线。每个出租车工作日开始后,所有出租车将优先处理乘客的动态出行请求,尽量减少这些请求的延迟,唯一的要求是确保所有预先安排的包裹都能送达目的地。(3) 这种双重服务方法旨在优化利润,同时兼顾乘客订单的时间敏感性和包裹交付的灵活性。此外,我们还通过引入蚁群信息更新机制(AC-ALNS)改进了自适应大邻域搜索算法,以高效求解 SARP-LTW。(4) 对著名的所罗门基准实例集的数值分析表明,SARP-LTW 模型在利润率、收入和收入稳定性方面优于 SARP 模型,分别提高了 48%、46% 和 49%。我们提出的方法使出租车公司能够最大限度地提高车辆利用率,减少闲置时间,增加收入。
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引用次数: 0
Optimized Decisions for Smart Tourism Destinations: A Cross-Generational Perspective Using an Improved Importance–Performance Analysis 智能旅游目的地的优化决策:使用改进的重要性-绩效分析的跨代视角
IF 1.9 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-12 DOI: 10.3390/systems12080297
Elena-Aurelia Botezat, Olimpia-Iuliana Ban, Adela Laura Popa, Dorin-Cristian Coita, Teodora Mihaela Tarcza
Our study introduces an enhanced version of the Importance–Performance Analysis (IPA) method, a powerful tool that can be applied across various domains. This method plays a crucial role in our research, aiding in making well-informed decisions about smart tourism destination attributes. We achieved this by evaluating how 911 consumers from four different generations (Baby Boomers, Generation X, Millennials, and Generation Z) rated these attributes based on their most recent tourist destination visit. Unlike traditional methods that often rely on subjective opinions or complex statistical models, the Improved IPA (IIPA) method offers a clear approach to decision-making. It enables decision-makers to focus on the most crucial attributes that drive consumer interest, thereby optimizing resource allocation and marketing efforts. Specifically, to remain competitive, decision-makers for smart tourist destinations should focus on queuing-time forecast and applications, websites, and content accessible for travelers with disabilities for Baby Boomers; e-complaint handling for Generation X; smart emergency response system for Millennials; and tourist-flow forecast, real-time traffic broadcast, electronic-entrance guard systems, and accessible data about physical design features of accommodation, restaurants, and tourist attractions for Generation Z. Theoretically, this study advances the research on managerial decision-making by demonstrating the effectiveness of the IIPA as a clear and straightforward method for making optimal decisions about product or service attributes. In practice, the study provides decision-makers with valuable insights into the importance of different categories of smart attributes in shaping the overall holiday experience at a tourist destination for Baby Boomers, Generation X, Millennials, and Generation Z tourism consumers.
我们的研究引入了增强版的重要性-绩效分析(IPA)方法,这是一种可应用于各个领域的强大工具。该方法在我们的研究中发挥了至关重要的作用,有助于在充分了解情况的前提下做出关于智慧旅游目的地属性的决策。为此,我们评估了来自四个不同时代(婴儿潮一代、X 代、千禧一代和 Z 代)的 911 名消费者在最近一次旅游目的地访问中对这些属性的评价。与通常依赖主观意见或复杂统计模型的传统方法不同,改进型 IPA(IIPA)方法提供了一种清晰的决策方法。它使决策者能够专注于驱动消费者兴趣的最关键属性,从而优化资源分配和营销工作。具体来说,为保持竞争力,智慧旅游目的地的决策者应关注婴儿潮一代的排队时间预测和残障游客可访问的应用程序、网站和内容;X一代的电子投诉处理;千禧一代的智能应急系统;Z一代的游客流量预测、实时交通广播、电子门禁系统,以及住宿、餐饮和旅游景点物理设计特征的无障碍数据。从理论上讲,本研究通过证明 IIPA 作为一种清晰明了的方法,可以对产品或服务属性做出最优决策,从而推动了管理决策研究。在实践中,本研究为决策者提供了宝贵的见解,让他们了解不同类别的智能属性对于塑造婴儿潮一代、X 代、千禧一代和 Z 代旅游消费者在旅游目的地的整体度假体验的重要性。
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引用次数: 0
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