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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
A Testing and Evaluation Method for the Car-Following Models of Automated Vehicles Based on Driving Simulator 基于驾驶模拟器的自动驾驶汽车跟车模型测试与评估方法
IF 1.9 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-12 DOI: 10.3390/systems12080298
Yuhan Zhang, Yichang Shao, Xiaomeng Shi, Zhirui Ye
The continuous advancement of connected and automated driving technologies has garnered considerable public attention regarding the safety and reliability of automated vehicles (AVs). Comprehensive and efficient testing is essential before AVs can be deployed on public roads. Current mainstream testing methods involve high costs in real-world settings and limited immersion in numerical simulations. To address these challenges and facilitate testing in mixed traffic scenarios involving both human-driven vehicles (HDVs) and AVs, we propose a testing and evaluation approach using a driving simulator. Our methodology comprises three fundamental steps. First, we systematically classify scenario elements by drawing insights from the scenario generation logic of the driving simulator. Second, we establish an interactive traffic scenario that allows human drivers to manipulate vehicles within the simulator while AVs execute their decision and planning algorithms. Third, we introduce an evaluation method based on this testing approach, validated through a case study focused on car-following models. The experimental results confirm the efficiency of the simulation-based testing method and demonstrate how car-following efficiency and comfort decline with increased speeds. The proposed approach offers a cost-effective and comprehensive solution for testing, considering human driver behavior, making it a promising method for evaluating AVs in mixed traffic scenarios.
联网和自动驾驶技术的不断进步引起了公众对自动驾驶汽车(AV)安全性和可靠性的极大关注。在公共道路上部署自动驾驶汽车之前,必须进行全面、高效的测试。目前的主流测试方法涉及现实环境中的高成本和有限的数字模拟沉浸。为了应对这些挑战,促进在涉及人类驾驶车辆(HDV)和自动驾驶汽车的混合交通场景中进行测试,我们提出了一种使用驾驶模拟器进行测试和评估的方法。我们的方法包括三个基本步骤。首先,我们从驾驶模拟器的场景生成逻辑中汲取灵感,对场景元素进行系统分类。其次,我们建立了一个交互式交通场景,允许人类驾驶员在模拟器中操控车辆,同时自动驾驶汽车执行其决策和规划算法。第三,我们介绍了一种基于这种测试方法的评估方法,并通过一项以汽车跟随模型为重点的案例研究进行了验证。实验结果证实了基于模拟的测试方法的效率,并展示了汽车跟随效率和舒适度是如何随着速度的增加而下降的。考虑到人类驾驶员的行为,所提出的方法为测试提供了一种具有成本效益的综合解决方案,使其成为在混合交通场景中评估自动驾驶汽车的一种有前途的方法。
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引用次数: 0
A Bi-Objective Model for the Multi-Period Inventory-Based Reverse Logistics Network: A Case Study from an Automobile Component Distribution Network 基于多期库存的逆向物流网络的双目标模型:汽车零部件分销网络案例研究
IF 1.9 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-12 DOI: 10.3390/systems12080299
Mohammad Khalilzadeh, Jurgita Antucheviciene, Darko Božanić
Supply chain management and distribution network design has attracted the attention of many researchers in recent years. The timely satisfaction of customer demands leads to reducing costs, improving service levels, and increasing customer satisfaction. For this purpose, in this research, the mathematical programming models for a two-level distribution network including central warehouses, regional warehouses, and customers are designed so that several products with definite demands in multiple periods are distributed from central warehouses to customers. In this problem, two objective functions are considered. The first objective function seeks to minimize the costs of establishment, transportation, inventory, and shortage, and the second objective function attempts to maximize the satisfaction level corresponding with the supply rate of different goods for numerous customers. The presented models include the basic model, inventory-based model, multi-period inventory-based model, and multi-period inventory-based reverse logistics model. The validation and applicability of the proposed models were demonstrated by implementation in a real case study of the automobile industry. The LINGO software 20.0 was used to solve the models. The results show that incorporating the inventory management policies into the basic model and converting from a single-period to a multi-period reverse logistics model will significantly increase company profitability and customer satisfaction.
近年来,供应链管理和分销网络设计引起了许多研究人员的关注。及时满足客户需求可以降低成本、提高服务水平和客户满意度。为此,本研究设计了包括中央仓库、区域仓库和客户在内的两级配送网络的数学编程模型,以便将多个时期内有明确需求量的产品从中央仓库配送到客户手中。在这个问题中,考虑了两个目标函数。第一个目标函数试图使建立、运输、库存和短缺成本最小化,第二个目标函数试图使与众多客户不同商品供应率相对应的满意度最大化。提出的模型包括基本模型、基于库存的模型、基于多期库存的模型和基于多期库存的逆向物流模型。通过对汽车行业的实际案例研究,证明了所提模型的有效性和适用性。模型的求解使用了 LINGO 软件 20.0。结果表明,将库存管理策略纳入基本模型,并从单周期逆向物流模型转换为多周期逆向物流模型,将显著提高公司的盈利能力和客户满意度。
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引用次数: 0
How Can Scientific Crowdsourcing Realize Value Co-Creation? A Knowledge Flow-Based Perspective 科学众包如何实现价值共创?基于知识流的视角
IF 1.9 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-11 DOI: 10.3390/systems12080295
Ran Qiu, Guohao Wang, Liying Yu, Yuanzhi Xing, Hui Yang
Presently, the practice of scientific crowdsourcing still suffers from user loss, platform operational inefficiency, and many other dilemmas, mainly because the process mechanism of realizing value co-creation through interaction between users and platforms has not yet been elaborated. To fill this gap, this study takes Kaggle as the research object and explores the realization process and internal mechanism of scientific crowdsourcing value co-creation from the perspective of knowledge flow. The results show that the operation process of Kaggle-based scientific crowdsourcing can be decomposed into five progressive evolutionary stages, including knowledge sharing, knowledge innovation, knowledge dissemination, knowledge application, and knowledge advantage formation. The knowledge flow activates a series of value co-creation activities of scientific crowdsourcing, forming a dynamic evolution and continuous optimization of the value co-creation process that includes the value proposition, value communication, value consensus, and all-win value. Institutional logic plays a key role as a catalyst in the value co-creation of scientific crowdsourcing, effectively facilitating the realization of value co-creation by controlling and guiding the flow of knowledge. The study unlocks the “gray box” from knowledge flow to value co-creation, providing new theoretical support and guidance for further enhancing the value co-creation capacity and accelerating the practice of scientific crowdsourcing.
目前,科学众包实践仍存在用户流失、平台运营效率低下等诸多困境,主要原因在于用户与平台互动实现价值共创的过程机制尚未得到阐述。为填补这一空白,本研究以 Kaggle 为研究对象,从知识流的角度探讨科学众包价值共创的实现过程和内在机制。研究结果表明,基于Kaggle的科学众包的运行过程可分解为知识共享、知识创新、知识传播、知识应用和知识优势形成等五个渐进演化阶段。知识流激活了科学众包的一系列价值共创活动,形成了包括价值主张、价值沟通、价值共识、价值共赢在内的动态演进和持续优化的价值共创过程。制度逻辑在科学众包的价值共创过程中发挥了关键的催化剂作用,通过控制和引导知识流向,有效促进了价值共创的实现。该研究解开了从知识流动到价值共创的 "灰箱",为进一步提升价值共创能力、加快科学众包实践提供了新的理论支持和指导。
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引用次数: 0
Can Relocation Influence Human Acceptance of Connected and Automated Vehicles? 搬迁会影响人类对互联汽车和自动驾驶汽车的接受程度吗?
IF 1.9 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-11 DOI: 10.3390/systems12080296
Ying Zhang, Chu Zhang, Jun Chen, Guang Yang, Wei Wang
Connected and automated vehicles (CAVs) are poised to revolutionize mobility. The relocation feature of CAVs enhances parking convenience for the public. Users can instruct CAVs to arrive at their work destination, drop them off, and then assign CAVs to a cost-effective parking facility through an optimized itinerary. However, realizing the benefits of CAVs depends on user acceptance, and the impact of relocation features on CAV acceptance remains an area that is yet to be explored. This study introduces a novel acceptance model to mainly investigate the effects of relocation-related factors on CAV acceptance through 717 valid responses. The results indicate that the perceived convenience of relocation (PCOR) indirectly increases human acceptance through three determinants, initial trust, perceived usefulness (PU), and perceived ease of use (PEOU), while initial trust, PU, and PEOU directly increase human acceptance. The public expectations of saving on parking fees (EOSPF) can enhance PCOR. Additionally, a multigroup analysis revealed that PCOR exerts a more positive impact on PU or PEOU in subgroups including males, pre-Generation-Z individuals, experienced drivers, and those with autopilot riding experience. The findings on mediators are also discussed. This study provides valuable insights for further research and the practical adoption of emerging CAVs.
互联和自动驾驶汽车(CAVs)有望彻底改变交通方式。CAV 的搬迁功能提高了公众停车的便利性。用户可以指示 CAV 到达工作目的地,将其放下,然后通过优化的路线将 CAV 分配到经济高效的停车设施。然而,实现 CAV 的优势取决于用户的接受度,而重新定位功能对 CAV 接受度的影响仍是一个有待探索的领域。本研究引入了一个新颖的接受模型,通过 717 个有效回答,主要研究与搬迁相关的因素对 CAV 接受度的影响。结果表明,感知到的搬迁便利性(PCOR)通过初始信任、感知到的有用性(PU)和感知到的易用性(PEOU)三个决定因素间接提高了人们的接受度,而初始信任、PU 和 PEOU 则直接提高了人们的接受度。公众对节省停车费的期望(EOSPF)可提高 PCOR。此外,多群体分析表明,PCOR 对 PU 或 PEOU 有更积极的影响,其中包括男性、Z 世代前的个人、经验丰富的驾驶者和有自动驾驶经验的人。本研究还讨论了有关中介因素的发现。本研究为进一步研究和新兴 CAV 的实际应用提供了宝贵的见解。
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引用次数: 0
Soft Systems Methodology in Standardizing the Method for Applying Dolphin-Assisted Therapies in Neurodivergent Patients: Case Study of Delfiniti Mexico 软系统方法学在神经变异患者海豚辅助治疗方法标准化中的应用:墨西哥 Delfiniti 案例研究
IF 1.9 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-11 DOI: 10.3390/systems12080294
Ana Lilia Coria Páez, Brenda Lorena Flores Hidalgo, Oswaldo Morales Matamoros, Jesús Jaime Moreno Escobar, Hugo Quintana Espinosa
Dolphin-assisted therapy (DAT) currently lacks a standard for their application, making it difficult to collect the consistent data necessary for comparative studies and the development of new evidence-based therapeutic strategies. Due to their high social component, DAT requires a standardized method that identifies the elements that affect them, understands their complex situations, and proposes solutions to the challenges. This study aims to establish the first steps towards standardizing DAT, using the Soft Systems Methodology (SSM) as the central approach. SSM is suitable for addressing complex and ambiguous problems that involve multiple actors and perspectives. Through SSM, the study seeks to visualize problems, clarify conflict relationships that hinder standardization, and propose effective solutions. To establish an initial standard method, a time and motion study is performed to identify activities that disrupt the sequence of operations and the capture of EEG signals collected before, during, and after DAT. SSM allows for summarizing the current system situation, identifying and analyzing problems, clarifying challenges, and proposing pertinent solutions to achieve the standardization of this therapy. This methodology facilitates the identification of critical points and the development of intervention strategies that could improve the efficiency and effectiveness of the therapeutic process, establishing a more coherent framework for the implementation of DAT. Thus, the contribution of this work is based on systems thinking to strategic management, as it demonstrates the potential role of systems thinking, specifically SSM, in analyzing complex problems, improving strategy mapping, fostering strategic decision making, and planning for the future in the context of strategic management.
海豚辅助疗法(DAT)目前缺乏应用标准,因此很难收集到比较研究和开发新的循证治疗策略所需的一致数据。由于海豚的社会性很强,因此需要一种标准化的方法来确定影响海豚的因素,了解海豚的复杂情况,并提出应对挑战的解决方案。本研究旨在以软系统方法论(SSM)为核心方法,为实现 DAT 标准化迈出第一步。软系统方法适用于解决涉及多方参与者和多角度的复杂而模糊的问题。本研究试图通过软系统方法将问题可视化,厘清阻碍标准化的冲突关系,并提出有效的解决方案。为了建立初步的标准方法,我们进行了时间和运动研究,以确定打乱操作顺序的活动,并捕捉 DAT 之前、期间和之后收集的脑电信号。通过 SSM,可以总结当前的系统状况,识别和分析问题,明确挑战,并提出相关解决方案,以实现该疗法的标准化。这种方法有助于确定关键点和制定干预策略,从而提高治疗过程的效率和效果,为 DAT 的实施建立一个更加协调一致的框架。因此,这项工作的贡献是基于战略管理的系统思维,因为它展示了系统思维,特别是 SSM,在分析复杂问题、改进战略规划、促进战略决策以及在战略管理背景下规划未来方面的潜在作用。
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引用次数: 0
Settlement Selection Strategic Analysis for Self-Operated E-Commerce Platforms under Market Competition 市场竞争下自营电商平台的结算选择策略分析
IF 1.9 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-09 DOI: 10.3390/systems12080293
Yu-Wei Li, Gui-Hua Lin, Peixin Chen
This paper focuses on the settlement selection strategic analysis for self-operated e-commerce platforms on hybrid e-commerce platforms under market competition. Taking factors such as the market share, price competition, commission, and customer loyalty into account, a multi-leader–follower game model with the platforms as leaders and the manufacturers as followers is established. Then, we solve the model with the help of some mathematical techniques and describe some numerical experiments to analyze settlement strategies for the self-operated platforms and their impact on other members in the network. The numerical results reveal the following revelations: a lower commission rate is more suitable for the self-operated platforms; once the commission rates are determined, the self-operated platforms prefer to settle in the hybrid platforms under lower medium price competition; when the price competition is fierce, as customer loyalty increases, the self-operated platforms should settle with a low market share; if the self-operated platforms settle in the hybrid platforms, then a higher price competition is advantageous for all members and can facilitate supply chain coordination.
本文重点分析了市场竞争下混合型电子商务平台上自营电子商务平台的结算选择策略。综合考虑市场份额、价格竞争、佣金、客户忠诚度等因素,建立了以平台为领导者、制造商为追随者的多领导者-追随者博弈模型。然后,我们借助一些数学技术对模型进行求解,并描述了一些数值实验,以分析自营平台的结算策略及其对网络中其他成员的影响。数值结果揭示了以下启示:较低的佣金率更适合自营平台;佣金率确定后,在较低的中等价格竞争下,自营平台更倾向于在混合平台中结算;当价格竞争激烈时,随着客户忠诚度的提高,自营平台应以较低的市场份额结算;如果自营平台在混合平台中结算,那么较高的价格竞争对所有成员都有利,并能促进供应链协调。
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引用次数: 0
Impact of Quality Investment and Vertical Shareholding in Hybrid Competing Supply Chains 混合竞争供应链中质量投资和纵向持股的影响
IF 1.9 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-09 DOI: 10.3390/systems12080292
Shouyao Xiong, Tao Zhou
Product quality is a key factor affecting consumers’ willingness to buy, providing greater advantages to an enterprise than product price. This paper investigates the impact of two factors, price and quality, on the operational decisions of hybrid competing supply chains. Supply chain I, which consists of a manufacturer and a retailer, is a decentralized structure. Supply chain II, where the manufacturer and retailer are integrated, is a centralized structure. Quality investment and vertical shareholding are introduced into the decentralized supply chain. Models are constructed for three different scenarios, examining whether the manufacturer makes a quality investment and whether the retailer holds shares in the quality investment. By comparing the equilibrium results, solved by the Stackelberg game method, the following conclusions are drawn: (1) Quality investment and shareholding can enhance product quality and price. (2) The retail price in a centralized supply chain is consistently lower than that in a decentralized one, leading to generally higher total profits for centralized supply chain. (3) The total profit of the decentralized supply chain only exceeds that of the centralized ones when the degree of substitution between products is lower than 0.6285 and the quality effort cost factor is within a specific range. While centralized supply chain is generally more advantageous, decentralized supply chain can outperform him under specific conditions.
产品质量是影响消费者购买意愿的关键因素,与产品价格相比,产品质量能为企业带来更大的优势。本文研究了价格和质量这两个因素对混合竞争供应链运营决策的影响。供应链 I 由制造商和零售商组成,是一种分散结构。供应链 II 由制造商和零售商组成,是一种集中式结构。在分散型供应链中引入了质量投资和纵向持股。针对三种不同情况构建模型,考察制造商是否进行质量投资以及零售商是否持有质量投资股份。通过比较用斯塔克尔伯格博弈法求解的均衡结果,得出以下结论:(1) 质量投资和持股可以提高产品质量和价格。(2) 集中式供应链的零售价格始终低于分散式供应链,导致集中式供应链的总利润普遍较高。(3)只有当产品之间的替代程度低于 0.6285 且质量努力成本系数在特定范围内时,分散供应链的总利润才会超过集中供应链。虽然集中式供应链一般更具优势,但在特定条件下,分散式供应链的表现也会优于集中式供应链。
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引用次数: 0
Cell Formation Problem with Alternative Routes and Machine Reliability: Review, Analysis, and Future Developments 具有替代路线和机器可靠性的单元形成问题:回顾、分析和未来发展
IF 1.9 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-07 DOI: 10.3390/systems12080288
Paulo Figueroa-Torrez, Orlando Durán, Miguel Sellitto
The Cell Formation Problem (CFP) is a widely studied issue that aims to group machines effectively based on criteria such as productivity, lower costs, and greater efficiency. In recent years, more characteristics were summarized relating to this problem. This paper provides a bibliographic examination of methodologies addressing the CFP in cellular manufacturing, focusing on novel approaches such as alternative routes and machine reliability. The articles were obtained from Scopus and Web of Science and filtered using the PRISMA methodology. Classification based on objective functions, constraints, and methodologies facilitated informative visualizations for analysis. Findings indicate a focus on capital utilization optimization, with cost reduction via intercellular moves minimization as the primary objective. Common constraints include limits on the number of machines per cell, restricting machines to a single cell and singular production routes per part. The genetic algorithm predominates as a non-exact solution approach, while the “ε-constraint” method is commonly used. This study offers insights into contemporary trends in solving the CFP with alternative routings and machine reliability, aiding researchers and professionals in the field to improve the quality of their investigations.
单元形成问题(CFP)是一个被广泛研究的问题,其目的是根据生产率、降低成本和提高效率等标准对机器进行有效分组。近年来,人们总结了更多与该问题相关的特征。本文从文献学角度对解决单元制造中 CFP 问题的方法进行了研究,重点关注替代路线和机器可靠性等新方法。文章来自 Scopus 和 Web of Science,并采用 PRISMA 方法进行了筛选。根据目标函数、约束条件和方法进行分类,有助于进行信息可视化分析。研究结果表明,资本利用率优化是重点,首要目标是通过细胞间移动最小化来降低成本。常见的约束条件包括限制每个单元的机器数量、将机器限制在单个单元以及每个零件的单一生产路线。遗传算法作为一种非精确的求解方法占主导地位,而 "ε-约束 "方法也很常用。本研究深入探讨了利用替代路线和机器可靠性求解 CFP 的当代趋势,有助于该领域的研究人员和专业人士提高研究质量。
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引用次数: 0
Complexity in Systemic Cognition: Theoretical Explorations with Agent-Based Modeling 系统认知的复杂性:基于代理建模的理论探索
IF 1.9 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-06 DOI: 10.3390/systems12080287
Davide Secchi, Rasmus Gahrn-Andersen, Martin Neumann
This paper presents a systemic view of human cognition that suggests complexityis an essential feature of such a system. It draws on the embodied, distributed, and extended cognition paradigms to outline the elements and the mechanisms that define cognition. In doing so, it uses an agent-based computational model (the TS 1.0.5Model) with a focus on learning mechanisms as they reflect on individual competence to gain insights on how cognition works. Results indicate that cognitive dynamics do not depend solely on macro structural elements, nor do they depend uniquely on individual characteristics. Instead, more insights and understanding are available through the consideration of all elements together as they co-evolve and interact over time. This perspective illustrates the essential role of how we define the meso domain and constitutes a clear indication that cognitive systems are indeed complex.
本文提出了人类认知的系统观点,认为复杂性是人类认知系统的基本特征。它借鉴了具身认知、分布式认知和扩展认知范式,概述了定义认知的要素和机制。在此过程中,它使用了一个基于代理的计算模型(TS 1.0.5模型),重点关注反映个人能力的学习机制,以深入了解认知是如何运作的。结果表明,认知动态并不完全取决于宏观结构要素,也不完全取决于个体特征。相反,通过对所有要素的综合考虑,以及它们随着时间的推移而共同演变和相互作用,可以获得更多的洞察力和理解力。这一观点说明了我们如何定义中观领域的重要作用,并清楚地表明认知系统确实是复杂的。
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引用次数: 0
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