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Complex Adaptive Systems Modeling最新文献

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A modular multi-agent framework for innovation diffusion in changing business environments: conceptualization, formalization and implementation 变化商业环境中创新扩散的模块化多主体框架:概念化、形式化和实施
Q2 Mathematics Pub Date : 2020-07-24 DOI: 10.21203/rs.3.rs-47351/v1
S. Johanning, F. Scheller, Daniel Abitz, Claudius Wehner, T. Bruckner
Understanding how innovations are accepted in a dynamic and complex market environment is a crucial factor for competitive advantage. To understand the relevant factors for this diffusion and to predict success, empirically grounded agent-based models have become increasingly popular in recent years. Despite the popularity of these innovation diffusion models, no common framework that integrates their diversity exists. This article presents a flexible, modular and extensible common description and implementation framework that allows to depict the large variety of model components found in existing models. The framework aims to provide a theoretically grounded description and implementation framework for empirically grounded agent-based models of innovation diffusion. It identifies 30 component requirements to conceptualize an integrated formal framework description. Based on this formal description, a java-based implementation allowing for flexible configuration of existing and future models of innovation diffusion is developed. As a variable decision support tool in decision-making processes on the adoption of innovations the framework is valuable for the investigation of a range of research questions on innovation diffusion, business model evaluation and infrastructure transformation.
了解如何在动态和复杂的市场环境中接受创新是竞争优势的关键因素。为了理解这种扩散的相关因素并预测成功,基于经验的基于主体的模型近年来变得越来越流行。尽管这些创新扩散模型很受欢迎,但没有一个统一的框架来整合它们的多样性。本文提供了一个灵活的、模块化的和可扩展的公共描述和实现框架,它允许描述现有模型中发现的大量模型组件。该框架旨在为经验为基础的基于主体的创新扩散模型提供理论基础的描述和实施框架。它确定了30个组件需求,以概念化集成的正式框架描述。基于这一正式描述,开发了一个基于java的实现,允许灵活配置现有的和未来的创新扩散模型。作为创新采用决策过程中的可变决策支持工具,该框架对于研究创新扩散、商业模式评估和基础设施转型等一系列研究问题具有重要价值。
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引用次数: 9
Review of cellular biophysics and modeling: a primer on the computational biology of excitable cells 细胞生物物理学与建模综述:可兴奋细胞的计算生物学入门
Q2 Mathematics Pub Date : 2020-06-08 DOI: 10.1186/s40294-020-00072-8
Q. A. Chaudhry
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引用次数: 1
Multiobjective clustering algorithm for complex data in learning management systems 学习管理系统中复杂数据的多目标聚类算法
Q2 Mathematics Pub Date : 2020-04-28 DOI: 10.1186/s40294-020-00071-9
R. Ramadan, M. Alhaisoni, A. Khedr
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引用次数: 2
False data injection attack (FDIA): an overview and new metrics for fair evaluation of its countermeasure 虚假数据注入攻击(FDIA):概述及公平评估其对策的新指标
Q2 Mathematics Pub Date : 2020-04-23 DOI: 10.1186/s40294-020-00070-w
Mohiuddin Ahmed, A. Pathan
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引用次数: 54
Self-organizing topology for energy-efficient ad-hoc communication networks of mobile devices 移动设备节能自组织通信网络的自组织拓扑
Q2 Mathematics Pub Date : 2020-03-12 DOI: 10.21203/rs.3.rs-16912/v1
Indushree Banerjee, M. Warnier, F. Brazier
When physical communication network infrastructures fail, infrastructure-less communication networks such as mobile ad-hoc networks (MANET), can provide an alternative. This, however, requires MANETs to be adaptable to dynamic contexts characterized by the changing density and mobility of devices and availability of energy sources. To address this challenge, this paper proposes a decentralized context-adaptive topology control protocol. The protocol consists of three algorithms and uses preferential attachment based on the energy availability of devices to form a loop-free scale-free adaptive topology for an ad-hoc communication network. The proposed protocol has a number of advantages. First, it is adaptive to the environment, hence applicable in scenarios where the number of participating mobile devices and their availability of energy resources is always changing. Second, it is energy-efficient through changes in the topology. This means it can be flexibly combined with different routing protocols. Third, the protocol requires no changes on the hardware level. This means it can be implemented on all current phones, without any recalls or investments in hardware changes. The evaluation of the protocol in a simulated environment confirms the feasibility of creating and maintaining a self-adaptive ad-hoc communication network, consisting of multitudes of mobile devices for reliable communication in a dynamic context.
当物理通信网络基础设施出现故障时,诸如移动自组织网络(MANET)之类的无基础设施通信网络可以提供替代方案。然而,这要求MANET能够适应以设备密度和移动性以及能源可用性变化为特征的动态环境。为了应对这一挑战,本文提出了一种去中心化上下文自适应拓扑控制协议。该协议由三种算法组成,并使用基于设备能量可用性的优先连接来形成自组织通信网络的无环无标度自适应拓扑。所提出的协议具有许多优点。首先,它适应环境,因此适用于参与移动设备的数量及其能源可用性始终在变化的场景。其次,通过改变拓扑结构,它是节能的。这意味着它可以灵活地与不同的路由协议相结合。第三,该协议不需要在硬件级别上进行更改。这意味着它可以在所有现有手机上实现,而无需任何召回或硬件更改投资。在模拟环境中对该协议的评估证实了创建和维护自适应自组织通信网络的可行性,该网络由大量移动设备组成,用于在动态环境中进行可靠通信。
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引用次数: 13
Formal approach to model complex adaptive computing systems 复杂自适应计算系统建模的形式化方法
Q2 Mathematics Pub Date : 2020-02-12 DOI: 10.1186/s40294-020-0069-7
A. Jarrar, Abderrahim Ait Wakrime, Y. Balouki
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引用次数: 3
Review of “The Model Thinker” by Scott Page 斯科特·佩奇的《模范思考者》书评
Q2 Mathematics Pub Date : 2020-01-03 DOI: 10.1186/s40294-019-0068-8
M. Niazi, László Barna Iantovics, Anatoly Temkin
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引用次数: 2
A tale of lock-free agents: towards Software Transactional Memory in parallel Agent-Based Simulation 无锁代理的故事:面向并行代理仿真中的软件事务存储器
Q2 Mathematics Pub Date : 2019-12-01 DOI: 10.1186/s40294-019-0067-9
Jonathan Thaler, Peer-Olaf Siebers
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引用次数: 1
Review of design optimization of fluid machinery: applying computational fluid dynamics and numerical optimization 流体机械设计优化综述:应用计算流体力学和数值优化
Q2 Mathematics Pub Date : 2019-12-01 DOI: 10.1186/s40294-019-0063-0
Q. A. Chaudhry, Q. Al‐Mdallal
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引用次数: 10
Review of “Exploratory Social Network Analysis with Pajek” by Wouter De Nooy, Andrej Mrvar and Vladimir Batageli 回顾Wouter De Nooy, Andrej Mrvar和Vladimir Batageli的“探索性社会网络分析与Pajek”
Q2 Mathematics Pub Date : 2019-12-01 DOI: 10.1186/s40294-019-0062-1
M. Niazi, Athanasios V. Vasilakos, Anatoly Temkin
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引用次数: 5
期刊
Complex Adaptive Systems Modeling
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