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The Intertemporal Evolution Model of Enterprise R&D Cooperative Network

机译:企业研发协作网络的跨步演变模型

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Cooperation plays an irreplaceable role in knowledge creation and innovation. Innovation cooperation among enterprises forms a complex network of enterprise R&D. Given the intertemporal R&D network evolution and the complex influence between stock knowledge, this study constructs a discrete indefinitely intertemporal evolution model of an enterprise R&D cooperation network. The model consists of two main parts, that is, first is how technological innovation depends on the structure of enterprise R&D cooperation network and the second is how the enterprise R&D cooperation network evolves according to the level of technological innovation. This work uses calculation experiment and simulation method to study the evolution characteristics of enterprise R&D network in different initial R&D network topology structures, such as Erdos–Renyi random graph, WS small-world network, and BA scale-free network, and determine how previous history, attractiveness, and reputation for enterprise influence the steady-state characteristics of R&D network evolution. Results show that (1) when the R&D network evolution reaches a stable state, the joint distribution of stock knowledge and the number of cooperative enterprises do not affect the initial R&D network topology. However, the evolution path of the enterprise R&D network is complicated by the initial R&D network topology. (2) Among the three factors through which enterprises make decisions, if the enterprise values previous history highly, then the stock knowledge in a steady state will dissipate; if the enterprise values reputation highly, then the stock knowledge in a steady state will decrease but always above a threshold; if the enterprise values attractiveness highly, then the stock knowledge in a steady state can rise to a high level. These conclusions have important theoretical values and practical significance for the promotion of enterprise scientific and technological innovation and cooperative research.
机译:合作在知识创造和创新中起着不可替代的作用。企业中的创新合作形成了一个复杂的企业研发网络。鉴于跨期研发网络演变和股票知识之间的复杂影响,这项研究构建了企业研发合作网络的离散无限期的跨期演化模型。该模型由两个主要部分组成,即首先是技术创新如何取决于企业研发合作网络的结构,第二个是企业研发合作网络的结构,即企业研发网络如何根据技术创新水平发展。这项工作采用计算实验和仿真方法研究不同初始R&D网络拓扑结构中企业研发网络的演化特性,如Erdos-renyi随机图,WS小世界网络和免费网络,并确定先前的方式企业的历史,吸引力和声誉影响了研发网络演化的稳态特征。结果表明(1)当研发网络演变达到稳定状态时,股票知识的联合分配和合作企业数量不影响初始研发网络拓扑。但是,Enterprise R&D网络的进化路径被初始R&D网络拓扑复杂化。 (2)在企业做出决策的三个因素中,如果企业价值高度,那么稳定状态的股票知识将消散;如果企业价值高度的声誉,那么稳定状态的股票知识将减少,但总是高于阈值;如果企业价值观高度吸引力,那么稳定状态的股票知识可能会增加到高水平。这些结论对促进企业科技创新和合作研究具有重要的理论价值和实践意义。

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