Li Yingzi, Yang Mingxuan, Zhang Shuo
School of Economics and Management, University of Science and Technology Beijing, Beijing 100083, China.
School of Economics and Management, North China Electric Power University, Beijing 102206, China.
Math Biosci Eng. 2023 May 31;20(7):12731-12749. doi: 10.3934/mbe.2023568.
In the era of digital economy, enterprise research and development (R&D) tends to be open-source. Due to their limited resources, small and medium-sized enterprises (SMEs) can join open-source platforms to get additional creative resources and technical support. In this context, from the perspective of complex networks, the influence diffusion of SMEs after embedding open-source innovation networks is studied in this paper. First, an integrated simulation model including a network model, agent model and innovative diffusion model is constructed. Second, the influence diffusion strategy is proposed considering initial impact, embedding timing and connection mode (same-match and heterogeneous) of the enterprise. Third, the dynamic simulation of the influence diffusion process of SMEs demonstrates that embedding timing has a significant impact. There is no significant difference in the influence diffusion at the early and mature stages in the evolution process of open-source innovation networks. The initial impact of enterprises has a significant influence on the diffusion during the developing period, but the effect on its influence diffusion at the initial and mature stages is not obvious. Finally, in light of experiment results, it is clear that the open-source platform plays an important role on the growth of SMEs as evidenced by the close correlation between the spread of SMEs' influence within the open-source innovation network and the community's stage of development.
在数字经济时代,企业研发(R&D)趋于开源。由于资源有限,中小企业(SMEs)可通过加入开源平台来获取额外的创新资源和技术支持。在此背景下,本文从复杂网络的视角,研究了中小企业嵌入开源创新网络后的影响力扩散。首先,构建了一个包含网络模型、主体模型和创新扩散模型的综合仿真模型。其次,从企业的初始影响力、嵌入时机和连接方式(同配和异配)等方面提出了影响力扩散策略。第三,对中小企业影响力扩散过程的动态仿真表明,嵌入时机具有显著影响。在开源创新网络的演化过程中,早期和成熟阶段的影响力扩散没有显著差异。企业的初始影响力在发展期对扩散有显著影响,但对其在初始和成熟阶段的影响力扩散效果不明显。最后,根据实验结果可知,开源平台对中小企业的成长起着重要作用,这一点从中小企业在开源创新网络中的影响力传播与社区发展阶段之间的紧密关联中得到了证明。