Knowledge has emerged as a crucial resource that businesses can use to get an edge over rivals. In this sense, information exchange throughout cooperative invention is a crucial method of learning. The growth of innovation has made the innovation network a vital conduit for the dissemination of knowledge, which in turn can affect knowledge sharing. This study built a multilayer network environment for sharing knowledge based on complex network theory and knowledge management theory. The information-sharing channels and network components that affect knowledge sharing from both micro and macro perspectives were then identified. Based on this, computer simulation was used to examine the effects of node cohesion and weak connections on knowledge sharing in small-world and scale-free topologies. The results showed that in an innovation network with a scale-free topology, cohesion and weak ties had a great influence on the average knowledge level and knowledge equilibrium.

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