Research On Collaborative Innovation Optimization Of High-tech Enterprises Based On Membrane System

With the development of the market economy,innovation has increasingly become the source of an enterprise's and a country's core competitiveness.With limited resources,collaborative innovation has become an important way for enterprises to make full use of internal and external resources to improve scientific research capabilities and create core scientific research products since the 1960 s.Internal and external Collaborative innovation of enterprises all has received extensive attention.It is a complex system.External of the enterprise,universities,enterprises and research institutes have a non-linear collaborative innovation relationship.It is necessary to guarantee the smooth information flow or knowledge flow among them and the diversity of collaborative cooperation models.Internally,the company focuses on improving research and development capabilities,focuses on market changes,builds smooth communication of information among various departments and all elements,and seeks collaboration to create a positive and active atmosphere.In this process,more and more countries from a strategic point of view encourage collaborative innovation and generate synergistic effects of "1 + 1 > 2".Membrane computing is the first systematic framework for computational models inspired by cells,with salient features suitable for theoretical exploration and applied research,such as intrinsic regional segmentation characteristics,inherently discrete,non-deterministic,making membrane calculations It can adapt to the complexity and inaccuracy of the system process and can adapt to the changing development requirements of the complexity system.The numerical membrane system arises from the application of economics,and the numbers are the basic entities that cooperate with it.The numerical variables evolve from the initial value through the production function and the redistribution protocol.This is a non-deterministic type of membrane system that uses a polynomial production function.Among these,the value of the variable can be real,so it has important significance for the application of economics.Based on the basic structure of the membrane system,this paper proposes a collaborative innovation optimization model for each entity outside the enterprise based on the membrane system,emphasizing smooth communication between the external entities and collaboration.This model also emphasizes the supportive and encouraging role of the government in the collaboration of all parties through the support of relevant policy systems.At the same time,this paper analyzes the achievements made by Shandong high-tech enterprises in participating in different degrees of external collaborative innovation,and verifies the significance of the collaborative innovation model of external enterprises based on membrane systems.Based on the structure of the numerical membrane system,this paper proposes a new type of collaborative innovation model internal the enterprise,introduces a production function that expresses weights,and analyzes the differences in capital investment for different internal factors in the development process of high-tech companies in Shandong Province,verifying the internal main participation factors in the process of collaborative innovation,the analysis of the strength relationships between the factors,and the analysis of the company's development strategy to verify the practicality of the collaborative innovation model based on the numerical membrane system.This paper analyzes the different production effects of high-tech enterprises in Shandong Province due to participation in different levels of internal and external collaborative innovation activities,analyzes the importance of internal and external collaborative innovation activities,and proposes a collaborative innovation network model for internal and external enterprises.Based on this,this paper Proposed mechanism optimization recommendations.Outside the enterprise,it is necessary to ensure that all participants participate in full communication,achieve coordination and interoperability under a certain mechanism,form a consistent goal of collaborative innovation,pursue the achievement of collaborative innovation performance,and pay attention to the role of the government in encouraging and supporting the promotion of various entities.At the same time,it must insist on promoting its internal collaboration to carry out innovation research work,achieve innovation performance,adhere to the introduction of high-level talents,pay attention to the cultivation of skilled workers and high-quality talents within the company,in the process of market changes and development,with forward-looking efforts to build scientific research projects to make internal factors play an important role in the development of the company.In order to adapt to the market development and maximize the synergy effect,it is necessary to work hard in the double-sided collaborative innovation activities of the internal and external enterprise.