Abstract:This paper establishes three evolutionary models of mutual benefit symbiosis, partial symbiosis and competition symbiosis, and analyzing the main body agglomeration evolution mechanism of high-tech industrial agglomeration ecosystem; establishes an entropy change model and analyzing the overall evolution mechanism of ecosystem; based on life cycle theory, revealing the evolution dynamics and mechanism of various stages of ecosystems in high-tech industrial clusters. Finding: (1) Under the condition of mutual benefit and symbiosis, the output of the high-tech supply community and the demand enterprise community after symbiosis is greater than the output before the symbiosis. (2) Under the condition of partial symbiosis, the output level of supporting enterprises will be higher than the output level when enterprises operate independently. (3) Moderate competition is conducive to maintaining the competitive symbiosis of the main body of the innovation ecosystem. Based on this, the paper puts forward policy recommendations to effectively promote the sustainable development of high-tech industrial clusters.