A comparative analysis of computer network clustering methods is presented. The purpose of this study is to systematize, summarize, analyze and supplement the existing experience in describing and solving the problems of information security of cyber-physical systems; to make a general information basis for testing the considered methods on their own datasets and the subsequent implementation of their own approach to computer network clustering in cybersecurity tasks.