Abstract:At present, the degree of aging in our country is deepening, and the upsurge of advocating lifelong learning, building a lifelong education system and building a learning society is setting off, and the shortcomings of the scientific quality of the elderly group are becoming more and more prominent. The promulgation of the "Outline of Action Plan for National Science Literacy (2021-2035)" points out the direction for popular science venues to implement the "Scientific Literacy Improvement Action for the Elderly". By clarifying the relevant concepts such as "lifelong education", "elderly education" and "elderly education", this paper sorts out the research status of elderly education in Japan and my country, and points out that there are four problems in the popular science of the elderly in China. After thinking about the development of elderly education, through the case analysis of specific exhibitions and activities of Shanxi Geological Museum, Beijing Cultural Museum Exchange Hall, and Shanxi Museum, it is pointed out that on the basis of good understanding of concepts and hardware facilities, popular science venues should vigorously innovate and carry out activities suitable for the elderly. Based on its own characteristics, it actively integrates relevant resources with the community and senior universities, vigorously expands volunteer services for the elderly, and lays a solid foundation for promoting the practice of "active aging concept and healthy aging".