Local Universities are an important part of higher education in China. The discipline as the core element of higher education is the basic strategy unit which supports teaching, research and social services. The development level of the discipline represents higher education development. From the perspective of technological innovation in the development of disciplines, this paper studies the discipline evolution, which based on ant colony optimization theory. We constructed a mathematical model applied to the discipline evolution.