Abstract How to better coordinate construction development and regional landscape ecology in the process of urbanization is a realistic problem to be solved. This paper firstly constructs a multimodal language landscape ecological analysis and prediction model based on the patch-corridor-substrate theory for the urban geographical characteristics of Nanchang city and analyzes the urban dynamic data and landscape element change transfer by Markov transfer matrix combined with the entropy weight method to realize the analytical functions of land use change, landscape ecological pattern, spatial measurements, and landscape ecological health risk evaluation. It has been found that the landscape ecological condition of Nanchang City has generally deteriorated from 2005 to 2023, and the average value of the landscape ecological index has decreased. With the improvement of ecological environment laws and regulations, the city will develop in a more scientific, orderly, and sustainable direction, the degree of damage to the landscape will gradually decrease, and the landscape patches become more regular. The degree of forest land separation decreased from 1.932 to 1.228. The area of unutilized land continued to decrease, the degree of disturbance increased to 0.994, and the degree of loss increased to 0.342. The area of the lower ecological risk zone continued to decrease to 1,364.96km2. The proportion of the medium ecological risk zone decreased from 33.42% to 5.26%, and the area decreased by 1,996.77km2. The area of the high ecological risk and high ecological risk zones decreased by 400.72% respectively. Higher ecological risk and high ecological risk areas were reduced by 400.72km² and 31.91km², respectively, according to which this paper puts forward three landscape ecological optimization strategies, such as constructing an ecological network system, strengthening monitoring and early warning, and rationally planning land space. This paper is of great significance in carrying out a regional landscape ecological evaluation, regulating the spatial pattern of Nanchang, optimizing the use of regional land resources, and guaranteeing the sustainable development of the region.