Land ecological security is the foundation for ecological environmental protection and regional sustainable development. Therefore, examining the land ecological security and spatial heterogeneity in the Yangtze River Economic Belt (YREB) in China can guide effective land ecological protection in this region. Using a driving force-pressure-state-impact-response (DPSIR) index system, a global super-efficiency slacks-based measure (SBM) model, and a backpropagation (BP) neural network model, this study evaluated the land ecological security in 126 YREB prefecture-level cities and then employed spatial correlation analysis to identify the spatial distribution characteristics. It was found that: (1) from 2012 to 2021, the land ecological security in the study area decreased and then increased, with the eastern and western regions being better than the central regions; (2) from 2015 to 2017, the high land ecological security was clustered in the Yangtze River Delta urban agglomeration and the low value was clustered in Yunnan Province, Hubei Province, and the Chongqing Municipality; (3) from 2022 to 2026, the land ecological security in the study area is expected to gradually increase, but in the southwest is expected to remain low. These research results provide a theoretical basis for the evaluation and prediction of land ecological security and practical guidance for land ecological protection in areas with similar natural conditions.
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