Structure and function are the inherent characteristics of each ecosystem providing various services such as clean air, extreme weather mitigation, and human mental and physical well‐being. The objective of this study is to develop a unified model combining Integrated Valuation of Ecosystem Services (InVEST), ecological network (EN), and correlation analysis to investigate changes in ecosystem structure, function, and process. In this context, carbon sequestration, soil reduction, and flood risk mitigation were quantified from 2000 to 2020 and predicted for 2040 using the Markov chain and Cellular automata (CA‐Markov) model. Finally, correlation analysis was used to analyze the relationship over time between the land use (LU) classes and the components of the forest EN of that provide and exchange desired ecosystem services (ES). Thus, the changes in land use in the region in recent years have been able to significantly reduce the ecosystem service in the region as well as changing the interaction between services. These changes, on the one hand, reduced the area of cores and increased isolated forest patches, and on the other hand, caused the horizontal expansion of cities and agricultural lands. If this trend continues, the decline in services provided by the ecosystem will persist into the future. Consequently, it can be said that structural changes in the ecosystem can lead to changes in the ecosystem services.