Conceptualization, Shiwei Shao and Jing Tian; methodology, Jing Tian and Chang Ren; software, Yimin Huang and Yiheng Wang; validation, Shiwei Shao, Mengting Yu and Chang Ren; formal analysis, Shiwei Shao and Mengting Yu; investigation, Mengting Yu and Yimin Huang; resources, Shiwei Shao and Jing Tian; data curation, Shiwei Shao; writing—original draft preparation, Mengting Yu; writing—review and editing, Shiwei Shao and Jing Tian; visualization, Yimin Huang; supervision, Shiwei Shao and Jing Tian; project administration, Jing Tian; funding acquisition, Shiwei Shao All authors have read and agreed to the published version of the manuscript. This research was under the project Research on industrial evolution analysis and spatial optimization strategy based on urban residents’ behavioral decision, supported by the Open Fund of Key Laboratory of Urban Land Resources Monitoring and Simulation (grant number KF-2021-06-093) from Chinese Ministry of Natural Resources. It was alsosupported by Natural Science Foundation of China under grant number 41701439.