This study focuses on analyzing the spatial distribution pattern and formation mechanisms of urban industrial clusters and aims to address the mismatch between industrial clusters and resource distribution. Firstly. the spatial distribution pattern of industrial clusters is analyzed using the kernel density estimation approach. Subsequently. https://www.alarecre.com/