Coupling and Coordination Analysis of Logistics Supply and Regional Economy Based on Balanced Constraint Clustering Algorithm

The logistics industry plays an important role in economic development, and there is a strong interdependence between the logistics industry and regional economic growth. To better understand and evaluate this relationship, this study proposed a research project on the coordinated development of the logistics industry and regional economy based on a constrained clustering algorithm. This study used a k-means equilibrium constrained clustering algorithm and coupled coordination model to measure the coordination level between logistics development and regional economic growth. The experimental results indicated that, although there is mutual influence between the logistics industry and regional economy, their development speed varied at different stages. Even if these two systems develop well, achieving high coordination remains challenging due to their uneven growth rates. Only when the development of the logistics industry is closely integrated with the development of the regional economy can true coordinated development be achieved.