Natural dimensional variabilities of incoming fuselages affect the assembly speed and quality of fuselage joins in composite fuselage assembly processes. This paper introduces a new sparse-learning model for optimal shape control to minimize the maximum gap between fuselages, significantly improving assembly quality and efficiency.