“New progress has been made in the research of the identification model for the origin of Ningxia Haiyuan fennel. Through GC-IMS technology, PLS-DA analysis, and VIP value screening, a stable and highly predictive identification model has been successfully constructed, providing new technical strength for the protection of authentic medicinal materials and national geographical indication agricultural products of Haiyuan fennel.”