“…Currently, several techniques have continuously investigated to achieve quick and efficient extracting for volatile components including supercritical fluid extraction (SFE), enzymatic oil extraction, and pressurized liquid extraction (Conte et al, ; Gibbins, Aksoy, & Ustun, ; Han et al, ; Hu et al, ), among them, headspace solid‐phase micro‐extraction (HS‐SPME) is a common extraction method beneficial for isolation and preconcentration of volatiles with advantages of fast, simple, sensitive, and no solvent, prior to gas chromatographic analysis (Mesquita et al, ). However, high content of volatile compounds not necessarily has a high contribution value; thus, a parameter named “relative odor activity value (ROAV),” which was frequently combined with electronic nose and GC‐MS technology to assign the key odor compounds, was widely applied to evaluate the contributions of the single compound to the overall odor (Multari, Vall, Yang, & Suomela, ). Sun et al related key odor compound data of ROAV with principal component analysis (PCA) to reveal a clear classification of aroma profiling of star anise, and the cluster analysis showed a clear consistency with ROAV analysis results (Sun, Chen, Li, Liu, & Zhao, ).…”