An excimer lamp constructed using a piezoelectric transformer (PT) has been developed and studied in our laboratory. The excimer lamp is based on the excitation of a dielectric barrier discharge (DBD) generated by a PT surface that induces a high voltage due to the piezoelectric effect. Spectroscopic measurement in the vacuum ultraviolet (VUV) region was performed for the excimer lamp filled with a He‐Xe mixture and Ar. Emission spectra having a peak at 172 and 126 nm were found, which were respectively radiated from the ${\rm{Xe}}_2^\ast$ and ${\rm{Ar}}_2^\ast$ excimers returning to their ground states. A self‐organization phenomenon (SOP) was also recognized in the He and Ar DBD. Static and time‐resolved observations of the self‐organized patterns were performed using single reflex and ICCD cameras, respectively. The formation of self‐organized patterns in argon requires a small amount of air as an additive. In time‐resolved observation, we found dark spots arrayed hexagonally in a weak emission on the PT surface, whose arrangement coincides well with that of bright hexagonal filaments. The dark spots are considered as the traces of accumulated charges on the dielectric electrode, which interrupt the hexagonally filamentary discharges. © 2012 Wiley Periodicals, Inc. Electron Comm Jpn, 95(10): 44–53, 2012; Published online in Wiley Online Library (wileyonlinelibrary.com). DOI 10.1002/ecj.10397