This field integrates frontier disciplines, including complexity science, AI, chemometrics, and optical devices, to develop fundamental theories and technologies for high-dimensional characterization and intelligent analysis of complex chemical systems (CCS). This direction aims to establish a unified micro-macro theory and methodology for the CCS.