The progress in the theoretical analysis of high-orderaccurate weighted compact nonlinear schemes (WCNS) and applications to thecomplicated flows is summarized in this paper. The development ofhigh-order schemes is reviewed, focusing on WCNS. WCNS are analyzed with Fourier method and asymptoticstability theory. Some explicit WCNS are used tosolve multi-dimensional complicated flows.