In spectral-like resolution-WENO hybrid schemes, if the switch function takes more grid points as discontinuity points, the WENO scheme is often turned on, and the numerical solutions may be too dissipative. Conversely, if the switch function takes less grid points as discontinuity points, the hybrid schemes usually are found to produce oscillatory solutions or just to be unstable. Even if the switch function takes less grid points as discontinuity points, the final hybrid scheme is inclined to be more stable, provided the spectral-like resolution scheme in the hybrid scheme has moderate shock-capturing capability. Following this idea, we propose nonlinear spectral-like schemes named weighted group velocity control (WGVC) schemes. These schemes show not only high-resolution for short waves but also moderate shock capturing capability. Then a new class of hybrid schemes is designed in which the WGVC scheme is used in smooth regions and the WENO scheme is used to capture discontinuities. These hybrid schemes show good resolution for small-scales structures and fine shock-capturing capabilities while the switch function takes less grid points as discontinuity points. The seven-order WGVC-WENO scheme has also been applied successfully to the direct numerical simulation of oblique shock wave-turbulent boundary layer interaction. The multi-scales phenomena in such problems requires the numerical method to be high order and high resolution. To be reliable, a DNS of such flows must resolve these various scales, particularly smaller ones with accuracy in both amplitude and phase [2]. Concerning high-order and highresolution schemes, there have been upwind compact schemes [3,4], dispersion-relation preserving schemes [5] and wavenumber-extended finite difference schemes [6]. These schemes are all designed for high resolution of short waves with respect to the computational grid. Another highresolution schemes are explicit/compact central schemes [7] which have no dissipation resulted in providing spurious solutions and leading to inevitable stability problems [8,9].However, these methods above are limited to compute flows without discontinuities. To capture shocks, treating these methods nonlinearly is required [4]. For flows with discontinuities, WENO [10] schemes which have been demonstrated very promising shock-capturing capabilities and high order accuracy are widely used. However, numerical tests also indicate that classical WENO schemes are usually not optimal for computing turbulent flows or aeroacoustic fields because they are too diffusive for short waves [11].