For attaching something comparatively light like wood to concrete, it's hard to beat the speed and comfort of hammer-set anchors.
You have to choose an anchor that consists of an unthreaded pin set into a metallic sleeve.
Simply drill a hole into the concrete wall, Place the wooden fixture...