An a-posteriori adaptive estimator is presented and employed for solving vi
scous incompressible flow problems. In an effort to detect local flow featu
res and resolve flow details, an error estimation that is based on velocity
angle is investigated, analyzed and benchmarked by an exact solution which
is known as Kovasznay flow. It is found that the estimator is sensitive to
the variations of the derivative of the velocity direction field, and it c
an capture the region and refine grids where the velocity direction has abr
upt changes. Unstructured grids are adapted by employing local cell divisio
n as well as unrefinement of transition cells. The adaptive scheme is appli
ed to flow over a cavity, flow past a backward-facing step, and flow past a
n obstacle at different Reynolds numbers. The pressure oscillation which us
ually occurs in advection-dominated flow cases is suppressed by adding more
nodes at the most appropriate regions by using the velocity angle estimato
r, The results exhibit good accuracy and justify the applicability of the a
lgorithm.