DVFS-aware application classification to improve GPGPUs energy efficiency

•Exploring the effects of core and memory DVFS on the execution of GPU applications.•GPU characterization scheme validated on multiple GPU devices.•Classes of applications that characterize the impact of DVFS on their execution.•Average energy-savings of 20%, versus highest performance scenario.•Identification of situations with 20% energy-savings with 1% performance trade-off.