A novel entropy-based sparsity measure for prognosis of bearing defects and development of a sparsogram to select sensitive filtering band of an axial piston pump

•An entropy-based sparsity measure is proposed for two main purposes.•First application is for the prognosis of bearing defects.•Second, to construct sparsogram for selecting sensitive filtering band.•Mathematical form of measure is established.