Improved characterization of HRV signals based on instantaneous frequency features estimated from quadratic time-frequency distributions with data-adapted kernels.

•Improved quadratic TFDs with lag-independent kernels to characterize HRV signals.•Instantaneous frequency based HRV features for the detection of perinatal hypoxia.•The proposed TFD can enhance the ability of resulted features for hypoxia detection.