Excitation source information is explored for language identification.
Implicit relations present in the LP residual samples are examined for LID task.
The magnitude component of LP residual is explored for discriminating languages.
The phase information present among LP residual samples is explored for LID task.
Combined LID systems are developed using source features to enhance LID accuracy.