Automatic Instrumental Raaga - A Minute Observation to Find Out Discrete System for Carnatic Music

The objective of this paper is to evolve a system, which automatically mines the raaga of an Indian Classical Music. In the first step Note transcription is applied on a given audio file in order to generate the sequence of notes which are used to play the song. In the next step, the features related to Arohana – Avarohana are extracted. The features of two/three songs are then selected in random and given as input to the training system. Totally songs of 72 melakartha raagas and 45 janya raagas are considered. Subsequently, work testing is done by extracting features of one or two songs of each raaga, which are given as inputs in the training part. The generated output indicates the identification of each raaga. Unique labeling has been done for each raaga, for the system to identify the set of trained raagas. In this work 7 instruments namely Veena, Saxophone, Violin, Nadaswaram, Mandolin, Flute and Piano are used. The database generated is trained and tested by using (1) Gaussian Mixed Model (2) Hidden Markov Model (3) K-Nearest Neighbor using Cosine distance and Earth Mover Distance to draw appropriate conclusions.

[1]  William J. Strong,et al.  Perturbations of Synthetic Orchestral Wind‐Instrument Tones , 1967 .

[2]  Andrew J. Viterbi,et al.  Error bounds for convolutional codes and an asymptotically optimum decoding algorithm , 1967, IEEE Trans. Inf. Theory.

[3]  A. Prasad,et al.  Gender Based Emotion Recognition System for Telugu Rural Dialects Using Hidden Markov Models , 2010, ArXiv.

[4]  Halson Vashon Eagleson,et al.  Identification of Musical Instruments When Heard Directly and over a Public‐Address System , 1947 .

[5]  R. Winston,et al.  The glass bead game : Magister Ludi , 1972 .

[6]  Barry Vercoe,et al.  Folk Music Classification Using Hidden Markov Models , 2001 .

[7]  B. Tarakeswara Rao,et al.  Automatic Raaga Identification System for Carnatic Music Using Hidden Markov Model , 2011 .

[8]  B Tarakeswara Rao,et al.  Automatic Melakarta Raaga Identification Syste: Carnatic Music , 2012 .

[9]  Melville Clark,et al.  Dependence of Timbre on the Tonal Loudness Produced by Musical Instruments , 1964 .

[10]  Rajeswari Sridhar,et al.  Swara Indentification for South Indian Classical Music , 2006, 9th International Conference on Information Technology (ICIT'06).

[11]  Chaitanya Mishra,et al.  TANSEN: A System for Automatic Raga Identification , 2003, IICAI.

[12]  M. Schroeder Period histogram and product spectrum: new methods for fundamental-frequency measurement. , 1968, The Journal of the Acoustical Society of America.

[13]  B Tarakeswara Rao,et al.  K-Nearest Neighbour and Earth Mover Distance for Raaga Recognition , 2011 .