Iranian Traditional Music Dastgah Classification

In this study, a system for Iranian traditional music Dastgah classification is presented. Persian music is based upon a set of seven major Dastgahs. The Dastgah in Persian music is similar to western musical scales and also Maqams in Turkish and Arabic music. Fuzzy logic type 2 as the basic part of our system has been used for modeling the uncertainty of tuning the scale steps of each Dastgah. The method assumes each performed note as a Fuzzy Set (FS), so each musical piece is a set of FSs. The maximum similarity between this set and theoretical data indicates the desirable Dastgah. In this study, a collection of small-sized dataset for Persian music is also given. The results indicate that the system works accurately on the dataset.

[1]  Sanghoon Jun,et al.  A fuzzy inference-based music emotion recognition system , 2008 .

[2]  Jerry M. Mendel,et al.  A comparative study of ranking methods, similarity measures and uncertainty measures for interval type-2 fuzzy sets , 2009, Inf. Sci..

[3]  V. Kreinovich,et al.  Gaussian membership functions are most adequate in representing uncertainty in measurements , 1992 .

[4]  Jerry M. Mendel,et al.  Encoding Words Into Interval Type-2 Fuzzy Sets Using an Interval Approach , 2008, IEEE Transactions on Fuzzy Systems.

[5]  J. Stephen Downie,et al.  Ten Years of ISMIR: Reflections on Challenges and Opportunities , 2009, ISMIR.

[6]  Lotfi A. Zadeh,et al.  The Concepts of a Linguistic Variable and its Application to Approximate Reasoning , 1975 .

[7]  Wen-Xiu Zhang,et al.  Hybrid monotonic inclusion measure and its use in measuring similarity and distance between fuzzy sets , 2009, Fuzzy Sets Syst..

[8]  P. Mahalanobis On the generalized distance in statistics , 1936 .

[9]  Joshua D. Reiss,et al.  The Persian Music and the Santur Instrument , 2005, ISMIR.

[10]  Stephen L. Chiu,et al.  Fuzzy Model Identification Based on Cluster Estimation , 1994, J. Intell. Fuzzy Syst..

[11]  Ali C. Gedik,et al.  Pitch-frequency histogram-based music information retrieval for Turkish music , 2010, Signal Process..

[12]  Teresa León,et al.  Fuzzy logic helps to integrate music theory and practice , 2010, International Conference on Fuzzy Systems.

[13]  H. Farhat The Dastgāh Concept in Persian Music: Dastgāh–e Čahārgāh , 1990 .

[14]  Arturo Camacho Detection of Pitched/Unpitched Sound using Pitch Strength Clustering , 2008, ISMIR.

[15]  Bryan Pardo,et al.  A Query by Humming System that Learns from Experience , 2007, ISMIR.

[16]  Etienne E. Kerre,et al.  Evaluating and Analysing Dynamic Playlist Generation Heuristics Using Radio Logs and Fuzzy Set Theory , 2009, ISMIR.

[17]  John G Harris,et al.  A sawtooth waveform inspired pitch estimator for speech and music. , 2008, The Journal of the Acoustical Society of America.