A Time-Series Phrase Correlation Computing System With Acoustic Signal Processing For Music Media Creation
Abstract
This paper presents a system that analyzes the time-series impression change in the acoustic signal by a unit of music phrase. The aim is to support the music creation using a computer (computer music) by bringing out composers' potentially existing knowledge and skills. Our goal is to realize the cross-genre/cross-cultural music creation. Our system realizes the automatic extraction of musical features from acoustic signals by dividing and decomposing them into “phrases†and “three musical elements†(rhythm, melody, and harmony), which are meaningful for human recognition. By calculating the correlation between the target “target music piece†and the “typical phrase†in each musical genre, composers are able to grasp the time-series impression change of music media by the unit of music phrase. The system leads to a new creative and efficient environment for cross-genre/cross-cultural music creation based on the potentially existing knowledge on the music phrase and structure.
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References
Schoenberg, Arnold, and Leonard Stein, Fundamentals of musical composition, Ed. Gerald Strang, Faber & Faber, 1970.
Dennis DeSantis, Making Music: 74 Creative Strategies for Electronic Music Producers, Ableton AG, 2015.
Casey, Michael, et al, Content-based music information retrieval: Current directions and future challenges, Proceedings of the IEEE 96.4 (2008): 668-696.
George Tzanetakis, and Emiru Tsunoo, Frontiers of Music Information Processing Technologies: Audio-based Classification of Musical Signals, Information Processing 50.8 (2009): 746-750. (in Japanese)
Tsunoo, Emiru, Nobutaka Ono, and Shigeki Sagayama, Musical Bass-Line Pattern Clustering and Its Application to Audio Genre Classification, ISMIR, 2009.
Yasushi Kiyoki, Database System for Calculating Kansei and Semantics: Memory System of Human and Information System, Keio SFC journal 13.2 (2013): 19-26. (in Japanese)
Takashi Kitagawa, Yasushi Kiyoki, and Youichi Hitomi, A Mathematical Model of Meaning and Its Implementation Method, DE 93.56 (1993): 25-32 (in Japanese)
Chalisa VEESOMMAI, and Yasushi KIYOKI, The rSPA Processes of River Water-quality Analysis System for Critical Contaminate Detection, Classification Multiple-water-quality-parameter Values and Real-time Notification, EMITTER International Journal of Engineering Technology, 2016
Kashino, Kunio, Gavin A. Smith, and Hiroshi Murase, A quick search algorithm for acoustic signals using histogram features—timeâ€series active search, Electronics and Communications in Japan (Part III: Fundamental Electronic Science) 84.12 (2001): 40-47.
Kosugi, Naoko, Yasushi Sakurai, and Masashi Morimoto, SoundCompass: a practical query-by-humming system; normalization of scalable and shiftable time-series data and effective subsequence generation, Proceedings of the 2004 ACM SIGMOD international conference on Management of data. ACM, 2004.
Davida Rochman, How to Read a Microphone Frequency Response Chart, Shure Blog, http://blog.shure.com/how-to-read-a-microphone-frequency-response-chart/
Sahidullah, Md, and Goutam Saha, Design, analysis and experimental evaluation of block based transformation in MFCC computation for speaker recognition, Speech Communication 54.4 (2012): 543-565.
Logan, Beth, Mel Frequency Cepstral Coefficients for Music Modeling, ISMIR, 2000.
Sokolova, Marina, and Guy Lapalme, A systematic analysis of performance measures for classification tasks, Information Processing & Management 45.4 (2009): 427-437.
Marsyas, GTZAN Genre Collection, http://marsyasweb.appspot.com/download/data_sets/
YAMAHA, KITTAR, http://ses.yamaha.com/kittar/ (in Japanese)
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