Groove'' Singing: Analysis of J-Pop Music
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REVEALING THE SECRET OF “GROOVE” SINGING: ANALYSIS OF J-POP MUSIC Masaru Arai, Tastuya Matoba Mitsuyo Hashida Haruhiro Katayose formerly at Kwansei Gakuin University Soai University Kwansei Gakuin University friviera314,[email protected] [email protected] [email protected] ABSTRACT to synthesized musical stimuli covering a range of synco- pation levels and densities of musical events [9]. In music, “groove” refers to the sense of rhythmic “feel” Furthermore, the ideology of groove for rhythm sections or swing. Groove, which was originally introduced to de- has recently been expanded to continuous sound expres- scribe the taste of a bands rhythm section, has been ex- sion through melodic instruments, including vocal singing. panded to non-rhythmic sections and to several genres and Currently, singing voice information processing is devel- has become a key facet of popular music. Some studies oping considerably [10], and production software such as have analyzed groove by investigating the delicate beat nu- VOCALOID 1 is found worldwide. New technologies for ances of playing the drums. However, the nature of groove vocal expression serve as methods and tools to elaborate that is found in continuous sound has not yet been eluci- parameters of acoustic and melodic expression such as pitch, dated. To describe the nature of groove, we conducted an loudness, vibrato, portamento, and joint vowels and con- evaluative study using a questionnaire and balance method sonants [11–14]. However, the control method for the ex- based on signal processing for vocal melodies sung by a pression of “groove” singing remains obscure and under- professional popular music vocalist. We found that the developed. control over (voiced) consonants followed by vowels con- In this paper, we aimed to determine which properties of stitutes an expression that is crucial to groove in J-pop vo- vocal singing affect groove sensation. We recorded songs cal melodies. The experimental results suggest that time- with and without groove elements sung by a professional prolongation and pitch overshoot added to voiced conso- singer who can intentionally control groove expression, nants made listeners perceive the vowels that follow to be and we then analyzed and modified several parameters of more accentuated, eventually enhancing listeners percep- the recordings. Section2 describes our approach to groove tions of groove elements in vocal melodies. analysis and general information on our analysis. In Sec- tion3, we describe our analysis of the onset timing of 1. INTRODUCTION voiced consonants. Section4 describes two listening ex- The rhythm of some types of music causes listeners to tap periments that focus on the “overshoot,” technique, a pitch their feet and dance. This feeling is commonly referred to control feature of singing. as groove and has a strong affective component as well as a strong correlation with music appreciation [1]. Groove 2. GROOVE SINGING ANALYSIS APPROACH originally represented a taste for performance expression commonly found in jazz rhythm sections; it has since been “Groove” is a musical term related to rhythm expression. established as a form of rhythmic expression found in var- “Groove,” which was originally used to refer to the nu- ious forms of popular music such as salsa, funk, rock, fu- ances of a rhythm section, now refers to singing skill and sion and soul. especially to pop music vocalists. It is not difficult for hu- Previous studies have provided a strong consensus on the mans to distinguish “groove” singing from “Non-groove” definition of groove [1,2], and some researchers have quan- singing. However, the properties of singing that make us titatively analyzed rhythmic performances [3–8]. Okudaira feel that vocals have “groove” have not yet been eluci- et al. [3,4] analyzed onset timing and the loudness of snare dated. drum beats and reported that a micro-difference in onset To address this problem, we compared singing with and timing effectively expresses groove. Madison et al. [6] fol- without “groove” elements sung by a professional J-pop lowed this finding with an observation that tempo alone vocalist and estimated vocal properties that may affect “groove.” cannot explain groove, and they suggested that the main From this procedure, we found that control over consonant physical correlate of groove is syncopation [8]. Sioros et preceding vowels is a crucial property of “groove” singing. al. examined listeners experiences of groove when exposed As a result of this procedure, we find control of conso- nant preceding vowels is one of the crucial properties of Copyright: c 2016 Masaru Arai, Tastuya Matoba et al. This “groove” singing. We then investigated the effects of the is an open-access article distributed under the terms of the lengthening and pitch overshoot of voiced consonants on Creative Commons Attribution 3.0 Unported License, which permits unre- the expression of “groove” singing. stricted use, distribution, and reproduction in any medium, provided the original author and source are credited. 1 http://www.vocaloid.com/en/ Figure 1. Musical notes and F0 dynamics from [15] Figure 2. Histogram of deviation in consonant and vowel onset in human singing (Piece A) 2.1 Target Pieces and Recording 2.4 Analysis Focused on Voiced Consonants The music selected for the experiment needed to express groovy taste. Therefore, two type of music were selected: Our preliminary analysis on the onset timing of vocal notes Piece A is “La La La Love Song 2 ,” a middle tempo R&B suggested that there was no significant difference between and Piece B is “Love Rain (Koi no Ame) 3 ,” a slow ballad attacks among conditions with and without “grove.” Rather composed by Japanese singer Toshinobu Kubota, who is than attacks, the analysis suggested that the lengthening of known as one of the best singers of soul music in Japan. consonants preceding vowels may be a property of “groove” We recorded and analyzed pieces A and B with and with- singing. From this finding, we conducted a more detailed out “groove” elements, which were sung by a professional analysis of controls by timing phonemes and separating pop vocalist who is also an experienced vocal trainer of vowels from consonants. Then, another experiment was Japanese professional pop music vocalists. conducted to verify whether the pitch overshoot of voiced consonants preceding vowels may also constitute a prop- erty of “groove” singing. 2.2 Vocal Manipulation Tool During the listening test, singing materials with properties 3. COMPARISON OF ONSET TIMING that may affect “groove” are controlled. For this goal, we adopted STRAIGHT [13, 14], a tool that is capable of ma- This section compares the onset timing of consonants and nipulating voice quality, timbre, pitch, speed and other at- vowels in vocals with and without “groove” elements and tributes for research on speech and synthesis. The STRAIGHT presents an estimation of crucial property candidates of tool can be used to control the length and pitch of any “groove” singing. phoneme. An example of a pitch analysis using STRAIGHT is shown in Figure Figure1[15]. This figure shows that 3.1 Analysis of Vowel and Consonant Start Times the naturalness of singing involves pitch transitions (e.g., The lyrics of the target pieces used in our experiments are overshoot, undershoot and vibrato). written in Japanese. Japanese belongs to the ‘mora’ lan- guage, whereby each phoneme includes a consonant and 2.3 Comparison of Onset Timing vowel. We first analyzed deviations between vowel start times and those of preceding consonants. Most “groove” studies have analyzed drum beats. Thus, Figure2 shows histograms of the start times of vowels onset of drum beat timing is regarded as a crucial prop- and preceding consonants. In this figure, the start time of erty that causes listeners to experience “groove.” Based each phoneme is normalized, as the start time of a vowel is on prior investigations, we first compared the onset timing zero when the vowel starts at its nominal beat time. This of vocal melody beats between expressions with and with- figure suggests that vowels sung by skilled vocalists are out “groove.” The effects of properties of temporal control pronounced accurately on beat time, and there are no sig- emerging from the comparison were examined through lis- nificant differences between such features among songs tening experiments. sung with and without “groove” conditions. By contrast, the onset of consonants under “groove” conditions occurs 2 https://www.youtube.com/watch?v=prfepwJ5wZE earlier than under “non-groove” conditions. These results 3 https://www.youtube.com/watch?v=KuMD-FulT5s suggest that maintaining the tempo of vowels is a funda- mental skill of rhythmic expression, and other properties are used to positively express “groove” singing. Figure 4. Histogram of deviation in vowel and consonant onset in consonant-controlled singing (Piece A). All con- sonants are replaced with “m.” Figure 3. Histogram of consonant onset in human singing (Piece A) Phrase No. Human singing Consonant length Vowel onset a groove groove groove Figure3 shows histograms of consonant lengths, which b groove groove non-groove are divided more precisely. This figure shows that the lengths c groove non-groove groove of nasal and brush consonants are lengthened. That is, d groove non-groove non-groove some nasal consonants are intentionally lengthened com- e non-groove groove groove pared with other consonants in “groove” singing. f non-groove groove non-groove To verify that this control affects “groove” singing, we g non-groove non-groove groove recorded “groove” and “non-groove” singing samples whereby h non-groove non-groove non-groove all consonants were replaced with “m,” and we then com- pared these samples with the original recordings. Table 1. Phrase listening stimuli patterns Figure4 shows the results of this comparison, where the same procedure as shown in Figure2 was adopted for anal- ysis.