A A A Relationships between loudness and preference judgments for fan sounds as a function of the reference sound pressure level Eike Claaßen 1 Acoustics Division, Department of Medical Physics and Acoustics, Excellence Cluster Hearing4all Carl von Ossietzky University Oldenburg, Carl-von Ossietzky-Str. 9-11, 26129 Oldenburg, Germany Stephan Töpken Acoustics Division, Department of Medical Physics and Acoustics, Excellence Cluster Hearing4all Carl von Ossietzky University Oldenburg, Carl-von Ossietzky-Str. 9-11, 26129 Oldenburg, Germany Steven van de Par Acoustics Division, Department of Medical Physics and Acoustics, Excellence Cluster Hearing4all Carl von Ossietzky University Oldenburg, Carl-von Ossietzky-Str. 9-11, 26129 Oldenburg, Germany ABSTRACT In a prior study, the level of fan test sounds was adjusted in a listening test using an adaptive procedure, until they became equally loud or equally preferred as a reference sound at a fixed level. Depending on the test sound, level reductions of up to 15 dB compared to the 60 dB(A) reference level were necessary to reach equal loudness or preference compared to the reference sound. It turned out that the preference-equivalent levels were highly correlated with the loudness-equivalent levels, indicating that the preference decision and the loudness judgment were closely related to each other. In a follow-up study, the measurements were extended towards a higher reference level of 75 dB(A) and a lower reference level of 45 dB(A). The preference-equivalent levels obtained at 75 dB(A) were again closely related to the loudness-equivalent levels. For the lower reference level of 45 dB(A), the preference-equivalent levels deviate from the loudness- equivalent levels by 3.5 dB on average and also the inter-individual variability increased. This result suggests an increasing e ff ect of additional fan-noise characteristics to play a role for the preference decisions on top of the perceived loudness especially at low absolute sound pressure levels. 1. INTRODUCTION Fans are a common noise source in people’s everyday life because they are necessary in many technical applications and systems. To acoustically quantify fan noise, the A-weighted sound pressure level is an established measure, which is also part of standards and regulations. With respect to the pleasantness or annoyance of fan noise, the A-weighted sound pressure level is often limited 1 eike.claassen@uol.de a slaty. inter.noise 21-24 AUGUST SCOTTISH EVENT CAMPUS O ¥, ? GLASGOW and psychoacoustic parameters can be beneficial to characterize and predict the evaluation of fan sounds [1], [2]. In order to enhance the A-weighted sound pressure level to better reflect the annoyance and e ff ects of sounds, level adjustments (penalties) can be a useful extension [3], [4], [5]. For a better characterization of the e ff ects of noise, rating levels including level adjustments are also used in some international standards, e.g. ISO1996 [6]. Level adjustments are also proposed for tonal components in noise by the German DIN45681 [7]. In previous studies loudness- and preference-judgments of fan sounds were determined in listening tests [5], [8]. In two experiments, loudness- and preference equivalent levels were measured using an adaptive procedure in which the level of a test stimulus is adjusted until it is equally loud or equally preferred as a fixed reference stimuli. The resulting level di ff erences between the test- and the reference sound at the point of subjective equality (PSE) can be interpreted as a level penalty or level adjustment. The results of the previous study showed strong similarities of loudness- and preference-judgments at reference levels of 60 and 75 dB(A) [8]. Recent listening tests carried out by the authors at a lower reference of 45 dB(A) showed that the preference judgments di ff er from the loudness judgments considerable.Therefore, this paper shows the relationship of relative loudness- and preference-judgements measured for reference levels of 75, 60 and 45 dB(A) in more detail. 2. METHOD The method in the present study is closely related to that of the prior study [5] but with a reduced set of sounds compared to the prior study. 2.1. Participants Twenty-four participants (12 female, 12 male) with a mean age of 24 years (ranging from 20 to 30) for the reference level of 75 dB(A) and a mean age of 25.1 ranging from 20 to 35) for the reference level of 45 dB(A) volunteered to participate in this study. The data at a reference level of 60 dB(A) is based on a randomly drawn sample of 24 participants (12 female, 12 male) from a previous study [5]. The mean age of the sample was 23.4 years (ranging from 20 to 29). The participants were mainly students from the University of Oldenburg and stated that they do not su ff ers from any kind of hearing impairment. The participants were compensated with 50 € (10 € per hour). Ethic approval was granted by the committee for research impact assessment and ethics of the University of Oldenburg (ethics application Drs EK / 2020 / 007). 2.2. Procedure The loudness-equivalent levels were determined using an adaptive procedure. In each trial, pairs of sounds consisting of a test sound and a common reference sound were presented in random order. Participants had to decide which sound is perceived louder. Based on the subject’s response, the level of the test signal was varied using an adaptive method while the level of the reference sound remained fixed. The adaptive measurements were realized as using a 2-Interval, 2-Alternative Forced Choice (AFC) method changing the level of the test signal with a on a one-up, one-down rule, which converges at the PSE. At the start of each adaptive track, the level of the test sound was the same as the respective reference sound level. The initial step size of the level change for the loudness experiment was 3 dB. After the second upper reversal the step size was reduced to 1.5 dB. The measurement phase consisted of four reversals with a step size of 1.5 dB for each adaptive track. The PSE was always calculated as the mean value over the last four reversal points of the adaptive track. The procedure for the determination of the preference-equivalent levels (Preference-Task) was essentially the same as in the loudness experiments. The level of the test sound was reduced when the reference was preferred and it was increased when the test sound was preferred. The underlying assumption here is that a reduction of the sound pressure level reduces the loudness and increases the pleasantness of a stimulus, which increases the probability to be preferred compared to the fixed reference sound. The preference experiment started with an initial step size of 6 dB which was halved after each upper reversal to a final step size of 1.5 dB. The adaptive track is terminated after 4 reversals with a step width of 1.5 dB. A custom AFC framework was used for implementing both adaptive measurement procedures in Matlab (The Mathworks) [9]. The overall experimental design was balanced out with respect to gender (female / male), the start sound-set (1-3) as well as the starting-task for every session (Loudness-Task / Preference-Task). The collection of the judgments is divided into three appointments on di ff erent days, each separated by a week. At an appointment, each participant carried out two separate experiments to determine the loudness- and preference-equivalent levels. 2.3. Stimuli Three sound-sets with seven stimuli each were compiled from the sounds of the previous study [5]. Twelve sounds were modified based on the base-signals B1 and C4 including a threefold variation with respect to the parameter N ratio and a twofold variation of N low for the two di ff erent base-signals, each. The rest of the signals were di ff erent recorded fan sounds, which are not included in the presented results, here. The reference sound was always a band-limited white noise between 200 and 500 Hz as in the prior study [5]. All stimuli had a duration of 3 s and were calibrated to the reference level of the specific experiment (75, 60 or 45 dB(A)). 2.4. Apparatus The listening experiments were conducted in a single-walled ( L ref = 75 and 60 dB(A)) or double- walled ( L ref = 45 dB(A)) listening booth. The background noise level inside both listening booths with a silent person present was 20.5 dB(A) and therefore close to the self noise level of 18 dB(A) of the used sound level meter (Norsonic Nor140). The stimuli were presented diotically with open headphones (Sennheiser HD 650) driven by the headphone output of an audio interface (RME Fireface UC) that was connected to a computer. The experimental task was visualized using a graphical user interface. Subjects could answer using a mouse, keyboard or a touchscreen in front of them. The calibration was carried out using a B&K 4134 microphone capsule in an Artificial Ear (B&K Type 4153) that was powered by a B&K Type 2669 microphone pre-amplifier and connected to a B&K Type 2610 measurement amplifier. 3. RESULTS In the following, the relationship of relative loudness-equivalent levels ( ∆ L loud ) and relative preference-equivalent level ∆ L pref compared to the reference levels of 75, 60 and 45 dB(A) will be presented based on the individual data in Section 3.1. The evaluation of the median values of the loudness- and preference-equivalent levels for all stimuli averaged across all participants is discussed in Section 3.2. An evaluation of the correlation coe ffi cients for both, individual and median values is discussed in Section 3.3. 3.1. Relationships between preference and loudness PSEs for individual data The relationship between ∆ L loud and ∆ L pref at the reference levels of 75, 60 and 45 dB(A) is shown in the three subfigures of in Figure 1. The scatter plots show the individual data for both base signals B1 and C4 for all 24 subjects. Each subfigure includes an individual regression line shown as a solid grey line and a one-to-one agreement is indicated by the dashed grey line. The median values calculated -40 -30 -20 -10 0 10 75 dB(A) r = 0.63 -40 -30 -20 -10 0 10 60 dB(A) L Pref (dB) r = 0.75 -40 -30 -20 -10 0 10 45 dB(A) r = 0.59 -40 -30 -20 -10 0 10 L Loud (dB) Figure 1: Scatter plots of individual data of relative preference-equivalent levels ∆ L pref and loudness- equivalent levels ∆ L loud for reference levels of 75, 60 and 45 dB(A) and both base signals B1 and C4 using open circles. The solid grey line indicates a linear regression and a one-to-one agreement is indicated by the dashed grey line. Table 1: Median values and interquartiles for ∆ L pref and ∆ L loud based on the individual data for the reference levels of 75, 60 and 45 dB(A). L ref ∆ L pref ∆ L loud Median Lower quartile Upper quartile Median Lower quartile Upper quartile 75 dB(A) -6.75 dB -10.88 dB -2.25 dB -4.88 dB -8.25 dB -2.25 dB 60 dB(A) -6.75 dB -10.88 dB -2.63 dB -5.63 dB -8.63 dB -2.81 dB 45 dB(A) -9.19 dB -14.81 dB -4.88 dB -5.63 dB -8.25 dB -3.38 dB over all data points for each reference level and the corresponding lower and upper quartiles are given in Table 1. For ∆ L pref the median values and lower and upper quartiles for the reference levels of 60 dB(A) and 75 dB(A) are of similar magnitude. In comparison to this, the median value for a reference level of 45 dB(A) is about 2.5 dB lower. Similarly, the lower quartile is about 4 dB lower and the upper quartile is about 2.5 dB lower than for the higher reference levels. The median values of ∆ L loud are similar for reference levels of 45 and 60 dB(A), while the median for a reference level of 75 dB(A) is approximately 1 dB higher. The lower and upper quartiles of ∆ L loud have approximately the same values for the three tested reference levels. Overall, the median attenuation values of ∆ L pref are higher compared to ∆ L loud for all reference levels, indicating that di ff erent criteria were used for the two di ff erent tasks. Furthermore, the interquartile ranges for ∆ L pref are larger compared to ∆ L loud at all reference levels, suggesting higher inter-individual di ff erences for the preference than for the loudness task. Especially at a reference level of 45 dB(A) some outlier data points for ∆ L pref are visible in Figure 1. Level reductions of up to 45 dB suggest that the adaptive tracks for these data points converged by accident because they are very close to or even below the absolute threshold of hearing. However, strong level reductions of more than 20 dB are also present for ∆ L pref at a reference level of 75 dB(A), which is well above the absolute threshold of hearing and for a di ff erent group of participants. For ∆ L loud no extreme outliers are apparent in the data for all reference levels. Due to no obvious systematic behind the outliers in terms of a single participant or a single sound being responsible for the outliers, we decided to retain these data points. 3.2. Relationships between preference and loudness PSEs for median data The relationships of the median values across participants for the relative loudness-equivalent levels ( ∆ L loud ) and relative preference-equivalent levels ( ∆ L pref ) at the reference levels of 75, 60 and 45 dB(A) are presented in Figure 2. Each symbol shows the median value and the corresponding interquartiles for the signals B1 (diamond marker) or C4 (circular marker) for 24 subjects. A linear regression is plotted as a solid grey line and a one-to-one agreement is indicated by the dashed grey line. Regarding their values of ∆ L loud and ∆ L pref no systematic di ff erences are apparent between the base signal B1 and C4 at any reference level. The regression lines for the reference levels of 60 and 75 dB(A) have a similar slope of about 1. The data obtained at a reference level of 45 dB(A) exhibits a slightly flatter slope of 0.9 between the preference and the loudness PSEs. Lager di ff erences occur for the intercepts of the regression lines. For 75 and 60 dB(A) the intercept 75 dB(A) n=24 60 dB(A) n=24 -18 -16 -14 -12 -10 -8 -6 -4 -2 0 B1 C4 r = 0.95 45 dB(A) n=24 -18 -16 -14 -12 -10 -8 -6 -4 -2 0 B1 C4 L Pref (dB) r = 0.93 -18 -16 -14 -12 -10 -8 -6 -4 -2 0 B1 C4 r = 0.93 -16 -14 -12 -10 -8 -6 -4 -2 0 L Loud (dB) Figure 2: Scatter plots of median values for the relative preference-equivalent levels ∆ L pref and loudness-equivalent levels ∆ L loud across the participants. Subplot show the data for the three reference levels of 75, 60 and 45 dB(A). The median values are based on the base sounds B1 (diamond markers) and C4 (circular markers). A linear regression line is shown by the solid grey line and a one-to-one agreement is indicated by the dashed grey line. Table 2: Correlation coe ffi cients r (Pearson) between ∆ L pref and ∆ L loud and the corresponding p - Values for the individual data (Figure 1) and the median data (Figure 2) for reference levels of 75, 60 and 45 dB(A). L ref Individual data Median values 75 dB(A) r = 0 . 63 p < 0 . 001 r = 0 . 95 p < 0 . 001 60 dB(A) r = 0 . 75 p < 0 . 001 r = 0 . 93 p < 0 . 001 45 dB(A) r = 0 . 59 p < 0 . 001 r = 0 . 93 p < 0 . 001 is -0.8 dB and -1.1 dB while for 45 dB(A) an intercept of -3.4 dB is observed. For a reference level of 45 dB(A), all median data points are also well below the dashed line indicating the one-on-one agreement. Apparently, the preference judgments di ff er in overall magnitude from the loudness judgements especially for a low reference level of 45 dB(A), although the correlation coe ffi cients are of similar magnitude for all three reference levels. 3.3. Correlation coe ffi cients for individual and median results An overview of the correlation coe ffi cients and the corresponding p-values for the three reference levels is shown in Table 2. Based on the individual data for ∆ L loud and ∆ L pref , correlation coe ffi cients of 0.63 for a reference level of 75 dB(A), 0.75 for 60 dB(A) and 0.59 for 45 dB(A) are obtained. For the median values across participants, the correlation coe ffi cients are considerably higher and of similar magnitude for all three reference levels. Although di ff erences in the intercepts could be identified for the low reference level, the loudness and preference PSEs seem to be closely linked to each other for all reference levels. 4. CONCLUSION For the investigated set of stimuli a close link between loudness and preference judgments was found for all three reference levels of 45, 60 and 75 dB(A). At a lower reference level of 45 dB(A) the preference judgments seems to decouple from the loudness judgments resulting in a shift of the regression line from the one-to-one agreement by more than 3 dB. The inter-individual di ff erences for ∆ L pref increase for reference levels of 45 dB(A) while the inter-individual di ff erences for ∆ L loud remain consistent for all reference levels. The results of the present study suggest that additional factors on top of the loudness play a role for the lower reference level compared to the higher reference levels. We assume that tonality might have an increasing influence on the preference judgment. ACKNOWLEDGMENTS The present study is part of a larger project dealing with the psychoacoustic characterization of fan noise, which was initiated by the Research Association for Air and Drying Technology (FLT e.V.) from Germany. The project is supported in the context of the program for industrial collective research by the German Federal Ministry for Economic A ff airs and Climate Action (BMWK) on the basis of a decision by the German Bundestag. REFERENCES [1] Roland Sottek and Klaus Genuit. 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