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A study on fault diagnosis of marine engine using a neural network with dimension-reduced vibration signals (차원 축소 진동 신호를 이용한 신경망 기반 선박 엔진 고장진단에 관한 연구)

  • Sim, Kichan;Lee, Kangsu;Byun, Sung-Hoon
    • The Journal of the Acoustical Society of Korea
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    • v.41 no.5
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    • pp.492-499
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    • 2022
  • This study experimentally investigates the effect of dimensionality reduction of vibration signal on fault diagnosis of a marine engine. By using the principal component analysis, a vibration signal having the dimension of 513 is converted into a low-dimensional signal having the dimension of 1 to 15, and the variation in fault diagnosis accuracy according to the dimensionality change is observed. The vibration signal measured from a full-scale marine generator diesel engine is used, and the contribution of the dimension-reduced signal is quantitatively evaluated using two kinds of variable importance analysis algorithms which are the integrated gradients and the feature permutation methods. As a result of experimental data analysis, the accuracy of the fault diagnosis is shown to improve as the number of dimensions used increases, and when the dimension approaches 10, near-perfect fault classification accuracy is achieved. This shows that the dimension of the vibration signal can be considerably reduced without degrading fault diagnosis accuracy. In the variable importance analysis, the dimension-reduced principal components show higher contribution than the conventional statistical features, which supports the effectiveness of the dimension-reduced signals on fault diagnosis.

Effects of musical harmony on the suppression of tinnitus: preliminary basic study (음악적 화성의 이명 억제 효과: 선행 기초 연구)

  • Kim, Seong Chan;Hong, Geum Na;Choi, Min Joo
    • The Journal of the Acoustical Society of Korea
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    • v.41 no.5
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    • pp.545-556
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    • 2022
  • This study is a preliminary experiment to test on the effect of musical harmony on the suppression of the discomfort from tinnitus. The experiment was conducted on 25 adults with normal hearing. They listened to the three types (1. original music, 2. melody only, 3. harmony only) of Brandenburg concerto no. 3, G Major (J S Bach) and rated tinnitus annoyance scales. The results show that the tinnitus annoyance was significantly reduced when they listened to the tinnitus sound and any of the three types of the same musics compared to when listening to the tinnitus sound only (p < 0.019). Suppression of tinnitus was observed to be greater in the original music containing harmony and the harmony part only than in the music excluding the harmony part (the melody part only) (p < 0.012). The suppression effect was slightly better in the original music including the harmony part than in the harmony part only, but there was no statistical significance (p = 0.189). The experimental results suggest that the harmony in music plays an important role in suppressing tinnitus annoyance, compared to the melody. Validations with tinnitus patients are necessary to underpin the findings, which can enable us to embark further studies for making use of them for clinical applications.

Acoustic outputs from clinical ballistic extracorporeal shock wave therapeutic devices (임상에서 사용중인 탄도형 체외충격파 치료기의 음향 출력)

  • Cho, Jin Sik;Kwon, Oh Bin;Jeon, Sung Joung;Lee, Min Young;Kim, Jong Min;Choi, Min Joo
    • The Journal of the Acoustical Society of Korea
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    • v.41 no.5
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    • pp.570-588
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    • 2022
  • We scrutinized the acoustic outputs from the 70 shock wave generators of the 15 product models whose technical documents were available, among the 46 ballistic extracorporeal shock wave therapeutic devices of 11 domestic and 6 foreign manufacturers, approved by the Minster of Food & Drug Safety (Rep. Korea). We found that the acoustic Energy Flux Density (EFD), the most popular exposure parameter, was different by up to 563.64 times among shock wave generators at their minimum output settings and by up to 74.62 times at their maximum settings. In the same product model, the EFD was shown to vary depending on shock wave transmitters by up to 81.82 times at its minimum output setting and by up to 46.15 times at its maximum setting. The lowest EFD 0.013 mJ/mm2 at the maximum output settings was much lower (2.1 %) than the maximum value 0.62 mJ/mm2 at the minimum settings. The Large acoustic output differences (tens to hundreds of times)from the therapeutic devices approved for the same clinical indications imply that their therapeutic efficacy & safety may not be assured. The findings suggest the regulatory authority to revise her guideline to give clearer criteria for clinical approval and equality in performance, and recommend the authority to initiate a post-approval surveillance as well as a test in conformance between the data in technical documents and the real acoustic outputs clinically used.

A study on deep neural speech enhancement in drone noise environment (드론 소음 환경에서 심층 신경망 기반 음성 향상 기법 적용에 관한 연구)

  • Kim, Jimin;Jung, Jaehee;Yeo, Chaneun;Kim, Wooil
    • The Journal of the Acoustical Society of Korea
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    • v.41 no.3
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    • pp.342-350
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    • 2022
  • In this paper, actual drone noise samples are collected for speech processing in disaster environments to build noise-corrupted speech database, and speech enhancement performance is evaluated by applying spectrum subtraction and mask-based speech enhancement techniques. To improve the performance of VoiceFilter (VF), an existing deep neural network-based speech enhancement model, we apply the Self-Attention operation and use the estimated noise information as input to the Attention model. Compared to existing VF model techniques, the experimental results show 3.77%, 1.66% and 0.32% improvements for Source to Distortion Ratio (SDR), Perceptual Evaluation of Speech Quality (PESQ), and Short-Time Objective Intelligence (STOI), respectively. When trained with a 75% mix of speech data with drone sounds collected from the Internet, the relative performance drop rates for SDR, PESQ, and STOI are 3.18%, 2.79% and 0.96%, respectively, compared to using only actual drone noise. This confirms that data similar to real data can be collected and effectively used for model training for speech enhancement in environments where real data is difficult to obtain.

Affective responses to singing voice in different vocal registers and modes (보컬 음역대와 음악 조성에 따른 감상자의 정서반응)

  • Wu, Yingyi;Hyun-Ju Chong
    • The Journal of the Acoustical Society of Korea
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    • v.42 no.1
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    • pp.75-82
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    • 2023
  • The purpose of this study was to investigate listener's affective responses to different vocal registers and modes in terms of valence (i.e., negative to positive affect) and arousal (i.e., low to high energy level). The data were collected from four different conditions (i.e., higher and lower registers paired with major and minor modes). A total of 188 female college students participated in the survey online and rated their perceived valence and arousal levels on a visual analogue scale after listening to each excerpt. The two-way analysis of variance (ANOVA) was administered for data analysis. The results revealed that there were significant differences in the affective responses to the two vocal registers, showing that the arousal was more affected by the register than the valence. Secondly, mode had statistically significant impact on both valence and arousal while weighing more on valence. Further, there was significant interaction effect of vocal register and mode on valence, but not on arousal. Results also displayed that listeners had the most negative valence when listening to the excerpt of minor mode in higher register, while having the lowest arousal when listening to the excerpt of minor mode in lower register. These findings imply that it is important to consider the vocal range as well as the musical mode when selecting music for appreciation.

Evaluation of the acoustic environments of open-plan offices in Korean public buildings (국내 공공건축물 개방형 사무실 음환경 평가)

  • Sang Hee Park;Hye-Kyung Shin;Seung-Min Lee;Kyoung Woo Kim
    • The Journal of the Acoustical Society of Korea
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    • v.42 no.1
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    • pp.42-49
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    • 2023
  • Poor indoor acoustic environments negatively affect occupants. Previous research has shown that indoor acoustic environments affect not only task performance and job satisfaction of the occupants, but also their health and well-being. This study aimed for evaluating indoor acoustic environments of open-plan offices located in public buildings in Korea. It also aimed to review the matters that need to be considered in order to improve occupants' acoustic comfort. Indoor noise levels were measured in 13 sites; the measurements were conducted for five consecutive working days from Monday to Friday. The noise levels were evaluated based on the levels recommended by the ISO and the EU ALDREN project. The study found that most of the indoor noise levels measured in the sampled sites during the working hours met the ISO standard. In the case of the levels under unoccupied conditions at night, those at three sites did not meet the recommendation of the ALDREN. In addition, some characteristics of the sites had significant effects on the noise level. Since the exact acoustic performance of the building envelope could not be identified, future research is needed for investigating the relationship between accurate building performance and indoor acoustic environments.

A comparative study of cavitation inception of naval ship's propeller using on-board noise and vibration signals (선체 부착 소음/진동 센서를 이용한 함정 추진기 캐비테이션 초생 분석 비교 연구)

  • Hongseok Jeong;Hanshin Seol
    • The Journal of the Acoustical Society of Korea
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    • v.42 no.3
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    • pp.243-249
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    • 2023
  • The occurrence of cavitation on the propeller is directly linked to the naval ship's survivability, and it is necessary to design a propeller shape that delays the cavitation inception. However, the propeller cavitation can occur under various operating conditions, thus it is important to identify whether the propeller cavitation exists during operation as well as in the design phase. To this end, it is necessary to use noise or vibration signals on board to monitor the cavitation inception. In this study, a hydrophone and an accelerometer were installed on the ship hull right above the propeller to compare the performance of analyzing cavitation inception between acoustic and vibration signals. Also, a high speed camera was used to visually observe the occurrence of cavitation through an observation window. The measured results showed that the spectral shapes between acoustic and vibration signals were different, but the level increases at each frequency band and the overall level of the frequency band from 1 kHz to 10 kHz showed a similar tendency. The Detection of Envelope Modulation On Noise (DEMON) analysis also showed similar results for both acoustic and vibration signals, confirming that both hydrophones and accelerometers can be utilized in the analysis of cavitation inception.

Semiotic approach for humanities communication (인문학 소통을 위한 기호학적 접근)

  • Lee, Joo-Eun
    • Asia-pacific Journal of Multimedia Services Convergent with Art, Humanities, and Sociology
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    • v.7 no.1
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    • pp.949-958
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    • 2017
  • It is more urgent that the humanities have the capacity to cope with the many challenges that the humanities need to ask, seek and solve. At this point, I think that virtue that humanities should have is communication. As humanities are the study of human beings, if all the world that human beings perceive and experience is the subject of humanities, it is also the subject of semiotics, so that as our life changes, semiology also changes, Semiotics can be done with the closest friend created by humans, at that time providing the tools. I believe there is a reason why humanities in this age should speak semantics. We believe that this new semioticism can give a fresh impression to us who thought that the method and nature of truth pursued in natural science and humanities are totally different, and this is also a very experimental field and I believe that this area of future semiotics will be developed in the future. As such, semiotics is a discipline that shows reasons beyond boundaries, so the area it can deal with is also infinite. In Chapter 2 of this article, we first discuss what semiotics is as a meta-scholar. In Chapter 3, symbol and communication, and Chapter 4, in structural code, And metonymy.

Comparative analysis of inter-Korean acoustic terminology and proposal for integration (남북한 음향학 전문용어 비교 분석 및 통합안 제시)

  • Jiwan Kim
    • The Journal of the Acoustical Society of Korea
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    • v.42 no.4
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    • pp.271-284
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    • 2023
  • This study compared 431 acoustic terminology of South Korean industrial standards and North Korean national standards based on IEC 60050-801:1994 international standards. In addition, this study attempted to integrate acoustic terminology between the two Koreas. There were 139 (32.3 %) AA types with exactly the same form of terminology, 35 (8.1 %) Aa types with different spellings due to differences in linguistic norms, and 257 (59.6 %) AB types with completely different forms. Morphologically, there were more than twice as many different types of terminology as the same type. In the integration of acoustic terminology with different forms, 178 (61 %) North Korean terminology and 76 (26 %) South Korean terminology were adopted. we would like to overcome the limitations of this study through the following suggestions. First, the government should support academic exchanges between the two Koreas and encourage the establishment of common standards for acoustic terminology. Second, efforts should be made to share acoustic terminology data between the two Koreas and publish an integrated acoustic terminology dictionary. Third, South and North Korea should jointly launch a terminology committee to make efforts to revise international standards together.

Evaluation of floor impact sound and airborne sound insulation performance of cross laminated timber slabs and their toppings (구조용 직교 집성판 슬래브와 상부 토핑 조건에 따른 바닥충격음 및 공기전달음 평가)

  • Hyo-Jin Lee;Yeon-Su Ha;Sang-Joon Lee
    • The Journal of the Acoustical Society of Korea
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    • v.42 no.6
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    • pp.572-583
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    • 2023
  • Demand for wood in construction is increasing worldwide. In Korea, technical reviews of high-rise Cross Laminated Timber (CLT) buildings are under way. In this paper, Floor Impact Sound Insulation Performance (FISIP) and Transmission Loss (TL) of 150 mm thick CLT floor panels made of two domestic species, Larix kaempferi and Pinus densiflora, are investigated. The CLT slabs were tested in reverberation chambers connected vertically. When comparing Single Number Quantity (SNQ) of FISIP of the bare panels, the Larix CLT is 3 dB lower in heavy-weight and 1 dB in light-weight than the Pinus CLT. However, there was no difference when concrete toppings were added to improve the performance. As the concrete toppings became thicker, the heavy-weight was reduced by 9 dB ~ 20 dB, and the light-weight by 20 dB ~ 30 dB. And the analysis of these results with area density has confirmed that the area densities are highly correlated (R2 = 0.94 ~ 0.99) to the FISIP of the CLT. The types of CLT didn't affect the TL. Comparison of theoretical TL values with measured TL values has shown that the frequency characteristics are similar but 8 dB ~ 12 dB lower in measured values. The relationship between the TL and frequency characteristics of the tested CLT slabs was derived by using the correction value.