• 한국음향학회지
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• 제37권4호
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• pp.256-261
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• 2018

차량 내부에는 BSR(Buzz, Squeak, Rattle) 세 가지 유형의 소음이 발생한다. 본 논문에서는 심층 컨볼루션 신경망으로 추출한 소음 특징에 기반하여 자동으로 차량 내부의 BSR 소음을 분류하는 분류기를 제안한다. 차량 내부의 소음은 전처리 단계에서 STFT(Short-time Fourier Transform) 알고리즘을 사용하여 소음 맵으로 표현된다. 생성된 소음 맵 내부에서 실제 소음의 위치를 정확하게 파악하기 어려운 문제에 대처하기 위해서 슬라이딩 윈도우 방법으로 분할하였다. 본 논문에서는 t-SNE(t-Stochastic Neighbor Embedding) 알고리즘을 사용하여 심층 컨볼루션 신경망 내부 파라미터를 시각화하고 정성적인 방식으로 오분류데이터를 분석하였다. 분류된 데이터의 정량적인 분석을 위해 소음의 종류별 유사도를 SSIM(Structural Similarity Index) 수치에 기반하여 정량화하여 리트랙터의 떨림음이 정상주행음과 가장 유사하다는 것을 밝혔다. 제안하는 방법의 분류기는 기타 기계학습 알고리즘 대비 최고 분류 정확도를 달성하였다(99.15%).

• 한국음향학회지
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• 제38권3호
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• pp.334-339
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• 2019

차량 점용접 부위에서 BSR(Buzz, Squeak, Rattle) 소음 발생 가능성을 국부 진동을 사용하여 비파괴적으로 추정하는 진동기반 계측법을 제시한다. 용접부에 부착된 구조물에 의한 점용점 부위의 국부적인 진동을 유발하고 진동전달 특성을 파악한다. 관측된 진동 특성으로부터 국부 구조의 굽힘강성값을 도출하였다. 강성값의 변화로부터 점용접의 상태 강건성을 파악하였다. 제시되는 방법의 검증을 위해 부분적으로 용접품질이 변화된 시편을 제작하였다. 제작된 시편에서 계측된 진동 특성을 분석하였다. 용접 강건성에 의해 변화하는 특정 주파수 대역을 파악하였다. 구조별, 위치별 계측을 통해 제시된 방법으로 분별이 가능한지 검증하였다. 국부 진동 평가방법은 구조물의 용접 강건성을 생산 현장에서 파악하게 하는 평가방법으로써 BSR발생 가능성을 저감하기위한 생산 품질 확보에 사용될 수 있다.

• 한국음향학회지
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• 제37권5호
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• pp.309-316
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• 2018

차량 주행 성능이 정숙화되고, 고객의 감성 품질에 대한 기대치가 높아지면서, 주행 중에 불규칙으로 발생하는 이음에 대한 개선 연구가 다양하게 수행되고 있다. 자동차에서 이음은 인접한 부품간의 접촉면에서 발생한다. 접촉면에 진동 또는 힘 등의 외력 작용하면, 접촉 표면 사이에 물리적인 상호작용이 발생되어 이음이 발생하는 것이다. 본 논문에서는 지난 10여년 간 자동차에서 발생되는 이음 현상을 관찰하고, 개선하기 위한 연구를 수행하면서 정리한 것으로 이음의 종류와 발생 기본 원리를 개념적으로 설명하고자 한다. 이를 통해, 향후 자동차뿐 아니라 다른 산업계에서도, BSR(Buzz, Squeak, Rattle) 관련 개선 연구를 진행 하고자 하는 연구자에게 이음 현상을 파악하고, 개선안을 도출 하는 생각을 틀을 제공하여, 보다 향상된 연구가 진행될 수 있게 되길 기대한다.

• 한국소음진동공학회:학술대회논문집
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• 한국소음진동공학회 2006년도 추계학술대회논문집
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• pp.675-679
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• 2006

Today, the interior noise perceived by the occupants is an important factor in the design of automotive interior assemblies. Buzz, Squeak and Rattle Noises in a Seats are one of the major concerns mentioned above. In this study, the terms 'Buzz, squeak and rattle' were defined as the noise originating from structural vibrations in an assembly. And, the BSR noise of vehicle seat was investigated and the improvement of BSR noise level was confirmed though the structural treatment based on the structural analysis results from the modal and sound intensity of seat.

• 한국소음진동공학회:학술대회논문집
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• 한국소음진동공학회 2007년도 추계학술대회논문집
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• pp.617-621
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• 2007

Recent advances in automotive noise control engineering have reduced major sound sources in the vehicle, customers perceive Buzz, Squeak and Rattle (BSR) as one of important indicators of vehicle quality and durability. As the long-term goal, we expect to establish the integrated design cycle for the reduction of BSR noise in the early stage of development, which consist of design, prediction, and evaluation procedures. This is possible only with great bulk of experimental data for BSR noise. In this paper, BSR noise is experimentally identified for vehicle doors, which have been traditionally considered as one of main sources of BSR noise. Based on this result, we proposed method for the prevention of BSR noise in the vehicle doors.

• 한국소음진동공학회논문집
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• 제17권12호
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• pp.1217-1222
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• 2007

With recent advance in automotive noise control engineering reducing major sound sources in the vehicle, customers perceive Buzz, Squeak and Rattle (BSR) as one of important indicators of vehicle quality and durability. As the long-term goal, we expect to establish the integrated design cycle for the reduction of the BSR noise in the early stage of vehicle development. which consist of design, prediction and evaluation procedures. This is possible only with great bulk of experimental data for BSR noise. In this paper, BSR noise is experimentally identified for vehicle doors, which have been traditionally considered as one of main sources of BSR noise. Based on this result, we proposed systematic method for the prevention of BSR noise in the vehicle doors.

• 한국소음진동공학회:학술대회논문집
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• 한국소음진동공학회 2014년도 추계학술대회 논문집
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• pp.796-799
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• 2014

It is treated more seriously than ever as the customer requirements are becoming a high-quality and diversification. Among the various elements to affect customer's evaluation of automobile quality, BSR(buzz, squeak, rattle noise) are considered to be a mostly contributing factor. Rattle Noises in cockpit modules are one of the major concerns mentioned above. Recently, measurements of the BSR noise between the parts that make up the products from the perspective that the structural causes. For structures that make up material has not been any consideration of the BSR noise characteristics. The aim of this study is to clarify the characteristics of noise occurrence in vehicle cockpit module that consist of plastic material after measuring noise by rattle special testing instrument.

• 한국소음진동공학회논문집
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• 제20권7호
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• pp.644-650
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• 2010

Among various elements to affect customer's evaluation of vehicle quality, BSR(Buzz, Squeak, Rattle) are considered to be a mostly contributing factor. In this paper, we provide the test method which can be used to reduce the BSR noise of instrument panel in a vehicle. First, potential source regions of the instrument panel for BSR are localized by using the vibration-excitor and near-acoustic field visualization system. Then, subjective evaluation of BSR noise from the detected potential noise source regions is made with the Zwicker's loudness and time-varying loudness methods. This illustrative analysis reveals that current experimental methods can be used as a test procedure to systematically tackle BSR issues in early stage of the vehicle development cycle, which can result in the reduction of the production cost.

• 한국소음진동공학회논문집
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• 제22권6호
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• pp.550-555
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• 2012

Among the various elements affecting a customer's evaluation of automobile quality, buzz, squeak and rattle(BSR) have been considered to be major factors. In most vehicle manufacturers, the BSR problems are solved by find-fix method with the vehicle road test, mainly due to various excitation sources, complex generation mechanism and subjective response. To systematically tackle the BSR problems in early stage of the vehicle development cycle, these difficulties should be resolved. The aim of the present paper is to characterize the sound quality property of BSR noise that can be used to assess the subjective responses to BSR. The four sound metrics from Zwicker's sound quality parameter are computed for the signals recorded for eight BSR noise source regions localized by using the acoustic-field visualized results. Then, the jury test of BSR noise are performed. On the basis of the computed sound metrics and jury test result is evaluated to represent the harshness of BSR noise. It is expected that the developed BSR measuring system and sound quality properties can be used to reduce the automotive interior BSR noise in terms of subjective levels as well as objective levels.

• 한국소음진동공학회:학술대회논문집
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• 한국소음진동공학회 2012년도 춘계학술대회 논문집
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• pp.283-287
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• 2012

Recently, Most of diverse noise of vehicles has decreased competitively according to development of the automotive manufacturing technology. Especially, Passenger car manufacturers has been conducting buzz, squeak and rattle(BSR) noise test as a method of the noise evaluation tests to reduce an unpleasant sound from interior parts on the driving the car. The purpose of this paper is to confirm the change of the noise generated in the product after the reliability evaluation. Here by the BSR test procedure used the test regulation of 'G' company.