• 제목/요약/키워드: acoustic emission signals

검색결과 356건 처리시간 0.024초

[0/90 0 ]s CFRP 복합재의 드릴작업손상과정 모니터링에 대한 AE의 적용 (The Application of AE for a Drilling Damage Process Monitoring in [0/90 0 ]s CFRP Composites)

  • 윤유성;권오헌
    • 대한기계학회논문집A
    • /
    • 제24권6호
    • /
    • pp.1491-1498
    • /
    • 2000
  • In recent years, CFRP composite materials have been increasingly used in various fields of engineering because of a high specific strength and stiffness properties. Drilling is one of the most impo rtant cutting processes that are generally carried out on CFRP materials owing to the need for the structural integration. However, delamination are often occurred as one of the drilling damages. Therefore, there are needs studying for the relationships between CFRP drilling and delamination in order to avoid low strength of the structures and inaccuracies of the integration. In this study, AE signals and thrust forces were used for the evaluations of the delamination from a drilling process in [0/900]s CFRP materials. And the drilling damage processes were observed and measured by a real time monitoring technique with a video camera. From the results, we found that the relationships between the delamination from drilling and AE characteristics and drill thrust forces for [0/900]s CFRP composites. Also, we proposed the monitoring method for a visual analysis of drilling damages.

다중 패턴 인식 기법을 이용한 DWT 전력 스펙트럼 밀도 기반 기계 고장 진단 기법 (Machine Fault Diagnosis Method based on DWT Power Spectral Density using Multi Patten Recognition)

  • 강경원;이경민;칼렙;권기룡
    • 한국멀티미디어학회논문지
    • /
    • 제22권11호
    • /
    • pp.1233-1241
    • /
    • 2019
  • The goal of the sound-based mechanical fault diagnosis technique is to automatically find abnormal signals in the machine using acoustic emission. Conventional methods of using mathematical models have been found to be inaccurate due to the complexity of industrial mechanical systems and the existence of nonlinear factors such as noise. Therefore, any fault diagnosis issue can be treated as a pattern recognition problem. We propose an automatic fault diagnosis method using discrete wavelet transform and power spectrum density using multi pattern recognition. First, we perform DWT-based filtering analysis for noise cancelling and effective feature extraction. Next, the power spectral density(PSD) is performed on each subband of the DWT in order to effectively extract feature vectors of sound. Finally, each PSD data is extracted with the features of the classifier using multi pattern recognition. The results show that the proposed method can not only be used effectively to detect faults as well as apply to various automatic diagnosis system based on sound.

웨이블렛-신경망을 이용한 부분방전 종류와 진단에 관한연구 (A Study on Diagnosis of Partial Discharge Type Using Wavelet Transform-Neural Network)

  • 박재준;전현구;전병훈;김성홍;권동진
    • 한국전기전자재료학회:학술대회논문집
    • /
    • 한국전기전자재료학회 2002년도 하계학술대회 논문집 Vol.3 No.2
    • /
    • pp.894-899
    • /
    • 2002
  • In this papers, we proposed the new method in order to diagnosis partial discharge type of transformers. For wavelet transform, Daubechies filter is used, we can obtain wavelet coefficients which is used to extract feature of statistical parameters (maximum value, average value, dispersion, skewness, kurtosis) about high frequency current signal per 3-electrode type (needle-plane electrode, IEC electrode and Void electrode.). Also. these coefficients are used to identify Signal of internal partial discharge in transformer. As a result. from compare of high frequency current signal amplitude and average value. we are obtained results of IEC electrode> Void electrode> Needle-Plane electrode. otherwise. In case of skewness and kurtosis, we are obtained results of Void electrode> IEC electrode > Needle-Plane electrode. As Improved method in order to diagnosis partial discharge type of transformers, we use neural network.

  • PDF

열연강판의 드릴링시 공구의 이상상태 검출에 관한 연구 (A Study on the Detection of the Abnormal Tool State in Drilling of Hot-rolled High Strength Steel)

  • 신형곤;김민호;김태영
    • 한국정밀공학회:학술대회논문집
    • /
    • 한국정밀공학회 2000년도 추계학술대회 논문집
    • /
    • pp.888-891
    • /
    • 2000
  • Drilling is one of the most important operations in machining industry and usually the most efficient and economical method of cutting a hole in metal. From automobile parts to aircraft components, almost every manufactured product requires that holes are to be drilled for the purpose of assembly, creation of fluid passages, and so on. It is therefore desirable to monitor drill wear and hole quality changes during the hole drilling process. One important aspect in controlling the drilling process is drill wear status monitoring. With the monitoring, we may decide on optimal timing for tool change. The necessity of the detection of tool wear, fracture and the abnormal tool state has been emphasized in the machining process. Accordingly, this paper deals with the cutting characteristics of the hot-rolled high strength steels using common HSS drill. The performance variables include drill wear data obtained from drilling experiments conducted on the workpiece. The results are obtained from monitoring of the cutting force and Acoustic Emission (AE) signals, and from the detection of the abnormal tool state with the computer vision system.

  • PDF

오스템퍼링 처리한 구상흑연주철의 AE신호에 의한 절삭공구 손상의 검출에관한 연구 (Detection of the Cutting Tool's Damage by AE Signals for Austempered Ductile Iron)

  • 전태옥;박흥식;이공영;예규현
    • 한국정밀공학회:학술대회논문집
    • /
    • 한국정밀공학회 1996년도 춘계학술대회 논문집
    • /
    • pp.526-530
    • /
    • 1996
  • In this paper, three different types of commercially tools-P20, NC123K and ceramic-have been used to working austempered ductile iron(ADI). In the austempered condition the materials are hard, strong and difficult to machine. Thus, we selected a optimum tool material among three different types of used tools in machining of austempered ductile iron. It was used acoustic emission(AE) to know cutting characteristic for selected tool and flank wear land of the ceramic too. The obtained results are as follows; (1) The ceramic tool among three different types of tools is the best in machining austempered ductile iron. (2) In case of ceramic tool, the amplitude level of AE signal(AErms) is mainly affected bycutting speed in cutting speed in cutting condition and it is proportioned to cutting speed. (3) There have the relationship of direct proportion between the amplitude level of AE signal and flank wear land of the tool. (4) If it find the value of AErms at each cutting speed, the in-process detection to ceramic tool's wear is possible

  • PDF

Influence of Illumination on Domain Switching and Photovoltaic Current in Poled $(Pb_{1x}La_x)TiO_3$ Freeoelectric Ceramics

  • Park, Si-Kyung;Park, Dong-Gu;Kim, Sung-Ryul
    • The Korean Journal of Ceramics
    • /
    • 제6권3호
    • /
    • pp.267-271
    • /
    • 2000
  • The influence of photoexcited nonequilibrium carriers on domain switching and photovoltaic current was investigated in two kinds of poled La-modified PbTiO$_3$ferroelectric ceramics, (Pb$_{0.85}$La$_{0.15}$)TiO$_3$and (Pb$_{0.76}$La$_{0.24}$)TiO$_3$, under illumination in the absence of external electric field. Both photovoltaic current and cumulative AE event counts increased with illumination time. The observed nonsteady-state photovoltaic current could be explained on the basis of the cycles of a series of physical events consisting the establishment of space charge field by photoexcited carriers trapped at the grain boundaries, the photoinduced domain switching, and the increase in the remanent polarization. An analysis of energy distribution of the observed AE signals also revealed that the space charge field in (Pb$_{0.85}$La$_{0.15}$)TiO$_3$allowed both 18$0^{\circ}C$ and 90$^{\circ}$domains to be switched during illumination.

  • PDF

이산 웨이블렛 변환 기법을 이용한 변압기 열화신호의 특정추출에 관한 연구 (A Study on Feature Extraction of Transformers Aging Signal using Discrete Wavelet Transform Technique)

  • 박재준;김면수;오승헌;김성홍;권동진;송영철;안창범
    • 한국전기전자재료학회:학술대회논문집
    • /
    • 한국전기전자재료학회 2000년도 춘계학술대회 논문집 유기절연재료 방전 플라즈마
    • /
    • pp.5-12
    • /
    • 2000
  • 본 연구에서, Daubechies'Mother Wavelet를 이용한 이산 웨이블렛 변환(Discrete Wavelet Transform)에 기초한 새롭고 효과적인 특정추출방법을 제안하였다. 특정추출을 이용하여 응용방향을 설명하고 또는 통계적 파라메터의 평가를 행하였다. 본 연구에서는 다음과 같은 몇 가지 사실을 알 수 있었다. 1. 시스템에서 발생된 (인가전압이 0[V]) 노이즈라 볼 수 가있는 렌덤노이즈(Random Noise)를 디지털필터인 FIR(Finite Impulse Response)필터를 통하여 상당한 노이즈를 억제할 수가 있었다. 2. 이산 웨이블렛 변환 시 레벨 1~4까지 변환한 결과 최적의 변환상태 Level-3을 기준으로 하였다. 3. 특정추출 파라메터는 음향방출신호의 최대값, 평균값, 분산, 왜도, 첨쇄도를 특정추출파라메터로 이용하였다. 4. 특정추출 결과를 이용하여 전체 열화시간 중 대표적 음향방출신호 중 초기열화신호, 중기열화신호, 말기열화신호를 얻을 수 있었다. 이런 특정추출을 통하여 변압기열화상태를 진단할 수 있는 가능성을 확인 할 수가 있었다.

  • PDF

Experimental study of rockburst under true-triaxial gradient loading conditions

  • Liu, Xiqi;Xia, Yuanyou;Lin, Manqing;Benzerzour, Mahfoud
    • Geomechanics and Engineering
    • /
    • 제18권5호
    • /
    • pp.481-492
    • /
    • 2019
  • Due to the underground openings, the tangentially concentrated stress of the tunnel remains larger at excavation boundary and decreases toward the interior of the surrounding rock with a certain gradient. In order to study the effect of different gradient stress on rockburst, the true-triaxial gradient and hydraulic-pneumatic combined test apparatus were carried out to simulate the rockburst processes. Under the different gradient stress conditions, the rock-like specimen (gypsum) was tested independently through three principal stress directions loading--fast unloading of single surface--top gradient and hydraulic-pneumatic combined loading, which systematically analyzed the macro-mesoscopic damage phenomena, force characteristics and acoustic emission (AE) signals of the specimen during rockburst. The experimental results indicated that the rockburst test under the gradient and hydraulic-pneumatic combined loading conditions could perfectly reflect the rockburst processes and their stress characteristics; Relatively high stress loading could cause specimen failure, but could not determine its mode. The rockburst under the action of gradient stress suggested that the failure mode of specimen mainly depended on the stress gradient. When the stress gradient was lower, progressive and static spalling failure occured and the rockburst grades were relatively slight. On the other hand, shear fractures occurred in rockbursts accounted for increasingly large proportion as the stress gradient increased and the rockburst occurred more intensely and suddenly, the progressive failure process became unconspicuous, and the rockburst grades were moderate or even stronger.

감육을 가지는 고압배관에 대한 탄성파의 Wavelet해석 (Wavelet Analysis of Elastic Wave for Wall Thinned High-Pressure Service Pipes)

  • 김진욱;안석환;이시윤;남기우;도재윤
    • 한국가스학회지
    • /
    • 제9권3호
    • /
    • pp.1-8
    • /
    • 2005
  • 배관은 사용기간 중에 여러 가지 열화에 의해 손상을 받으며, 그 중 감육(두께감소)이 발생하게 되면 심각한 결과를 초래할 수 있다. 따라서, 배관시스템의 보전유지를 위해서는 감육되어진 배관의 강도를 평가하는 것이 중요하다. 어떤 재료가 외부 응력 등에 의해 파괴 혹은 변형된다면 그 특징적인 탄성파가 변형메카니즘에 따라 여러 가지로 다르게 나타날 수 있다. 본 연구에서는 감육을 가지는 배관에서 감육결함의 길이 및 깊이를 다르게 상정하였을 때 나타나는 AE신호들에 대해 Wavelet Transform시스템을 이용하여 평가하였다. 또한,실배관의 굽힘시험을 통하여 기계적인 강도를 평가하였다. 결과로부터, 감육의 깊이비(d/t)의 정도에 따라 주파수 성분을 구별하는 것이 가능하였다.

  • PDF

저속충격에 의해 발생한 복합적층판 음향방출신호의 웨이블릿 분해 특성에 관한 연구 (Study on the Characteristics of Wavelet Decomposed Details of Low-Velocity Impact Induced AE Signals in Composite Laminaes)

  • 방형준;김천곤
    • 비파괴검사학회지
    • /
    • 제29권4호
    • /
    • pp.308-315
    • /
    • 2009
  • 구조물 손상시 방출되는 고주파 음향방출(AE)신호는 실시간 손상 감지에 유리하므로 지능형 구조물의 구조건전성 모니터 링에 널리 응용되고 있다. 하지만 복합 적층 구조물에서 방출되는 AE신호의 경우에는 복합재 구조의 특성상 전달 경로에 따른 신호의 감쇄정도가 일반 금속 구조물에 비해 상대적으로 크므로 손상 전후 신호진폭의 크기만을 비교하여 손상을 예측하는 방법은 손상 판단에 오류를 야기할 수 있는 여지가 있다. 따라서 복합적층 구조에서의 정확한 충격손상 예측을 위해서는 신호감쇄의 영향을 덜 받는 신호의 분석 방법이 필요하고 손상 전후 신호특성을 정량적으로 구분할 수 여는 인자의 선택이 필요하다. 본 연구에서는 구조물의 경계조건에 따른 신호특성 변화의 영향을 줄이기 위해 충격손상 발생후 선행적으로 전파되는 선행파(leading wave)의 특성변화를 신호처리에 이용하였으며, 웨이블릿 변환을 이용하여 신호를 분해하였다. 최종적으로 복합적층판의 저속충격 시험에서 압전 센서로 취득된 충간분리 신호를 처리하였으며, 분해된 웨이블릿 고주파 세부성분 사이의 점유율 분포를 이용하여 복합적층판의 손상을 판단하기 위한 신호처리 방법을 제시하였다.