• 제목/요약/키워드: Environment noise condition

검색결과 210건 처리시간 0.029초

Structural health monitoring data anomaly detection by transformer enhanced densely connected neural networks

  • Jun, Li;Wupeng, Chen;Gao, Fan
    • Smart Structures and Systems
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    • 제30권6호
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    • pp.613-626
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    • 2022
  • Guaranteeing the quality and integrity of structural health monitoring (SHM) data is very important for an effective assessment of structural condition. However, sensory system may malfunction due to sensor fault or harsh operational environment, resulting in multiple types of data anomaly existing in the measured data. Efficiently and automatically identifying anomalies from the vast amounts of measured data is significant for assessing the structural conditions and early warning for structural failure in SHM. The major challenges of current automated data anomaly detection methods are the imbalance of dataset categories. In terms of the feature of actual anomalous data, this paper proposes a data anomaly detection method based on data-level and deep learning technique for SHM of civil engineering structures. The proposed method consists of a data balancing phase to prepare a comprehensive training dataset based on data-level technique, and an anomaly detection phase based on a sophisticatedly designed network. The advanced densely connected convolutional network (DenseNet) and Transformer encoder are embedded in the specific network to facilitate extraction of both detail and global features of response data, and to establish the mapping between the highest level of abstractive features and data anomaly class. Numerical studies on a steel frame model are conducted to evaluate the performance and noise immunity of using the proposed network for data anomaly detection. The applicability of the proposed method for data anomaly classification is validated with the measured data of a practical supertall structure. The proposed method presents a remarkable performance on data anomaly detection, which reaches a 95.7% overall accuracy with practical engineering structural monitoring data, which demonstrates the effectiveness of data balancing and the robust classification capability of the proposed network.

의료기관내 전자파환경 실태와 그 영향 (I) (A study on Actual Condition and Interfererence of Electromagnetic Fields inside of The Hospital (I))

  • 이준하;신현진;유흠
    • 한국의학물리학회지:의학물리
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    • 제8권1호
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    • pp.53-67
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    • 1997
  • 일반적인 전자파환경 중에서 의료기관은 특수한 전자파환경을 형성하고 있다. 첨단전자산업의 발전과 함께 다양한 주파수와 전자계를 출력하는 의료장비는 그 출력자체가 진단이나 치료에 중요한 요소인 동시에 정밀한 장비에 교란을 줄 수 있는 요인을 지니고 있다는 점이다. 또 일반적인 휴대통신장비의 확산도 이러한 환경요인에 인자가 될 수 있다. 특히 중앙수술실이나, 중환자실, 인공신장실등의 의료장비가 밀집된 시설에서는 주파수나 강도면에서 다양한 형태의 전자파환경을 보였으며, 국내외 규정에서 정의하는 안전지침보다 사용거리나 그 강도면에서 열악한 것으로 나타났다. 특히 전기소작기 (전기메스)는 넓은 대역에 걸쳐 50㏈$\mu$V/m 이상의 강도의 전자파를 복사함으로서 상대적 전자파감성 장비에 대하여 보다 감쇄된 환경적 고려가 요구되고, 흔히 사용하는 보호자들의 이동전화기도 중환자실 출입구에서 사용할 경우 거의 100$\mu$V/m 가까운 복사잡음을 방출함으로서 금지 영역을 제정하여 배제할 필요성이 있다는 결론을 얻었다. 본 연구에서 의료기관내 특정 전자파환경을 파악하고, 그 실태에 따른 개선점을 지속적으로 보고함으로서 효과적이고 양질의 진료환경을 제공할 수 있다.

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인체 부착용 방사패턴 재구성 안테나의 SNR 및 BER 성능 분석 (Performance analysis of SNR and BER for radiation pattern reconfigurable antenna)

  • 이창민;정창원
    • 한국산학기술학회논문지
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    • 제16권6호
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    • pp.4125-4130
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    • 2015
  • 본 논문은 생체신호 (체온, 혈압, 맥박 등)를 측정하는 웨어러블 (Wearable) 디바이스에 장착된 인체 부착용 방사패턴 재구성 안테나의 통신성능 비교에 관한 논문이다. 제안된 안테나의 동작주파수는 블루투스 (Bluetooth) 통신 대역의 2.4 - 2.5 GHz 이며, 안테나의 최대이득은 1.96 dBi 이다. 제안된 안테나는 두 개의 RF 스위치 (PIN diode)를 이용하여 서로 반대방향의 빔을 생성하여 전자기파 신호를 효율적으로 송수신 한다. 또한 제안된 안테나는 탑 로딩(Top Loading)을 이용 세 가지의 각도 변경 ($30^{\circ}$, $90^{\circ}$, $150^{\circ}$)을 통해 각 방사패턴의 지향성 변화를 조사 하였다. 본 논문에서는 방사패턴 재구성 안테나를 통해 전파 간섭이 없는 전자파 차페실의 이상적인 전파환경과 실제 전파간섭이 존재 (Universal Software Radio Peripheral, USRP)하는 스마트 하우스 내에서 웨어러블 디바이스 안테나의 신호대 집음비 (Signal-to-Noise Ratio, SNR) 및 비트 에러율 (Bit Error Rate, BER) 성능 측정을 진행하였다. 두 경우의 측정 비교 시 SNR은 평균적으로 5 dB의 성능저하를 보이며, BER은 최대 10배 증가하여 수신 에러율 (Error rate of receiving signal)이 높아지는 것을 확인하였으며, 본 논문에서 측정한 SNR과 BER의 측정 결과로 전자파기기의 방해전파로 인한 성능저하를 수치상으로 예측 하였다.

The Detailed Design of the NISS onboard NEXTSat-1

  • Jeong, Woong-Seob;Park, Sung-Joon;Moon, Bongkon;Lee, Dae-Hee;Park, Won-Kee;Lee, Duk-Hang;Ko, Kyeongyeon;Pyo, Jeonghyun;Kim, Il-Joong;Park, Youngsik;Nam, Ukwon;Kim, Minjin;Ko, Jongwan;Im, Myungshin;Lee, Hyung Mok;Lee, Jeong-Eun;Shin, Goo-Hwan;Chae, Jangsoo;Matsumoto, Toshio
    • 천문학회보
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    • 제40권2호
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    • pp.39.3-40
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    • 2015
  • The NISS (Near-infrared Imaging Spectrometer for Star formation history) onboard NEXTSat-1 is the near-infrared instrument optimized to the first small satellite of NEXTSat series. The capability of both imaging and low spectral resolution spectroscopy in the near-infrared range is a unique function of the NISS. The major scientific mission is to study the cosmic star formation history in local and distant universe. For those purposes, the main targets are nearby galaxies, galaxy clusters, star-forming regions and low background regions. The off-axis optical design of the NISS with two linear variable filters is optimized to have a wide field of view ($2deg.{\times}2deg.$) as well as the wide wavelength range from 0.95 to $3.8{\mu}m$. The mechanical structure is considered to endure the launching condition as well as the space environment. The dewar inside the telescope is designed to operate the infrared detector at 80K stage. From the thermal analysis, we confirmed that the telescope and the dewar can be cooled down to around 200K and 80K, respectively in order to reduce the large amount of thermal noise. The stray light analysis is shown that a light outside a field of view can be reduced below 1%. After the fabrications of the parts of engineering qualification model (EQM), the NSS EQM was successfully assembled and integrated into the satellite. To verify operations of the satellite in space, the space environment tests such as the vibration, shock and thermal-vacuum test were performed. Here, we report the results of the critical design review for the NISS.

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우리나라 여성 주요 제조업 근로자들의 교대 작업에 대한 건강영향 평가 (Health Risks Related to Shift Work Among Female Workers of Major Manufacturing Industries in Korea)

  • 신의철;맹광호
    • Journal of Preventive Medicine and Public Health
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    • 제24권3호
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    • pp.279-286
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    • 1991
  • Much of the working population in developing countries are engaged in shift work now and the number of shift workers is not expected to decrease in the future mostly because the need for continuity of production is increasing. Therefore, the possible effects of shift work on health are of particular interest, and in fact, there have been many epidemiological studies on shift work since the first world war. However, no studies on health effects of shift work have been reported in Korea, and the existing studies in western world have arrived at quite different conclusions mainly because the conditions of work other than shift work, such as age and selection of workers, work environment, and labor conditions also influence the health of workers. This study was firstly carried out in Korea to investigate the health risks related to shift work with 2,093 female workers randomly selected from three major manufacturing industries in proportion to total number of female workers in those industries. Differences of work conditions other than shift work in this study were adjusted by multivariate analysis. Ma findings obtained from this study are as follows : 1. There were significant differences between shift and day workers in the distribution of age, type of industry, condition of noise and dust, regularity of mealtime, working position, and working duration. Shift workers tended to be younger, to have shorter working duration, to have more irregular mealtime, to work in standing position, and to work under more noisy and dusty environment than day workers. 2. Univariate analysis showed that shift work increased the Todai Health Index (THI) scores of digestive tract, respiratory tract, and mental instability symptom categories. Shift work also increased days of sickness absence and number of industrial accident per 100 workers per month. 3. Multivariate analysis that adjusted the differences of demographic, occupational and non-occupational health-related working conditions showed that digestive tract symptom and mental instability symptom scores were significantly higher in shift workers than those in day workers. Based on these study results, it is concluded that the shift work has significant effects on some psychophysiological conditions of the workers and the effects are also influenced by several other personal and working conditions.

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절수에 의한 mongolian gerbil 종뇌 및 간뇌에서 dopamine성 면역반응세포의 분포변화 (The change of dopaminergic immunoreactive cells in telencephalon and diencephalon of mongolian gerbil by water deprivation)

  • 송치원;이경열;박일권;정주영;권효정;이철호;현병화;이근좌;송운재;정영길;이강이;김무강
    • 대한수의학회지
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    • 제40권1호
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    • pp.1-16
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    • 2000
  • Nowadays, mongolian gerbil is notably utilized for the research of brain and water deprivation because of a congenital incomplete willis circle structure in the brain, audiogenic seizure in low noise, and special cholesterol metabolism without water absorption for a long time. In this study, we are intend to identify the morphological changes of the catecholaminergic neuron of brain according to the time lapse in the condition of long term water deprivation. 55 mongolian gerbil were divided 10 groups(control, 1, 2, 3, 4, 5, 10, 15, 20, 42th day water deprivation group), of which each group include 5 mongolian gerbils and 5 normal mongolian gerbils in control group were also used for brain atlas as a control. The brains were observed by the immunohistochemical stain using the TH, DBH and PMNT antibody. The results were as followings; 1. The nerve fibers of the TH-immunoreactive neuron were observed only in the and corpus striatum of the telencephalon. 2. Intensity of the immunostain of the nerve fiber in the cerebral cortex and corpus striatum was decreased gradually day by day after water deprivation. 3. The TH-immunoreactive nerve cells were observed in the paraventricular and periventricular nucleus of the 3rd ventricular in the hypothalamus of mongolian gerbil but the number of nerve cells were decreased from the first day of the water deprivation to the 10th day and increased until the 20th day, after than redecreased from the 20th day by the continuous water deprivation. The number of nerve fibers in this area were increased in the first day, but decreased from the 2nd day of water deprivation. The shape and density of the dopamine secreting cells in the brain of mongolian gerbil by the immunoreactive stain were changed in the continuous water deprivation. In this results, we can conclude that dopamine concerned in the water metabolism of mongolian gerbil, and mongolian gerbil could be used as an animal model for the research of water deprivation.

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A vision-based system for long-distance remote monitoring of dynamic displacement: experimental verification on a supertall structure

  • Ni, Yi-Qing;Wang, You-Wu;Liao, Wei-Yang;Chen, Wei-Huan
    • Smart Structures and Systems
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    • 제24권6호
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    • pp.769-781
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    • 2019
  • Dynamic displacement response of civil structures is an important index for in-construction and in-service structural condition assessment. However, accurately measuring the displacement of large-scale civil structures such as high-rise buildings still remains as a challenging task. In order to cope with this problem, a vision-based system with the use of industrial digital camera and image processing has been developed for long-distance, remote, and real-time monitoring of dynamic displacement of supertall structures. Instead of acquiring image signals, the proposed system traces only the coordinates of the target points, therefore enabling real-time monitoring and display of displacement responses in a relatively high sampling rate. This study addresses the in-situ experimental verification of the developed vision-based system on the Canton Tower of 600 m high. To facilitate the verification, a GPS system is used to calibrate/verify the structural displacement responses measured by the vision-based system. Meanwhile, an accelerometer deployed in the vicinity of the target point also provides frequency-domain information for comparison. Special attention has been given on understanding the influence of the surrounding light on the monitoring results. For this purpose, the experimental tests are conducted in daytime and nighttime through placing the vision-based system outside the tower (in a brilliant environment) and inside the tower (in a dark environment), respectively. The results indicate that the displacement response time histories monitored by the vision-based system not only match well with those acquired by the GPS receiver, but also have higher fidelity and are less noise-corrupted. In addition, the low-order modal frequencies of the building identified with use of the data obtained from the vision-based system are all in good agreement with those obtained from the accelerometer, the GPS receiver and an elaborate finite element model. Especially, the vision-based system placed at the bottom of the enclosed elevator shaft offers better monitoring data compared with the system placed outside the tower. Based on a wavelet filtering technique, the displacement response time histories obtained by the vision-based system are easily decomposed into two parts: a quasi-static ingredient primarily resulting from temperature variation and a dynamic component mainly caused by fluctuating wind load.

실내 환경에서 Chirp Emission과 Echo Signal을 이용한 심층신경망 기반 객체 감지 기법 (DECODE: A Novel Method of DEep CNN-based Object DEtection using Chirps Emission and Echo Signals in Indoor Environment)

  • 남현수;정종필
    • 한국인터넷방송통신학회논문지
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    • 제21권3호
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    • pp.59-66
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    • 2021
  • 인간은 오감 (시각, 청각, 후각, 촉각, 미각) 중 시각 및 청각 정보를 위주로 사용하여 주변 물체를 인식한다. 최신의 객체 인식과 관련한 주요 연구에서는 주로 이미지센서 정보를 이용한 분석에 초점이 맞추어져 있다. 본 논문에서는 다양한 chirp 오디오 신호를 관측공간에 방출하고 2채널 수신센서를 통해 echo를 수집하여 스펙트럼 이미지로 변화시킨 후 딥러닝을 기반으로 이미지 학습 알고리즘을 이용하여 3D 공간상의 객체 인식 실험을 진행하였다. 본 실험은 무향실의 이상적 조건이 아닌 일반적인 실내 환경에서 발생하는 잡음 및 echo가 있는 환경에서 실험을 진행하였고 echo를 통해 객체 인식률을 83% 정확도로 물체의 위치 추정할 수 있었다. 또 한 추론 결과를 관측공간과 3D Sound 공간 신호로 mapping 하여 소리로 출력하여 3D 사운드의 학습을 통해 소리를 통한 시각 정보를 얻을 수 있었다. 이는 객체 인식 연구를 위해서 이미지 정보와 함께 다양한 echo 정보의 활용이 요구된다는 의미이며 이런 기술을 3D 사운드를 통한 증강현실 등에 활용 가능할 것이다.

근로자의 산업보건 지식과 태도에 관한 조사연구 (A Survey on the Knowledge and Attitude of Workers Concerning Occupational Health)

  • 박영식;조수열;남철현
    • 한국환경보건학회지
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    • 제18권2호
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    • pp.3-18
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    • 1992
  • This research was carried out on 1,017 production workers for four months from May to August, 1991, to search more effective management method of their health by grasping their knowledge and attitude on industrial health. The results of this study can be summarized as follows: 1. As for general characteristics, 74.2% were male and 25.8% were female among the 1,017 workers. The two largest age groups were 30~39, 38.7%. As for education level, graduation from high school was 58.6%, 61.2% were married, 35.9% owned their house, and workers who worked more than 1 year less than 5 years was 52.9%, workers who worked 8 hours a day was 46.7%, the largest group income level was 60~69 thousand won 21.2%, and the degree of satisfaction with work was ordinary, 45.6%. 2. The degree of recognition concerning occupational diseases was 92.5% at a very high rate. Causes of occupational diseases under the present work field were in order of noise, dust, heavy metal. The largest group of the counterplan for prevention was an improvement of working environment, 62.0%. 3. The major cause that threatens worker's health was poor working environment, 31.4%. As the best method for workers' health management, working environment management was pointed. 4. As for health examination result, the response that it is of use to health management was 53.8%. As for examination method and result, 42.7% responded that they are formal. The practice period was more than once every six months as the largest group, and the highest desire for improvement was that they wants an exact information of the result. 5. 49.3% of the respondents know about the measurement of working environment an the response that the measurement is necessary to improve working environment was 57.9%, and that the results from the measurement were reflected on improvement an management 57.5%. Appropriate period to take a measurement was more than once per six months, 40.2% and per three months, 29.1%. 6. As for safety and halth instruction, 34.5% were educated for both, 38.2% for only safety education and just 4.6% for only health education. 51.9% responded that they had never been educated out of work place. The period of its practice was more than once a month, 39.5% and every three months, 21.3%. 7. The importance of safety and health showed that the one is equal to the other, 59.8%, that the one is more important, 29.6%, and that other is more important, 7.6%. 67.7% said the necessity of a safety and health manager. 8. In spite of more or less health obstacle of work environment, 14.9% of the respondents wanted to overwork to gain an allowance for over-time work, 39.9% didn't, and 40.2% according to condition and state. 9. As the most important cause of industrial accident, 40.2% indicated unsafe behavior. As for the individual protective instrument, 66.1% of all the respondents said they have worn it to protect industrial diseases. 10. As for the degree of understanding of the contents in Industrial Safety and Health Law and Industrial Law of Accident Insurance, an affirmative response was respectively 49.3% and 50.8% and the sources of safety-health information were televisions and radios, 28.0%. Therefore, it is necessary that we do positive working environmental improvement, continuous management and health education's inforcement to increase their health and prevent occupational diseases.

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영세사업장 보건관리 지원사업 실시 전후의 산업보건수준 비교 분석 (A Comparative Analysis of the Level of Occupational Health : Before and After the Subsidiary Program on Health Care Management of Small Scale Industries)

  • 정혜선
    • 한국직업건강간호학회지
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    • 제4권호
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    • pp.58-83
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    • 1995
  • The small scale industries which have less than 30 employees occupy 86.5% of total number of industries in Korea. And though they have higher accident rate and lower environmental condition than big industries, it has been not mandatory to appointing health care manager at factory. So, from 1993, government subsidizes to the health care management of small industries. The purpose of this study is to identify the real feature of health care status in small industries, and to evaluate the level of health care management, before and after the subsidiary program. 65 small plating industries which have been managed by the same health care management support institution in 1993 were selected for study. Of the 65 industries, 3 which have not taken both environmental evaluation and health screening in 1994, and 9 which have closed were excluded from study sample. And the remaining 53 were analyzed by using the results of environmental evaluation and health screening, reported to the Ministry of Labor, before and after the subsidiary program, the analysis was done by the comparison of the two year paired data of the same industry. Over-permissible-limit rate, health screening implementation rate, above grade C rate were calculated and compared. The status of health care management ; 1. Of the sample industries, 96.9% provide protective equipment and 80.0% set up ventilating system. Protective gloves (89.2%) and protective clothing (80.0%) are widely provided, but ear plugs (4.6%) are rarely provided. 21.5% of the protective equipment are well put on, and 40.4% of the ventilating systems function well. 2. In 1993, 35 industries, 53.8% of the sample, checked working environment twice. Over-permissible-limit rates of heavy metal (12.2%), suspended particle (11.1%), noise (5.5%) were high. To put on protective equipment and to set up local ventilating system were pointed out by the examiners. 3. General health screening was done at 63.1% of the sample industries and 35.3% of total workers were examined. Specific health screening was done at 93.8% of the sample industries and 75.4% of workers were examined. 15.5% of workers was provided to be above grade C and to have digestive system disease (43.3%), circulatory disease (18.9%), and hematopoietic disease (14.2%), etc. 4. In 1993, the subsidiary program of health care management was provided in forms of health education, health counseling, and rounding check of working field. And 61.5%, 83.0%, 55.4% of sample industries respectively received it. The average visit per industry was 1.8. Comparisons of the level of occupational health before and after the subsidiary program ; 1. Over-permissible-limit rates of hazardous factors of 1993 and that of 1994 were compared. The rates of suspended particle, noise, organic solvent of 1994 (37.5%, 13.4%, 24.2% respectively) were higher than that of 1993 (25.0%, 6.0%, 6.3% respectively). In the case of acid, there was no difference between the rate of 1993 and that of 1994. Only the rate of heavy metal decreased from 12.9% in 1993 to 3.0% in 1994. 2. General health screening was done at 38.7% of the sample industries in 1993 and at 44.6% in 1994. But the implementation rate of specific health screening decreased from 72.4% in 1993 to 64.6% in 1994. 3. The implementation rate of specific health screening was analyzed by some health factors. The rate of suspended particle increased from 61.8% in 1993 to 91.2% in 1994. But the rates of the others-noise, organic solvent, heavy metal, specific chemical substances-decreased. 4. Above grade C rate in health screening increased from 27.8% in 1993 to 35.5% in 1994. But that of endocrine disorders and pulmonary disease decreased.

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