• 제목/요약/키워드: human error detection

검색결과 144건 처리시간 0.025초

MediaPipe를 이용한 목재 제조업 작업자의 근골격계 유해요인 평가 방법 (An Evaluation Method for the Musculoskeletal Hazards in Wood Manufacturing Workers Using MediaPipe)

  • 정성오;국중진
    • 반도체디스플레이기술학회지
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    • 제21권2호
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    • pp.117-122
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    • 2022
  • This paper proposes a method for evaluating the work of manufacturing workers using MediaPipe as a risk factor for musculoskeletal diseases. Recently, musculoskeletal disorders (MSDs) caused by repeated working attitudes in industrial sites have emerged as one of the biggest problems in the industrial health field while increasing public interest. The Korea Occupational Safety and Health Agency presents tools such as NIOSH Lifting Equations (NIOSH), OWAS (Ovako Working-posture Analysis System), Rapid Upper Limb Assessment (RULA), and Rapid Entertainment Assessment (REBA) as ways to quantitatively calculate the risk of musculoskeletal diseases that can occur due to workers' repeated working attitudes. To compensate for these shortcomings, the system proposed in this study obtains the position of the joint by estimating the posture of the worker using the posture estimation learning model of MediaPipe. The position of the joint is calculated using inverse kinetics to obtain an angle and substitute it into the REBA equation to calculate the load level of the working posture. The calculated result was compared to the expert's image-based REBA evaluation result, and if there was a result with a large error, feedback was conducted with the expert again.

CFIT 자율 회피를 위한 심층강화학습 기반 에이전트 연구 (Study of Deep Reinforcement Learning-Based Agents for Controlled Flight into Terrain (CFIT) Autonomous Avoidance)

  • 이용원;유재림
    • 한국항공운항학회지
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    • 제30권2호
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    • pp.34-43
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    • 2022
  • In Efforts to prevent CFIT accidents so far, have been emphasizing various education measures to minimize the occurrence of human errors, as well as enforcement measures. However, current engineering measures remain in a system (TAWS) that gives warnings before colliding with ground or obstacles, and even actual automatic avoidance maneuvers are not implemented, which has limitations that cannot prevent accidents caused by human error. Currently, various attempts are being made to apply machine learning-based artificial intelligence agent technologies to the aviation safety field. In this paper, we propose a deep reinforcement learning-based artificial intelligence agent that can recognize CFIT situations and control aircraft to avoid them in the simulation environment. It also describes the composition of the learning environment, process, and results, and finally the experimental results using the learned agent. In the future, if the results of this study are expanded to learn the horizontal and vertical terrain radar detection information and camera image information of radar in addition to the terrain database, it is expected that it will become an agent capable of performing more robust CFIT autonomous avoidance.

Applications of Ship Domain Theory to Identify Risky Sector in VTS Area

  • Gang, Sang-Guen;Jeong, Jae-Yong;Yim, Jeong-Bin
    • 해양환경안전학회지
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    • 제20권3호
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    • pp.277-284
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    • 2014
  • This paper describes the application method of bumper area defined in the ship domain theory and it is to identify risky sectors in VTS(Vessel Traffic Services) area. The final goal of this work is to develop early warning system providing the location information with high traffic risks in Mokpo VTS area and to prevent the human errors of VTS Officer(VTSO). The current goal of this paper is to find evaluation and detection method of risky sectors. The ratio between overlapped bumper area of each vessels and the summing area of a designated sector, Ratio to Evaluate Risk(RER) ${\gamma}$ is used as one of evaluation and detection parameter. The usability of overlapped bumper area is testified through three kinds of scenarios for various traffic situations. The marine traffic data used in the experiments is collected by AIS(Automatic Identification System) receiver and then compiled in the SQL(Structured Query Language) Server. Through the analysis of passing vessel's tracks within the boundary of Mokpo VTS area, the total of 11 sectors are identified as evaluation unit sector. As experiment results from risk evaluation for the 11 sectors, it is clearly known that the proposed method with RER ${\gamma}$ can provide the location information of high risky sectors which are need to keep traffic tracks of vessel movements and to maintain traffic monitoring by VTSO.

A Study on Efficient Design of Surveillance RADAR Interface Control Unit in Naval Combat System

  • Dong-Kwan Kim;Dong-Han Jung;Won-Seok Jang;Young-San Kim;Hyo-Jo Lee
    • 한국컴퓨터정보학회논문지
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    • 제28권11호
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    • pp.125-134
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    • 2023
  • 본 논문은 함정 전투체계에서 효율적인 탐색레이더 연동단 설계 방법을 제안한다. 제안된 탐색 레이더 연동단은 함정 전투체계 소프트웨어에서 공용화 모듈(Module)을 표준화한 구조를 적용하였다. 링크(Link)별 오류탐지 기능을 구현하여 링크 단절시 링크 단절에 대한 인지 속도를 높였다. 또한 HCI(Human-Computer Interaction)를 위해 주기적으로 전송하던 메시지를 데이터그램(Datagram)의 변화가 있을 때만 송신하여 콘솔(Console)의 처리 부하를 줄일 수 있다. 특히 제안 방법은 함정에서 저가형 상용 탐색레이더 채택 등으로 프로세싱(Processing) 능력이 뛰어나지 못한 경우 사격에 대한 명중 확인 및 영점 조절과 관련하여 워터폴 스코프(Waterfall Scope)와 시간 제한 물기둥 인지 방법으로 탐색레이더의 기능을 보완해줄 수 있다. 이를 통해 운용자의 사격 명중 판단이 용이해지고, 오인지 확률을 줄일 수 있으며, 탐색레이더의 가용자원을 추가로 확보할 수 있다.

3D 초음파 영상에서 방광 내 잔뇨량 추정을 위한 새로운 알고리즘 (A New Algorithm to Estimate Urine Volume from 3D Ultrasound Bladder Images)

  • 조태식;이수열;조민형
    • 대한의용생체공학회:의공학회지
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    • 제37권1호
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    • pp.31-38
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    • 2016
  • For the patients with bladder dysfunction, measurement of urine volume inside the bladder is very critical to avoid bladder failure. In measuring urine volume inside a bladder, low-resolution 3D ultrasound images are widely used. However, urine volume estimation from 3D ultrasound images is prone to big errors and inconsistency because of low spatial resolution and low signal-to-noise ratio of ultrasound images. We developed a new robust volume estimation algorithm which is not computationally expensive. We tested the algorithm on a lab-built ultrasound bladder phantom and volunteers. The average error rate of the human bladder volume estimation was 5.9% which was better than the commercial machine.

한국어 공통 음성 DB구축 및 오류 검증 (Common Speech Database Collection and Validation for Communications)

  • 이수종;김상훈;이영직
    • 대한음성학회지:말소리
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    • 제46호
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    • pp.145-157
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    • 2003
  • In this paper, we'd like to briefly introduce Korean common speech database, which project has been started to construct a large scaled speech database since 2002. The project aims at supporting the R&D environment of the speech technology for industries. It encourages domestic speech industries and activates speech technology domestic market. In the first year, the resulting common speech database consists of 25 kinds of databases considering various recording conditions such as telephone, PC, VoIP etc. The speech database will be widely used for speech recognition, speech synthesis, and speaker identification. On the other hand, although the database was originally corrected by manual, still it retains unknown errors and human errors. So, in order to minimize the errors in the database, we tried to find the errors based on the recognition errors and classify several kinds of errors. To be more effective than typical recognition technique, we will develop the automatic error detection method. In the future, we will try to construct new databases reflecting the needs of companies and universities.

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눈동자의 움직임을 이용한 휴먼 컴퓨터 인터랙션 (Eye Gaze toy Human Computer Interaction)

  • 권기문;이정준;박강령;김재희
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2003년도 컴퓨터소사이어티 추계학술대회논문집
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    • pp.83-86
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    • 2003
  • This paper suggests user's interface with computer by means of detecting gaze under HMD, head mounted display, environment. System is derived as follows; firstly, calibrate a camera in HMD, which determines geometrical relationship between monitor and captured image. Second, detect the center of pupil using algorithm of the center of mass and represent a gazing position on the computer screen. If user blinks or stares at a certain position for a while, message is sent to computer. Experimental results show the center of mass is robust against glint effects, and detecting error was 7.1%. and 4.85% in vertical and horizontal direction, respectively. To adjust detailed movement of a mouse takes 0.8 sec more. The 98% of blinking is detected successfully and 94% of clicking detection is resulted.

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이미지 자동배치를 위한 얼굴 방향성 검출 (Detection of Facial Direction for Automatic Image Arrangement)

  • 동지연;박지숙;이환용
    • Journal of Information Technology Applications and Management
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    • 제10권4호
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    • pp.135-147
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    • 2003
  • With the development of multimedia and optical technologies, application systems with facial features hare been increased the interests of researchers, recently. The previous research efforts in face processing mainly use the frontal images in order to recognize human face visually and to extract the facial expression. However, applications, such as image database systems which support queries based on the facial direction and image arrangement systems which place facial images automatically on digital albums, deal with the directional characteristics of a face. In this paper, we propose a method to detect facial directions by using facial features. In the proposed method, the facial trapezoid is defined by detecting points for eyes and a lower lip. Then, the facial direction formula, which calculates the right and left facial direction, is defined by the statistical data about the ratio of the right and left area in facial trapezoids. The proposed method can give an accurate estimate of horizontal rotation of a face within an error tolerance of $\pm1.31$ degree and takes an average execution time of 3.16 sec.

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혼합 위상 정보를 이용한 TTS 합성음 생성 알고리즘 (Speech Synthesis Algorithm Using Mixed Phase Information for TTS Systems)

  • 권철홍;이민규
    • 음성과학
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    • 제8권4호
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    • pp.35-43
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    • 2001
  • New speech synthesis algorithms capable of flexible prosody (especially F0) modification are desired for a high quality TTS system. TD-PSOLA is the most popular synthesis algorithm. The algorithm shows very high quality when F0 modification is limited. However, the quality degradation due to pitch epoch detection error becomes severe as the F0 modification factor becomes large. On the other hand, the vocoder framework is very flexible in F0 manipulation. The synthesized speech quality from the vocoder is far from natural human speech and suffers from buzziness. To remedy the buzzy quality from the vocoder and make more natural synthetic speech, we propose a mixed phase vocoder.

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PANEL 제어작업에서의 인적오류에 관한 연구 (The Detection and Estimation of Human Errors in the Control Task with Panels)

  • 부진후;이동춘
    • 대한인간공학회:학술대회논문집
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    • 대한인간공학회 1994년도 춘계학술대회논문집
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    • pp.158-170
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    • 1994
  • 인간-기계 시스템이 점차적으로 복잡하고 거대해짐에 따라 인간-기계 계면(man-machine interface)에서의 인간은 근운동을 요하는 육체적 작업에서 경계(vigilance), 제어(control), 감시 (monitoring), 추적(tracking) 등 정신적 업무로그 역할이 전이되는 등 시스템내에서의 인적요소의 중요성이 더욱 증가되고 있다. 이러한 시스템내에서의 주된 계면은 표시장치(display)와 제어장치 (control)들이며, 이들에 대한 인간공학적 설계와 배치가 효율적인 인간-기계 계면의 중요한 설계 요인이 된다. 본 연구에서는 동일한 작업에 대해 서로다른 배치를 가진 4개의 컴퓨터 시뮬레이션 표시장치 panel 실험을 통하여 panel 제어 작업에서의 표시장치와 제어장치의 설계형태나 배치에 따라 발생하는 인적오류를 정량적으로 예측, 검출하는 것을 그 목적으로 한다. 그리고 각 panel에 따른 수행도 척도로서 작업수행시간(operation time)과 오류율(error rate)을 검출하고, 그 결과에 의한 인적 오류 예측모형을 제시하여 인적오류를 감소시키는 보다 나은 panel을 설계하는데 활용가능 하게 하고, 더 나아가서는 인간신뢰성 기법에 적용시킬 수 있도록 기초자료를 분석하고 제시하고자 한다.

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