• 제목/요약/키워드: Human Error Prediction

검색결과 93건 처리시간 0.022초

THERP의 인간오류평가에 대한 적용연구 (A THERP Application for Assessing Human Error Rates)

  • 제무성
    • 한국안전학회지
    • /
    • 제17권4호
    • /
    • pp.173-177
    • /
    • 2002
  • THERP (Technique for Human Error Rate Prediction) methodology has been widely used for probabilistic safety assessments. The NUREG report involving this methodology is also called the HRA handbook. The THERP assumes that all actions involved in implementing a task are considered as components. In this paper human error rates associated with maintenance are evaluated by the THERP methodology. A gas governor system is used as an example which is also a risky system like nuclear power plants. It is also demonstrated that this approach is flexible in that it can be applied to any operator actions related to test and maintenance.

스미스 예측기와 그레이 예측 방법을 적용한 시간 지연이 있는 비 가시 환경에서의 원격로봇제어 (Teleoperation by using Smith prediction and Grey prediction with a Time-delay in a Non-visible Environment)

  • 정재훈;김덕수;이장명
    • 로봇학회논문지
    • /
    • 제11권4호
    • /
    • pp.277-284
    • /
    • 2016
  • A new prediction scheme has been proposed for the robust teleoperation in a non-visible environment. The positioning error caused by the time delay in the non-visible environment has been compensated for by the Smith predictor and the sensory data have been estimated by the Grey model. The Smith predictor is effective for the compensation of the positioning error caused by the time delay with a precise system model. Therefore the dynamic model of a mobile robot has been used in this research. To minimize the unstable and erroneous states caused by the time delay, the estimated sensor data have been sent to the operator. Through simulations, the possibility of compensating the errors caused by the time delay has been verified using the Smith predictor. Also the estimation reliability of the measurement data has been demonstrated. Robust teleoperations in a non-visible environment have been performed with a mobile robot to avoid the obstacles effective to go to the target position by the proposed prediction scheme which combines the Smith predictor and the Grey model. Even though the human operator is involved in the teleoperation loop, the compensation effects have been clearly demonstrated.

철도사고 위험도평가를 위한 철도 인간신뢰도분석 방법의 개정과 전산 소프트웨어의 개발 (Revision of the Railway Human Reliability Analysis Procedure and Development of an R-HRA Software)

  • 김재환;김승환;장승철
    • 한국철도학회논문집
    • /
    • 제11권4호
    • /
    • pp.404-409
    • /
    • 2008
  • 본 논문은 크게 두 가지 내용을 담고 있다. 하나는 기 개발된 철도 인간신뢰도분석 방법(R-HRA)의 개정에 관한 내용이며, 다른 하나는 개정된 R-HRA 방법에 기반한 R-HRA 지원 시스템의 개발이다. 개정된 R-HRA 방법은 분석자간 일관성을 유지하기 위한 직무분석 지침의 제공과 영향인자의 분류에 특징을 두고 있으며, R-HRA 지원 시스템은 인간신뢰도분석을 위한 정보의 수집, 내 외적 오류유형을 포함한 정성적 오류분석, 오류확률의 정량화, 전체 분석결과의 문서화 작업 등을 지원하고 있다. 개정된 R-HRA 방법과 지원 소프트웨어는 철도 사고 시나리오에서 발생 가능한 인적오류 가능성을 효과적이고 효율적으로 분석할 수 있도록 지원할 수 있을 것으로 기대된다.

인체역학적 비용함수들의 lifting 자세 예측도 비교 (A study on the lifting posture predictivity of biomechanical cost functions)

  • 최재호;박우진;정의승
    • 한국경영과학회:학술대회논문집
    • /
    • 대한산업공학회/한국경영과학회 1996년도 춘계공동학술대회논문집; 공군사관학교, 청주; 26-27 Apr. 1996
    • /
    • pp.147-150
    • /
    • 1996
  • Human posture prediction and motion simulation methods try to solve inverse kinematic problems using the optimization technique based on the concept of minimum principle. It is very important to select a cost function which relfects the human posture acurately. In this study, lifting postures were predicted using the five biomechanical cost functions and compared with real human postures in order to evaluate the predictivities of the cost functions. The result showed that all the biomechanical cost functions used in this study could not predict lifting postures accurately. The cost function which minimizes the sum of joint moments showed the smallest mean prediction error, while the one which minimizes the MUR showed statistically better performance.

  • PDF

Prediction of Quantitative Traits Using Common Genetic Variants: Application to Body Mass Index

  • Bae, Sunghwan;Choi, Sungkyoung;Kim, Sung Min;Park, Taesung
    • Genomics & Informatics
    • /
    • 제14권4호
    • /
    • pp.149-159
    • /
    • 2016
  • With the success of the genome-wide association studies (GWASs), many candidate loci for complex human diseases have been reported in the GWAS catalog. Recently, many disease prediction models based on penalized regression or statistical learning methods were proposed using candidate causal variants from significant single-nucleotide polymorphisms of GWASs. However, there have been only a few systematic studies comparing existing methods. In this study, we first constructed risk prediction models, such as stepwise linear regression (SLR), least absolute shrinkage and selection operator (LASSO), and Elastic-Net (EN), using a GWAS chip and GWAS catalog. We then compared the prediction accuracy by calculating the mean square error (MSE) value on data from the Korea Association Resource (KARE) with body mass index. Our results show that SLR provides a smaller MSE value than the other methods, while the numbers of selected variables in each model were similar.

개스밸브기지에서의 보수시 인간오류 평가 (Human reliability analysis during maintenance in gas valve stations)

  • 제무성
    • 대한인간공학회:학술대회논문집
    • /
    • 대한인간공학회 1996년도 추계학술대회논문집
    • /
    • pp.111-118
    • /
    • 1996
  • THERP(Technique for Human Error Rate Prediction) 방법론은 원전의 확률론적 위험성 평가(PSA)시 운전원과 작업자의 정량적인 인간오류평가에 가장 널리 사용되고 있는 방법이다. HRA Handbook이라고도 불리는 이 모델은 운전원 행위를 시스템 부품의 한 요소로 가정하고 인간오류를 평가한다. 본 논문은 이 방법론을 이용하여 원전 등과 같이 위험시설물 중의 하나인 개스밸브 기지에서의 작업자 보수시 인적오류를 평가하고 기계적 오류와 함께 인적오류 의 기여도를 계산하였다. 본 눈문에서는 이 방법론이 원전, 개스밸브 기지 뿐만아니라 석유화 학 플랜트와 같은 위험시설물의 인적오류 평가에도 유연하게 사용될 수 있음을 보여주었다.

  • PDF

정량적 인간신뢰성평가방법의 연구 (A Study on Quantitative Human Reliability Analysis)

  • 제무성
    • 한국산업안전학회:학술대회논문집
    • /
    • 한국안전학회 2002년도 춘계 학술논문발표회 논문집
    • /
    • pp.346-355
    • /
    • 2002
  • THERP (Technique for Human .Error Rate Prediction) 방법론은 원전의 확률론적 위험성 평가(PSA)시 운전원과 작업자의 인간오류평가에 가장 널리 사용되고 있는 방법이다. HRA Handbook이라고도 불리는 이 모델은 운전원 행위를 시스템 부품의 한 요소로 가정하고 인간오류를 평가한다. 본 논문은 이 방법론을 이용하여 원전 등과 같이 위험시설물 중의 하나인 개스밸브기지에서의 작업자 보수시 인적오류를 평가하고 기계적 오류와 합께 인적오류의 기여도를 계산하였다 본 방법론은 원전, 개스밸브기지 뿐만아니라 석유화학 플랜트와 같은 위험시설물의 인적오류 평가에도 유연하게 사용될 수 있음을 보여주었다.(중략)

  • PDF

New method for dependence assessment in human reliability analysis based on linguistic hesitant fuzzy information

  • Zhang, Ling;Zhu, Yu-Jie;Hou, Lin-Xiu;Liu, Hu-Chen
    • Nuclear Engineering and Technology
    • /
    • 제53권11호
    • /
    • pp.3675-3684
    • /
    • 2021
  • Human reliability analysis (HRA) is a proactive approach to model and evaluate human systematic errors, and has been extensively applied in various complicated systems. Dependence assessment among human errors plays a key role in the HRA, which relies heavily on the knowledge and experience of experts in real-world cases. Moreover, there are ofthen different types of uncertainty when experts use linguistic labels to evaluate the dependencies between human failure events. In this context, this paper aims to develop a new method based on linguistic hesitant fuzzy sets and the technique for human error rate prediction (THERP) technique to manage the dependence in HRA. This method handles the linguistic assessments given by experts according to the linguistic hesitant fuzzy sets, determines the weights of influential factors by an extended best-worst method, and confirms the degree of dependence between successive actions based on the THERP method. Finally, the effectiveness and practicality of the presented linguistic hesitant fuzzy THERP method are demonstrated through an empirical healthcare dependence analysis.

지하철 역사 실내 공기질 관리를 위한 실용적 PM10 실시간 예측 (A Practical Approach to the Real Time Prediction of PM10 for the Management of Indoor Air Quality in Subway Stations)

  • 정갑주;이근영
    • 전기학회논문지
    • /
    • 제65권12호
    • /
    • pp.2075-2083
    • /
    • 2016
  • The real time IAQ (Indoor Air Quality) management is very important for large buildings and underground facilities such as subways because poor IAQ is immediately harmful to human health. Such IAQ management requires monitoring, prediction and control in an integrated and real time manner. In this paper, we present three PM10 hourly prediction models for such realtime IAQ management as both Multiple Linear Regression (MLR) and Artificial Neural Network (ANN) models. Both MLR and ANN models show good performances between 0.76 and 0.88 with respect to R (correlation coefficient) between the measured and predicted values, but the MLR models outperform the corresponding ANN models with respect to RMSE (root mean square error).

비행안전을 위한 조종사의 생체 활성도 평가에 관한 연구 (A Study on the Evaluation of Human Alertness for Flight Safety)

  • 최승호;이달호
    • 대한인간공학회:학술대회논문집
    • /
    • 대한인간공학회 1998년도 춘계학술대회논문집
    • /
    • pp.167-172
    • /
    • 1998
  • Methods of evaluating the physiological activity of the living body are EEG, EOG, Heart rate, and Rectal temperature, etc. In the study of Hagiwara and Araki(1993), they found positive correlations among performance test, physiological measurement, and subjective feeling measurement. Human alertness of pilot directly influences on the flight performance that accomplishes a lot of vigilance task and procedure execution in flight. Accordingly, this paper deals with the quantitative and objective performance test based on tracking error and reaction time by means of the new computer test program into which the perception-motion system of human beings is applies. Throughout this experiment using performance thst, the results suggest that performance capability in state of sleep deprivation 2 hours and alcoholic 0.05 .apaprox. 0.06% in blood were more impaired than one in a normal state, and they further showed statistically significant differences between them, which were influenced by impairment factors of body regulation and pilot's grade. We also obtained the prediction value and the 95% confidence interval of tracking error and reaction time at the normal state for the purpose of distinguishing performance capability between the normal state and the abnormal state. And it is ecpected that the evaluation of human alertness using performance test will be applied to the quantitative assessment of an each pilot's realistic consciousness/attention, and will lead a flight commander to the accurate decision of mission approval prior to a flight.

  • PDF