• 제목/요약/키워드: error range

검색결과 2,811건 처리시간 0.03초

Soft Error Adaptable Deep Neural Networks

  • Ali, Muhammad Salman;Bae, Sung-Ho
    • 한국방송∙미디어공학회:학술대회논문집
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    • 한국방송∙미디어공학회 2020년도 추계학술대회
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    • pp.241-243
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    • 2020
  • The high computational complexity of deep learning algorithms has led to the development of specialized hardware architectures. However, soft errors (bit flip) may occur in these hardware systems due to voltage variation and high energy particles. Many error correction methods have been proposed to counter this problem. In this work, we analyze an error correction mechanism based on repetition codes and an activation function. We test this method by injecting errors into weight filters and define an ideal error rate range in which the proposed method complements the accuracy of the model in the presence of error.

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Prediction of stress intensity factor range for API 5L grade X65 steel by using GPR and MPMR

  • Murthy, A. Ramachandra;Vishnuvardhan, S.;Saravanan, M.;Gandhi, P.
    • Structural Engineering and Mechanics
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    • 제81권5호
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    • pp.565-574
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    • 2022
  • The infrastructures such as offshore, bridges, power plant, oil and gas piping and aircraft operate in a harsh environment during their service life. Structural integrity of engineering components used in these industries is paramount for the reliability and economics of operation. Two regression models based on the concept of Gaussian process regression (GPR) and Minimax probability machine regression (MPMR) were developed to predict stress intensity factor range (𝚫K). Both GPR and MPMR are in the frame work of probability distribution. Models were developed by using the fatigue crack growth data in MATLAB by appropriately modifying the tools. Fatigue crack growth experiments were carried out on Eccentrically-loaded Single Edge notch Tension (ESE(T)) specimens made of API 5L X65 Grade steel in inert and corrosive environments (2.0% and 3.5% NaCl). The experiments were carried out under constant amplitude cyclic loading with a stress ratio of 0.1 and 5.0 Hz frequency (inert environment), 0.5 Hz frequency (corrosive environment). Crack growth rate (da/dN) and stress intensity factor range (𝚫K) values were evaluated at incremental values of loading cycle and crack length. About 70 to 75% of the data has been used for training and the remaining for validation of the models. It is observed that the predicted SIF range is in good agreement with the corresponding experimental observations. Further, the performance of the models was assessed with several statistical parameters, namely, Root Mean Square Error (RMSE), Mean Absolute Error (MAE), Coefficient of Efficiency (E), Root Mean Square Error to Observation's Standard Deviation Ratio (RSR), Normalized Mean Bias Error (NMBE), Performance Index (ρ) and Variance Account Factor (VAF).

Development of new models to predict the compressibility parameters of alluvial soils

  • Alzabeebee, Saif;Al-Taie, Abbas
    • Geomechanics and Engineering
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    • 제30권5호
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    • pp.437-448
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    • 2022
  • Alluvial soil is challenging to work with due to its high compressibility. Thus, consolidation settlement of this type of soil should be accurately estimated. Accurate estimation of the consolidation settlement of alluvial soil requires accurate prediction of compressibility parameters. Geotechnical engineers usually use empirical correlations to estimate these compressibility parameters. However, no attempts have been made to develop correlations to estimate compressibility parameters of alluvial soil. Thus, this paper aims to develop new models to predict the compression and recompression indices (Cc and Cr) of alluvial soils. As part of the study, geotechnical laboratory tests have been conducted on large number of undisturbed samples of local alluvial soil. The obtained results from these tests in addition to available results from the literature from different parts in the world have been compiled to form the database of this study. This database is then employed to examine the accuracy of the available empirical correlations of the compressibility parameters and to develop the new models to estimate the compressibility parameters using the nonlinear regression analysis. The accuracy of the new models has been accessed using mean absolute error, root mean square error, mean, percentage of predictions with error range of ±20%, percentage of predictions with error range of ±30%, and coefficient of determination. It was found that the new models outperform the available correlations. Thus, these models can be used by geotechnical engineers with more confidence to predict Cc and Cr.

디지털 영상인식 방법을 통한 자세평가 및 운동가동범위 측정시스템 개발 (Development of Posture Evaluation System through Digital Recognition Method)

  • 문영진;이순호;백진호;이종각;이건범
    • 한국운동역학회지
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    • 제14권3호
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    • pp.49-65
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    • 2004
  • The purpose of this study is development of posture evaluation and Range of Motion(ROM) system by using digital vision analysis method. The results of this study are as follows. First, Scoliosis evaluation through this research measurement system represent 3mm error in 7 cervical point and deepest lumbar point, 0.7mm error in other point. This mean this research measurement system have a reliability for scoliosis evaluation. Second, for spine line evaluation on high fat subject, we need reconstrection spine line after measurement for fat thickness in 7 cervical point and deepest lumbar point. Third, In pedioscope error test, it present 0.01848cm in X axis and 0.01757cm in Y axis. This results mean pedioscope have a reliability foot evaluation. Forth, Posture evaluation and Range of Motion measurement system by using digital vision analysis method can fast measure in range of motion and foot evaluation and posture. therefore we can expect this system application in young people posture clinic center and hospital and so on.

초기 거리오차 보상 피동 거리 추정 필터 (A Passive Ranging Filter with Initial Range Error Compensation)

  • 황익호;정상근
    • 한국군사과학기술학회지
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    • 제5권2호
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    • pp.185-194
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    • 2002
  • 본 논문에서는 jammer를 향하여 호밍하는 대함 유도탄에 대하여 적용할 수 있는 피동 거리추정필터를 제안하였다. 최근의 jammer는 상당히 먼 거리에서 jamming이 가능하므로, 제안된 필터는 필터 초기치 오차가 큰 경우에도 이를 신속히 제거하고 잘 동작할 수 있도록 설계되었다. 함대함 유도탄의 경우, 표적에 비하여 유도탄의 운동이 훨씬 주도적이므로 교전상황은 상대거리와 시선변화율을 상태변수로 하는 2차 시스템으로 모델링이 가능하다. 본 논문에서는 이와같은 2차 모델에 근거한 확장칼만필터를 구성하고, 최소자승법을 이용한 초기치 오차 추정 알고리듬을 부가함으로써 새로운 피동 거리추정필터를 유도하였다. 제안된 필터는 필터의 초기치 오차가 상당히 큰 경우에도 적은 계산량으로 우수한 거리추정성능을 보여주었다.

레이저스캔 센서를 이용한 유두위치인식에 관한 기초연구 (The Basic Study of Position Recognition Cow-teats Used Scanning Range Finder)

  • 김웅
    • 한국축산시설환경학회지
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    • 제17권2호
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    • pp.93-100
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    • 2011
  • 본 연구는 로봇 착유시스템의 유두인식을 위한 기초연구로 레이저 스캔 센서를 이용하여 모형유두의 위치정보를 획득 및 분석하고 이를 통하여 로봇 착유시스템에 적용가능성을 알아보고자 하였다. 이를 위하여 실제유두와 같은 모양과 크기의 모형유두를 제작하였으며, 각 모형의 재질에 따른 특성을 파악하고 센서의 거리에 따른 오차, 각도에 따른 오차를 분석하였다. 또한 4개 유두모형을 이용하여 각 유두의 2차원 거리정보를 동시에 획득하였으며 결과는 다음과 같다. 1. 모형유두의 재질선택을 위한 실험에서 손가락의 경우 거리오차가 최대 4.3 mm, 최소 1.3 mm, 평균 2.8 mm로 가장 작게 나타났으며, 고무재질의 모형유두가 평균 4.3 mm로 나타나 모형유두로 가장 적합한 것으로 판단되었다. 2. 거리에 따른 오차는 기준거리 100 mm에서 가장 크게 나타났으며, 거리가 증가할수록 감소하다 300 mm를 지나 다시 증가한 후 다시 감소하는 경향을 나타내었다. 3. 각도별 오차는 $170^{\circ}$에서 10.1 mm로 최대오차가 발생하였으며, $70^{\circ}$일 때 0.2 mm로 최소 오차를 나타내었다. 각도에 따른 오차는 특별한 경향을 나타내지 않는 것으로 판단되었다. 4. 4개 모형유두에 대한 2차원 위치오차를 측정한 결과 거리오차의 경우 최소 3.8 mm, 최대 7.2 mm로 나타났으며, 각도 오차는 최대 $1.2^{\circ}$로 오차가 발생한 것으로 나타났다. 모든 오차가 센서 정밀도 내에 포함되며, 센서의 측정 속도와 착유컵의 구멍크기 등을 고려해 볼 때 로봇 착유시스템을 위한 유두의 거리측정에 적용이 가능할 것으로 판단되었다.

시청각 매체를 활용한 목, 어깨 자가신장운동이 만성 목통증 여성의 통증, 자세정렬과 관절위치감각에 미치는 영향 (The Effect of Neck and Shoulder Self-Stretching Exercise Using Audiovisual Media on Neck Pain, Postural Alignment, and Joint Position Error in Women with Chronic Neck Pain)

  • 정연우
    • 대한정형도수물리치료학회지
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    • 제28권1호
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    • pp.39-51
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    • 2022
  • Background: The purpose of this study is to investigate the effect of neck and shoulder self-stretching exercise using audiovisual media on neck pain, postural alignment, and joint position error in women with chronic neck pain. Methods: The subjects included 20 women that gave consent to participate in the study voluntarily. They performed the self-stretching exercises using audiovisual media was carried out 20 minutes 5 times a week during 3 weeks. Neck disability index (NDI) and visual analogue scale (VAS) were used to measure the functional disability and pain, A pressure pain threshold was measured using an algometer, and a cervical range of motion (CROM) measurement tool was used to measure the range of motion and error of proprioceptive position sense of the cervical spine. To assess posture alignment, forward head angle (FHA), forward shoulder angle (FSA) were measured using image J software. Results: The neck pain intensity was statistically significantly within group (p<.05). Neck and shoulder functional disability were a statistically significant difference within group (p<.05). Splenius capitis and upper trapezius pressure pain threshold were statistically significant difference in within group (p<.05). The postural alignment was statistically significantly within group (p<.05). The cervical range of motion in neck extension, right and left lateral flexion were statistically significantly within group (p<.05). The joint position error in neck flexion, extension, right and left lateral flexion decreased statistically significantly within group (p<.05). Conclusion: Self-stretching exercise using audiovisual media increased the mobility of the neck, decreased neck pain and joint position error, and improved posture alignment. As a result, there was a positive effect by applying the self-stretching exercise using audiovisual media to people with neck pain. Based on this, it is thought that it can be used as the basis for research related to home training programs for healthy self-management.

저전력 근거리 통신을 위한 재생 수신기 (Super-Regenerative Receiver for low power consumption and short range wireless communication)

  • 송준;박성민;김기훈;이문규
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2006년도 심포지엄 논문집 정보 및 제어부문
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    • pp.156-158
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    • 2006
  • A super-regenerative receiver is designed and tested at 433 MHz ISM band, The designed receiver has the data rate of up to 200 kbps and a power consumption of 10 mW. We carried out the system performance test for the TX power of 0.1 mW and 1 m distance. The result of the bit-error rate test shows one bit error among the 4000 bits.

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공정능력지수의 유형화 및 정규성 검정의 응용 (Application of Normality Test and Classification of Process Capability Index)

  • 최성운
    • 대한안전경영과학회:학술대회논문집
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    • 대한안전경영과학회 2011년도 추계학술대회
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    • pp.551-556
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    • 2011
  • This research presents an implementation strategy of Process Capability Index (PCI) according to the types of process characteristics. The types of process feature are classified as four perspectives of variation range, time period, error position, and process stage. The paper examines short-term or long-term PCI, within or between variation, position of precision or accuracy, and inclusion of measurement or calibration stage. Moreover, the study proposes normality test of unilateral PCI.

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네트워크 기반 자동차용 충/방전 시스템 시뮬레이터 모델 개발 (Development of charge/discharge simulator model for network based vehicle)

  • 이상석;양승호;조상복
    • 전력전자학회:학술대회논문집
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    • 전력전자학회 2005년도 전력전자학술대회 논문집
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    • pp.634-637
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    • 2005
  • We propose a charge/discharge model for network based vehicle. These model include motor, alternator, lamp, brake, window brush, air conditioner, etc.. Also, we simulate these models in Matlab. The simulation results show that error range is less than 3%. So, we can adopt these model to charge/discharge simulator for network based vehicle. If this error range can be shrunk within 2%, we can use this simulator for comertial use.

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