• 제목/요약/키워드: Improvement of Sensitivity

검색결과 751건 처리시간 0.033초

깊은 시계열 특성 추출을 이용한 폐 음성 이상 탐지 (Detection of Anomaly Lung Sound using Deep Temporal Feature Extraction)

  • ;변규린;추현승
    • 한국정보처리학회:학술대회논문집
    • /
    • 한국정보처리학회 2023년도 추계학술발표대회
    • /
    • pp.605-607
    • /
    • 2023
  • Recent research has highlighted the effectiveness of Deep Learning (DL) techniques in automating the detection of lung sound anomalies. However, the available lung sound datasets often suffer from limitations in both size and balance, prompting DL methods to employ data preprocessing such as augmentation and transfer learning techniques. These strategies, while valuable, contribute to the increased complexity of DL models and necessitate substantial training memory. In this study, we proposed a streamlined and lightweight DL method but effectively detects lung sound anomalies from small and imbalanced dataset. The utilization of 1D dilated convolutional neural networks enhances sensitivity to lung sound anomalies by efficiently capturing deep temporal features and small variations. We conducted a comprehensive evaluation of the ICBHI dataset and achieved a notable improvement over state-of-the-art results, increasing the average score of sensitivity and specificity metrics by 2.7%.

광섬유격자 온도센서의 민감도 개선 (Sensitivity Improvement of Fiber Bragg Grating Temperature Sensor)

  • 강한철;송민호
    • 조명전기설비학회논문지
    • /
    • 제26권3호
    • /
    • pp.40-45
    • /
    • 2012
  • We substantially increased the temperature sensitivity of a fiber Bragg grating temperature sensor by gluing it onto a piece of bi-metal strip. The temperature-induced Bragg wavelength shift is increased upto 5 times more than that of the intrinsic FBG sensor by the strain effect from the deflected bi-metal. We showed the feasibility of the proposed sensor by comparing the temperature measuring experiments with those of the intrinsic FBG sensors. Also we measured temperature varying the length of the bi-metal pieces and analyzed the result effect of it.

한국과 중국의 콘크리트용 화학 혼화제 품질 규정 비교 (Comparison of Quality Standards of Chemical Admixtures for Concrete between Korea and China)

  • 후윈야오;임군수;김종;한민철;한천구
    • 한국건축시공학회:학술대회논문집
    • /
    • 한국건축시공학회 2023년도 봄 학술논문 발표대회
    • /
    • pp.97-98
    • /
    • 2023
  • In this study, comparison of the quality standard of chemical admixtures between Korea and China is conducted. It is classified into three types of water reducing agents: standard, delayed, and accelerated according to the sensitivity and strength improvement of the sensitivity and strength of the agent. However, Chinese standards classify reducing agents only as standard, high efficiency, and high performance, and do not add AE agents into water reducing agent. On the other hand, that of Korea has a classification regulation for reducing agents added with AE agents.

  • PDF

인버터 구동 유도 전동기의 최적 효율 모델 확인 실험 (Experimental Verification for Optimal Efficiency Model of Inverter-Fed Induction Motor)

  • 김재우;김병택;권병일
    • 대한전기학회논문지:전기기기및에너지변환시스템부문B
    • /
    • 제53권5호
    • /
    • pp.277-282
    • /
    • 2004
  • The optimal design of the rotor slot for inverter-fed induction motor was performed. The purpose of the paper is to verify the optimal point by experiment. A sensitivity analysis is performed, and the models near to an optimal point are selected. In the selecting process of models, 2 design variables with high sensitivity are selected out of 5 design variables. On the basis of the selected variables, 2 models near to the optimal point are decided. The tim e-step F.E.A and the experiment are performed. Optimal point and performance improvement of the optimal mode are verified.

Delphi기법을 통한 교통수요예측 Risk Management 적용 방안 (Application of Risk Management to Forecasting Transportation Demand by Delphi Technique)

  • 정성봉
    • 대한안전경영과학회지
    • /
    • 제13권2호
    • /
    • pp.267-273
    • /
    • 2011
  • Since 'The Act on Private Investment of The Infrastructure' was established in 1994, private investment as well as government's investment in transport infrastructure has been active. However investment in transport infrastructure has more risks than others' due to uncertainty both in traffic volume and in construction cost. In the current appraisal procedure of deciding transportation infrastructure investment, instead of risk management, the sensitivity analysis considering only the changes of benefit, cost and social discount rate which are main factor affecting economic feasibility is carried out. Therefore the uncertainty of various factors affecting demand, cost and benefit are not considered in feasibility study. In this study the problems in current investment appraisal system were reviewed. Using Delphi technique the major factors which have high uncertainty in feasibility study were surveyed and then improvement plan was suggested in the respective of classic 4 step demand forecasting method. The range estimation technique was also mentioned to deal with the uncertainty of the future.

광디스크 드라이브 시스템의 트랙 추종 성능 향상 방법 (Tracking Performance Improvement of Optical Disk Drive System)

  • 김홍록;서일홍
    • 대한전기학회논문지:시스템및제어부문D
    • /
    • 제54권6호
    • /
    • pp.372-375
    • /
    • 2005
  • The tracking performance of optical disk drive(ODD) system can be improved using disturbance observer(DOB). But, DOB was not easily applied in the ODD system because the additional microprocessor was needed. In this paper, we propose an error-based modified disturbance observer(EM-DOB) for ODD system. Due to the simplified structure of EM-DOB, the system is easily implemented to the digital control algorithm or the analog circuit. In these algorithms, disturbances rejection performance of system can be tuned as Q filter parameters are selected. Based on analysis of sensitivity function, three guidelines of Q filter design are suggested. Experimental results of DOB and EM-DOB are evaluated under the forced disturbances.

감도해석기법을 이용한 전단벽 구조물의 최적변위제어 (Optimal Displacement Control of Shear Wall Structure using Sensitivity Analysis Technique)

  • 이한주;정성진;김호수
    • 한국전산구조공학회:학술대회논문집
    • /
    • 한국전산구조공학회 2005년도 춘계 학술발표회 논문집
    • /
    • pp.121-128
    • /
    • 2005
  • This study presents an effective stiffness-based optimal technique to control quantitatively lateral drift for shear wall structures subject to lateral loads. To this end the displacement sensitivity depending on behavior characteristics of shear wall structures is established. Also, the approximation concept that can preserve the generality of the mathematical programming and can efficiently solve large scale problems is introduced. Resizing sections in the stiffness-based optimal design are assumed to be uniformly varying in size and the technique of member grouping is considered for the improvement of construction efficiency Two types of 11-story shear wall structures are presented to illustrate the features of the quantitative lateral drift control technique proposed in this study.

  • PDF

컴퓨터 시뮬레이션을 통한 고 스위칭 감도를 갖는 반사형 자기 광학 공간 광 변조기의 드라이브 라인 형상 설계 (Design of Drive Line Shape for Reflective Magneto-Optic Spatial Light Modulator with High Switching Sensitivity by Computer Simulation)

  • 박재혁;조재경
    • 한국자기학회지
    • /
    • 제10권2호
    • /
    • pp.93-98
    • /
    • 2000
  • 자기 광학 공간 광 변조기의 화소의 자화를 반전시키기 위하여 사용하는 드라이브 라인의 형상을 컴퓨터 시뮬레이션을 통하여 설계하고, 연자성막을 도입함으로써 화소 반전에 필요한 최소 전류와 소비 전력을 기존의 드라이브 라인에 비하여 약 3배 감소시킬 수 있었으며, 드라이브 라인을 묻지 않고, 화소를 덮는 반사막(드라이브 라인)의 면적을 크게 하여 광효율을 2.2배 증가시키고, 제조공정을 대폭 단순화시킬 수 있는 드라이브 라인의 형상을 제시했다.

  • PDF

실험계획법에 의한 휴머노이드 발의 민감도 해석 및 최적화 (Optimization and sensitivity analysis of the humanoid robot's foot using the design of experiments)

  • 윤지원;박태원;정성필;박중경
    • 대한기계학회:학술대회논문집
    • /
    • 대한기계학회 2007년도 춘계학술대회A
    • /
    • pp.933-938
    • /
    • 2007
  • These days, up-to-date humanoid robots are continuously developed. Among them, Qrio, Asimo[1,2] are famous for its unique walking technology and natural movement. These robots could show manufacturers' technological improvement and leave a good impression to the customer. In accordance with global trends, Samsung is also producing humanoid robot. The humanoid robot, however, could walk like a human compared to the industrial robot fixed in the factory. This feature could cause another dynamic effect while walking. In this paper, the robot's feet were examined to find out parameters that affect stability of the humanoid robot's feet. With the sensitivity analysis, the optimization procedure in design of experiments finds the most suitable performance of robot. Maximum deflection of the frame upon various cases was minimized, and rubber coefficients for shock absorption were optimized.

  • PDF

Opposition Based Differential Evolution Algorithm for Capacitor Placement on Radial Distribution System

  • Muthukumar, R.;Thanushkodi, K.
    • Journal of Electrical Engineering and Technology
    • /
    • 제9권1호
    • /
    • pp.45-51
    • /
    • 2014
  • Distribution system is a critical link between customer and utility. The control of power loss is the main factor which decides the performance of the distribution system. There are two methods such as (i) distribution system reconfiguration and (ii) inclusion of capacitor banks, used for controlling the real power loss. Considering the improvement in voltage profile with the power loss reduction, later method produces better performance than former method. This paper presents an advanced evolutionary algorithm for capacitor inclusion for loss reduction. The conventional sensitivity analysis is used to find the optimal location for the capacitors. In order to achieve a better approximation for the current candidate solution, Opposition based Differential Evolution (ODE) is introduced. The effectiveness of the proposed technique is validated through 10, 33, 34 and85-bus radial distribution systems.