• 제목/요약/키워드: temperature estimation

검색결과 1,637건 처리시간 0.027초

심층신경망을 이용한 활주로 가시거리 예측 모델의 고도화 (Advanced Estimation Model of Runway Visual Range using Deep Neural Network)

  • 구성관;박창환;홍석민
    • 한국항행학회논문지
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    • 제22권6호
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    • pp.491-499
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    • 2018
  • 항공기 이착륙 유무의 중요한 지표 중 하나인 활주로 가시거리는 기온, 습도 등과 같은 기상 조건에 영향을 받는다. 비행장의 활주로 이용 시 도착시점에서의 활주로 가시거리를 예측하는 것은 항공기 이용의 효율성에서 중요하다. 본 연구에서는 활주로 가시거리를 예측하기 위해 기존에 제안된 심층 신경망을 활용한 활주로 가시거리 예측 모델의 고도화를 통해 1시간 이후의 국지 비행장의 활주로 가시거리를 예측하였다. 이를 위해 예측 모델의 고도화는 입력 값으로 기상 정보(기온, 습도, 풍속, 활주로 가시거리)에 대한 시간 간격 변화와 예측 값의 선형변환을 통해 진행하였다. 제안된 방법은 과거 기상 관측 값을 바탕으로 예측 모델의 학습을 생성해 1시간 이후의 활주로 가시거리에 대한 예측을 수행하였고, 1시간 이후의 측정된 활주로 가시거리와 비교를 통해 타당성을 확인했다. 제안된 예측 모델은 예보를 제공해주지 않는 지역의 소규모 비행장에서 참고할 수 있는 활주로 가시거리 생성에 활용 할 수 있을 것이다.

새로운 유도전동기의 파라미터 추정에 관한 연구 (A Study on the New Parameter Estimation of Induction Motor)

  • 이동국;오세진;김종수;김경호;김성환
    • 한국마린엔지니어링학회:학술대회논문집
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    • 한국마린엔지니어링학회 2005년도 후기학술대회논문집
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    • pp.47-48
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    • 2005
  • This paper describes how an Artificial Neural Network(ANN) can be employed to improve a speed estimation in a vector controlled induction motor drive. The system uses the ANN to estimate changes in the motor resistance, which enable the sensorless speed control method to work more accurately. Flux Observer is used for speed estimation in this system. Obviously the accuracy of the speed control of motor is dependent upon how well the parameters of the induction machine are known. These parameters vary with the operating conditions of the motor; both stator resistance(Rs) and rotor resistance(Rr) change with temperature, while the stator leakage inductance varies with load. This paper proposes a parameter compensation technique using artificial neural network for accurate speed estimation of induction motor and simulation results confirm the validity of the proposed scheme.

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Enhanced Coulomb Counting Method for State-of-Charge Estimation of Lithium-ion Batteries based on Peukert's Law and Coulombic Efficiency

  • Xie, Jiale;Ma, Jiachen;Bai, Kun
    • Journal of Power Electronics
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    • 제18권3호
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    • pp.910-922
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    • 2018
  • Conventional battery state-of-charge (SoC) estimation methods either involve sophisticated models or consume considerable computational resource. This study constructs an enhanced coulomb counting method (Ah method) for the SoC estimation of lithium-ion batteries (LiBs) by expanding the Peukert equation for the discharging process and incorporating the Coulombic efficiency for the charging process. Both the rate- and temperature-dependence of battery capacity are encompassed. An SoC mapping approach is also devised for initial SoC determination and Ah method correction. The charge counting performance at different sampling frequencies is analyzed experimentally and theoretically. To achieve a favorable compromise between sampling frequency and accumulation accuracy, a frequency-adjustable current sampling solution is developed. Experiments under the augmented urban dynamometer driving schedule cycles at different temperatures are conducted on two LiBs of different chemistries. Results verify the effectiveness and generalization ability of the proposed SoC estimation method.

On-line Parameter Estimation of Interior Permanent Magnet Synchronous Motor using an Extended Kalman Filter

  • Sim, Hyun-Woo;Lee, June-Seok;Lee, Kyo-Beum
    • Journal of Electrical Engineering and Technology
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    • 제9권2호
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    • pp.600-608
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    • 2014
  • This paper presents estimation of d-axis and q-axis inductance of an interior permanent magnet synchronous motor (IPMSM) by using an extended Kalman filter (EKF). The EKF is widely used for control applications including the motor sensorless control and parameter estimation. The motor parameters can be changed by temperature and air-gap flux. In particular, the variation of the inductance affects torque characteristics like the maximum torque per ampere (MTPA) control. Therefore, by estimating the parameters, it is possible to improve the torque characteristics of the motor. The performance of the proposed estimator is verified by simulations and experimental results based on an 11kW PMSM drive system.

GMA 용접공정에서 적외선 온도 센서를 이용한 용융지 크기 예측 (Weld pool size estimation of GMAW using IR temperature sensor)

  • 김병만;김영선;조형석
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 1996년도 한국자동제어학술회의논문집(국내학술편); 포항공과대학교, 포항; 24-26 Oct. 1996
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    • pp.1404-1407
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    • 1996
  • A quality monitoring system in butt welding process is proposed to estimate weld pool sizes. The geometrical parameters of the weld pool such as the top bead width and the penetration depth plus half back width are utilized to prove the integrity of the weld quality. The monitoring variables used are the surface temperatures measured at three points on the top surface of the weldment. The temperature profile is assumed that it has a gaussian distribution in vertical direction of torch movement and verify this assumption through temperature analysis. A neural network estimator is designed to estimate weld pool size from temperature informations. The experimental results show that the proposed neural network estimator which used gaussian distribution as temperature information can estimate the weld pool sizes accurately than used three point temperatures as temperature information. Considering the change of gap size in butt welding, the experiment were performed on various gap size.

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열간압연 고강도강의 온도 및 재질제어 (Temperature and Property Control of High Strength Steel in Hot Strip Mills)

  • 박철재
    • 한국생산제조학회지
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    • 제20권6호
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    • pp.817-823
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    • 2011
  • This paper proposes a cooling stop temperature control(CST) and a phase transformation control(PTR) which aim at obtaining the uniform temperature and quality along the longitudinal direction of the high strength steel on the run-out table(ROT) process. The problems of the temperature control are analyzed for the conventional steel and the new control concepts are derived from a time-temperature transformation(TTT) diagram. The proposed control technologies are verified from the simulation results under the temperature prediction model by the heat transfer governing equation, and the temperature estimation simulator. It is shown through the field test of the hot strip mills that the phase transformation ratio of the high strength steel is considerably improved by the proposed temperature controls.

유동화 재순환 반응기에서 석유의 수소첨가 반응시 이탈된 온도제어 (Control of Hydrocracking Temperature in Ebulated Recycle Reactor)

  • 이창우;홍영호;함영민
    • 한국안전학회지
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    • 제13권2호
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    • pp.76-87
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    • 1998
  • This study was carried out to investigate the effect of on temperature control from actuating method, recycling ratio and the position (top, middle and bottom) of set and controlled temperature within the reactor in adiabatic ebullated recycling condition, when the disturbance was occurred. Estimation of the solution were performed numerically using the finite difference method. It was assumed that the reaction is in constant with heat of reaction and the physical properties(density, heat capacity and viscosity, etc) of the reactants are same condition within the reactor.

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A STUDY OF ESTIMATION GROUND SURFACE TEMPERATURE BY TIME-SHIFT PROCESSING

  • Yano, Koji;KAJIWARA, Koji;HONDA, Yoshiaki;Moriyama, Masao
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2003년도 Proceedings of ACRS 2003 ISRS
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    • pp.798-800
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    • 2003
  • The time shift processing of ground measured surface temperature with the meteorological variables has no evaluated function. We introduce new evaluating function. To use this evaluating function, the algorithm of time-shift processing will be able to be reliable and get error-bar for all moving measured point's data. We will finally obtain the area averaged surface temperature by land observation.

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콘크리트 내부 온습도 추정 및 탄산화 깊이 예측 (Estimation of Thermal Humidity Inside Concrete and Prediction of Carbonation Depth)

  • 박동천
    • 한국건축시공학회:학술대회논문집
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    • 한국건축시공학회 2021년도 봄 학술논문 발표대회
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    • pp.197-198
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    • 2021
  • The temperature and humidity inside concrete affects the depth of carbonation. In this study, the temperature and humidity inside concrete were predicted by the numerical method under the boundary conditions of ambient temperature, humidity, solar radiation, and wind. Using the results of the thermal humidity analysis, diffusion of carbon dioxide and the reaction of cement hydration products were calculated for carbonation depth.

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우주용 영상센서 출력특성 교정용 흑체 설계의 해석적 유효성 검토 (Numerical Investigation of Blackbody Design for Spaceborne Image Sensor Non-uniformity Characteristic Calibration)

  • 김혜인;최필경;조문신;오현웅
    • 항공우주시스템공학회지
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    • 제14권3호
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    • pp.42-50
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    • 2020
  • 우주용 적외선 센서의 탑재 교정용 흑체 시스템은 궤도상에서 센서 출력특성 교정을 위해 다양한 기준온도에서 한정된 개수의 온도센서로부터 고정밀의 대표표면온도 추정이 가능해야 한다. 본 논문에서 제안된 흑체 시스템은 흑체 가열 후 잔열 수송을 위한 히트파이프를 흑체 후면 중앙의 일체형 플랜지에 결합하는 방식을 적용하였다. 따라서 흑체 표면온도구배 최소화와 함께 원형 대칭 형태의 온도구배를 얻을 수 있어 표면온도 추정이 용이하면서도 발사 및 궤도환경에서 하중이 가해지더라도 안정적인 히트파이프 접속부를 갖도록 하며, 복수의 히트파이프 적용에 따른 Fail Safe 설계가 가능하도록 한다. 또한 온도센서 부착작업이 용이하도록 센서를 흑체 외부 표면에 적용하더라도 높은 정확도로 표면온도 추정이 가능하다. 본 논문에서 제안된 흑체 시스템의 설계 유효성 입증을 위해 궤도 열해석을 수행하였으며, 해석결과를 기반으로 온도센서 개수 및 위치에 따른 대표표면온도 추정을 실시하였다.