• Title/Summary/Keyword: 확장칼만필터

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Comparison of equivalent-circuit-model based SOC estimation using the EKF (등가회로 모델링 구성에 따른 확장칼만필터(EKF) 기반 SOC 추정성능 비교분석)

  • Lee, Hyun-jun;Park, Jong-hoo;Kim, Jong-hoon
    • Proceedings of the KIPE Conference
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    • 2014.11a
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    • pp.56-57
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    • 2014
  • 본 논문에서는 $LiCoO_2$ 원통형(cylindrical)셀을 확장칼만필터(extended Kalman filter; EKF) 추정알고리즘에 적용 시 등가회로모델 차이에 따른 SOC(State-of-charge) 추정성능의 비교 분석을 진행하였다. 첫 번째, 등가회로 모델의 성능을 좌우하는 RC-ladder의 개수에 따른 SOC 추정성능의 차이를 비교하였고, 두 번째, 모델 단순화에 따른 불가피한 모델의 에러를 줄이고자 사용되는 노이즈 모델(noise model) 및 데이터 리젝션(data rejection)의 유무에 따른 SOC 추정성능을 비교분석 하였다.

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RSSI based Indoor Positioning System using effective location compensation (효율적인 위치 보정 방법을 적용한 RSSI 기반 실내 위치 측위 시스템)

  • Kim, Yeong Ju;Park, Jin Gwan;Heo, Yu Gyeong;Park, Sun;Yang, Hu Yeol;Jung, Min A
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2013.10a
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    • pp.432-434
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    • 2013
  • 본 논문의 실내위치측위시스템은 무선랜 환경에서 AP의 RSSI 신호를 수신하여 Friis 공식을 통해 거리로 산출되고, 산출된 거리는 삼각측량법에 의해 (x, y)좌표로 변환되어 현재의 위치를 나타낸다. 여기서 RSSI 신호는 신호잡음을 포함하고 신호잡음으로 인하여 실제 위치 측위 시 오차가 발생한다. 이러한, 오차를 보정하고 실내위치측위 정확도를 향상하기 위해 비선형시스템에서 사용하는 확장칼만필터를 적용하여 실험하였다. 본 실내위치측위시스템의 시스템모델은 선형이고 측정모델은 비선형이므로 효율적인 보정알고리즘인 확장칼만필터를 선택하고 실험은 MATLAB로 수행하였다. 실험결과 실내위치측위시스템의 정확도가 향상되었다.

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3-D Localization of an Autonomous Underwater Vehicle Using Extended Kalman Filter (확장칼만필터를 이용한 무인잠수정의 3차원 위치평가)

  • 임종환;강철웅
    • Journal of the Korean Society for Precision Engineering
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    • v.21 no.7
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    • pp.130-135
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    • 2004
  • This paper presents a 3-D localization of an autonomous underwater vehicle(AUV). Conventional methods of localization, such as LBL or SBL, require additional beacon systems, which reduces the flexibility and availability of the AUV We use a digital compass, a pressure sensor, a clinometer and ultrasonic sensors for localization. From the orientation and velocity information, a priori position of the AUV is estimated based on the dead reckoning. With the aid of extended Kalman filter algorithm, a posteriori position of the AUV is estimated by using the distance between the AUV and a mother ship on the surface of the water together with the water depth information from the pressure sensor. Simulation results show the possibility of practical application of the method to autonomous navigation of the AUV.

Transfer Alignment with Adaptive Filter Estimating Time Delay (시간지연 추정 적응필터 적용 전달정렬 기법)

  • Park, Chan-Ju;Yu, Myeong-Jong;Lee, Sang-Jeong
    • Journal of the Korean Society for Aeronautical & Space Sciences
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    • v.36 no.11
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    • pp.1079-1086
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    • 2008
  • During transfer alignment navigation information transferred MINS(master inertial navigation system) to SINS(slave inertial navigation system) has a changed time delay. The changed time delay degrades the performance of transfer alignment. This paper proposes an adaptive filter that estimates covariance of a time delay in real-time using residual of measurements. The performance of the adaptive filter is compared with that of the EKF(extended Kalman filter) in case of transfer alignment for vertical launcher in the ship. The results show that proposed method is more effective than EKF in estimating attitude errors.

Determination of KITSAT-3 Orbital Elements Using GPS Data from a Low-End Receiver (저급 GPS 수신기 데이터를 이용한 우리별 3호의 궤도 요소 결정)

  • Lee, Eun-Sung;Lee, Young-Jae;Jee, Gyu-In;Park, Chan-Gook
    • Journal of the Korean Society for Aeronautical & Space Sciences
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    • v.30 no.7
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    • pp.123-129
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    • 2002
  • This paper reveals determination of orbital elements of the satellite using GPS data collected by the low-end GPS receiver installed at KITSAT-3 which is a small scientific experimental satellite of Korea and launched in May 1999. An extended Kalman filter is designed for a forward estimation of real-time 3-dimensional position and velocity, and a smoother is used for a backward post-processing estimation of the same states. After finishing estimation of position and velocity, the corresponding orbital elements are estimated. Finally, the result of each orbital element is analyzed.

Detection and Classification of Open-phase Faults in PMSM Using Extended Kalman Filter and Multiple Model (확장칼만필터 및 다중모델 기반 영구자석 동기전동기 권선 개방 고장의 검출 및 분류)

  • Minwoo Kim;Junhyeong Park;Sangho Ko
    • Journal of Aerospace System Engineering
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    • v.17 no.6
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    • pp.100-107
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    • 2023
  • Open-phase fault in a Permanent Magnet Synchronous Motor (PMSM) occurs due to disconnection of phases of motor windings or inverter switch failures. When an open-phase occurs, it leads to the generation of torque ripples and vibrations in the motor, which can have a critical impact on the safety of the vehicle (including aircraft) using a PMSM as an actuator. Therefore, rapid fault detection and classification are essential. This paper proposes a classification method for detecting open-phase faults and locating fault positions in a PMSM used in aircraft applications. The proposed approach uses an Extended Kalman Filter for fault diagnosis, and it subsequently classifies faults using a Multiple Model filter.

Design of the Extended Kalman Filter for Frequency-amplitude Tracker (확장칼만필터 주파수-진폭 추적기 설계)

  • 윤종락;노용주;전재진
    • The Journal of the Acoustical Society of Korea
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    • v.21 no.3
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    • pp.256-263
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    • 2002
  • In this study, the tracking of the temporal variation of the frequency and the amplitude in the presence of additive white Gaussian noise is considered using the Extended Kalman filter (EKF. The EKF has many applications and it has been applied to the problem of tracking the time-variable frequency. However the existing EKF frequency trackers could was driven in the small time-variable amplitude or required the additional amplitude tracker in the large time-variable amplitude. In this study, the EKF frequency-amplitude tracker, which could track both frequency and amplitude simultaneously from the measured signal in the relatively large time-variable amplitude environment, is proposed for improving the performance of the time-variable frequency tracking and its performance is verified by the simulation and the experimental work.