• Title/Summary/Keyword: measurement fusion

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De-correlated Compression Filter Based on Time-Propagated Measurement Fusion

  • Lee, Hyung-Keun;Lee, Jang-Gyu;Jee, Gyu-In;Park, Chan-Gook
    • 제어로봇시스템학회:학술대회논문집
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    • 2001.10a
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    • pp.76.2-76
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    • 2001
  • In this paper, a new fusion architecture consisting of a host filter and a do-correlated compression filter is proposed based on propagated measurement fusion. In the proposed architecture, the host filter estimates the system states in long-term sense based on the measurements from the beginning to the current time. The de-correlated compression filter assists the host filter by providing fusion results in short-term sense based on the measurements within a block of time. The proposed de-correlated compression filter alleviates computational burden of the host filter by reducing the maximum amount of instantaneous computation, and provides an efficient environment for real-time fault detection and estimation.

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A wireless sensor with data-fusion algorithm for structural tilt measurement

  • Dan Li;Guangwei Zhang;Ziyang Su;Jian Zhang
    • Smart Structures and Systems
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    • v.31 no.3
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    • pp.301-309
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    • 2023
  • Tilt is a key indicator of structural safety. Real-time monitoring of tilt responses helps to evaluate structural condition, enable cost-effective maintenance, and enhance lifetime resilience. This paper presents a prototype wireless sensing system for structural tilt measurement. Long range (LoRa) technology is adopted by the sensing system to offer long-range wireless communication with low power consumption. The sensor integrates a gyroscope and an accelerometer as the sensing module. Although tilt can be estimated from the gyroscope or the accelerometer measurements, these estimates suffer from either drift issue or high noise. To address this challenging issue and obtain more reliable tilt results, two sensor fusion algorithms, the complementary filter and the Kalman filter, are investigated to fully exploit the advantages of both gyroscope and accelerometer measurements. Numerical simulation is carried out to validate and compare the sensor fusion algorithms. Laboratory experiment is conducted on a simply supported beam under moving vehicle load to further investigate the performance of the proposed wireless tilt sensing system.

Mutiple Target Angle Tracking Algorithm Based on measurement Fusion (측정치 융합에 기반을 둔 다중표적 방위각 추적 알고리즘)

  • Ryu, Chang-Soo
    • 전자공학회논문지 IE
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    • v.43 no.3
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    • pp.13-21
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    • 2006
  • Ryu et al. proposed a multiple target angle tracking algorithm using the angular measurement obtained from the signal subspace estimated by the output of sensor array. Ryu's algorithm has good features that it has no data association problem and simple structure. But its performance is seriously degraded in the low signal-to-noise ratio, and it uses the angular measurement obtained from the signal subspace of sampling time, even though the signal subspace is continuously updated by the output of sensor array. For improving the tracking performance of Ryu's algorithm, a measurement fusion method is derived based on ML(Maximum Likelihood) in this paper, and it admits us to use the angular measurements obtained form the adjacent signal subspaces as well as the signal subspace of sampling time. The new target angle tracking algorithm is proposed using the derived measurement fusion method. The proposed algorithm has a better tracking performance than that of Ryu's algorithm and it sustains the good features of Ryu's algorithm.

Pose Estimation of Ground Test Bed using Ceiling Landmark and Optical Flow Based on Single Camera/IMU Fusion (천정부착 랜드마크와 광류를 이용한 단일 카메라/관성 센서 융합 기반의 인공위성 지상시험장치의 위치 및 자세 추정)

  • Shin, Ok-Shik;Park, Chan-Gook
    • Journal of Institute of Control, Robotics and Systems
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    • v.18 no.1
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    • pp.54-61
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    • 2012
  • In this paper, the pose estimation method for the satellite GTB (Ground Test Bed) using vision/MEMS IMU (Inertial Measurement Unit) integrated system is presented. The GTB for verifying a satellite system on the ground is similar to the mobile robot having thrusters and a reaction wheel as actuators and floating on the floor by compressed air. The EKF (Extended Kalman Filter) is also used for fusion of MEMS IMU and vision system that consists of a single camera and infrared LEDs that is ceiling landmarks. The fusion filter generally utilizes the position of feature points from the image as measurement. However, this method can cause position error due to the bias of MEMS IMU when the camera image is not obtained if the bias is not properly estimated through the filter. Therefore, it is proposed that the fusion method which uses the position of feature points and the velocity of the camera determined from optical flow of feature points. It is verified by experiments that the performance of the proposed method is robust to the bias of IMU compared to the method that uses only the position of feature points.

The strain of the spring ligament complex at different arthrodesis of the hindfoot for treatment of the flatfoot (평편족의 치료로 이용한 관절고정술시 스프링인대군 (spring ligament complex)에서 strain의 변화)

  • Lee, Kyung-Tai;Bae, Joon-Woo
    • Journal of Korean Foot and Ankle Society
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    • v.1 no.1
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    • pp.38-42
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    • 1997
  • It was well known that arthrodesis of the tarsal joint is an exellent procedure to correct the flatfoot deformity for relieving pain. Recently, concept of the selective tarsal joint fusion instead of the triple fusion was developedto preserve the joint motion. To investigate and compare the effect of the each different tarsal fusion, we measured the strain at the spring ligament, medial roof of the medial longitudianl arch. Five fresh frozen cadevar foot specimens, with distal half of the tibia were utilized. The superomedial portion of the spring ligament complex was dissected from the origin to the insertion. For each specimen, a calibrated open liquid metal strain guage was secured along the length of the superomedial portion. Under the specially devised test rig, measurement of the strain was taken at each test condition from the tare weight 18.2 lb followed by 38.2 lb., 82.2 lb and a maximum loads of 134.6 lb. : 1) unfused condition, 2) isolated subtalar fusion 3) isolated talonavicular fusion 4) combined subtalar and talonavicular fusion 5) triple fusion. Statistics showed that siginificant reduction in strain following the triple fusion, and from the subtalar fusion to triple fusion.

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Adaptive Error Compensation of Heterodyne Laser Interferometer using DFNN (DFNN을 이용한 헤테로다인 레이저 간섭계의 적응형 오차 보정)

  • Heo, Gun-Haeng;Lee, Woo-Ram;You, Kwan-Ho
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.57 no.6
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    • pp.1042-1047
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    • 2008
  • As an ultra-precision measurement system the heterodyne laser interferometer plays an important role in semiconductor industry. However the errors of environment and nonlinearity which are caused by air refraction and frequency-mixing separately reduce the accuracy of displacement measurement. In this paper we propose a DFNN(data fusion and neural network) method for error compensation. As a hybrid method of data fusion and neural network, DFNN method reduces the environmental and nonlinear error simultaneously. The effectiveness of the proposed error compensation method is proved through experimental results.

Measurement Methods of Latent Heat for PCM with Low Melting Temperature in Closed Tube

  • Hong Hiki;Kang Chaedong;Peck Jong Hyeon
    • International Journal of Air-Conditioning and Refrigeration
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    • v.12 no.4
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    • pp.206-213
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    • 2004
  • Cycle test for developed phase change material (PCM) is necessary in order to assess the variation of latent heat, which decreases with time by deterioration. T-history method and measurement using heat-flux meter are appropriate for the cycle test in a tube filled with PCM because they do not need an extraction of sample in measuring heat of fusion. In the present study, these methods were applied to a PCM having a melting point below a room temperature, different to the past studies for PCMs melting above a room temperature. As a result of experiment using pure water as specimen, we can obtained rea-sonable values for heat of fusion.

Measurement Methods of Latent Heat for PCM with Low Melting Temperature in Closed Tube (밀폐튜브 내 저온 PCM의 잠열측정법)

  • 류경용;박창현;백종현;홍회기
    • Korean Journal of Air-Conditioning and Refrigeration Engineering
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    • v.15 no.7
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    • pp.604-610
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    • 2003
  • Cycle test for developed phase change material (PCM) is necessary in order to analyze the variation of latent heat, which decreases with time by deterioration. 7-history method and measurement using heat flux meter are appropriate for the cycle test in a tube filled with PCM because they do not need an extraction of sample in measuring the heat of fusion. In the present study, these methods were applied to a PCM having a melting point below a room temperature, different from the past studies for PCMs melting above a room temperature. As a result of experiment using pure water as specimen, we can obtain reason-able values for heat of fusion by both methods.

The Improvement of Target Motion Analysis(TMA) for Submarine with Data Fusion (정보융합 기법을 활용한 잠수함 표적기동분석 성능향상 연구)

  • Lim, Young-Taek;Ko, Soon-Ju;Song, Taek-Lyul
    • Journal of the Korea Institute of Military Science and Technology
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    • v.12 no.6
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    • pp.697-703
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    • 2009
  • Target Motion Analysis(TMA) means to detect target position, velocity and course for using passive sonar system with bearing-only measurement. In this paper, we apply the TMA algorithm for a submarine with Multi-Sensor Data Fusion(MSDF) and we will decide the best TMA algorithm for a submarine by a series of computer simulation runs.