• Title/Summary/Keyword: estimation performance

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Correlation Matrix Generation Technique with High Robustness for Subspace-based DoA Estimation (부공간 기반 도래각 추정을 위한 높은 강건성을 지닌 상관행렬 생성 기법)

  • Byeon, BuKeun
    • Journal of Advanced Navigation Technology
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    • v.26 no.3
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    • pp.166-171
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    • 2022
  • In this paper, we propose an algorithm to improve DoA(direction of arrival) estimation performance of the subspace-based method by generating high robustness correlation matrix of the signals incident on the uniformly linear array antenna. The existing subspace-based DoA estimation method estimates the DoA by obtaining a correlation matrix and dividing it into a signal subspace and a noise subspace. However, the component of the correlation matrix obtained from the low SNR and small number of snapshots inaccurately estimates the signal subspace due to the noise component of the antenna, thereby degrading the DoA estimation performance. Therefore a robust correlation matrix is generated by arranging virtual signal vectors obtained from the existing correlation matrix in a sliding manner. As a result of simulation using MUSIC and ESPRIT, which are representative subspace-based methods,, the computational complexity increased by less than 2.5% compared to the existing correlation matrix, but both MUSIC and ESPRIT based on RMSE 1° showed superior DoA estimation performance with an SNR of 3dB or more.

Eigen-Analysis Based Super-Resolution Time Delay Estimation Algorithms for Spread Spectrum Signals (대역 확산 신호를 위한 고유치 해석 기반의 초 분해능 지연 시간 추정 알고리즘)

  • Park, Hyung-Rae;Shin, Joon-Ho
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.38A no.12
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    • pp.1013-1020
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    • 2013
  • In this paper the super-resolution time delay estimation algorithms based on eigen-analysis are developed for spread spectrum signals along with their comparative performance analysis. First, we shall develop super-resolution time delay estimation algorithms using the representative eigen-analysis based AOA (angle-of-arrival) estimation algorithms such as MUSIC, Minimum-Norm, and ESPRIT, and apply them to the ISO/IEC 24730-2.1 real-time locating system (RTLS) employing a direct sequence spread spectrum (DS-SS) technique to compare their performances in RTLS environments. Simulation results illustrate that all the three algorithms can resolve multipath signals whose delay differences are even smaller than the Rayleigh resolution limit. Simulation results also show that MUSIC and Minimum-Norm provide a similar performance while ESPRIT is inferior to both algorithms in RTLS environments.

Studies for Reliability-corrected Cost Estimation Methodology of Launch Vehicle Development (신뢰성 보정된 발사체 개발비용 추정방안 연구)

  • Kim, Hong-Rae;Yoo, Dong-Seo;Chang, Young-Keun
    • Journal of the Korean Society for Aeronautical & Space Sciences
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    • v.40 no.4
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    • pp.364-374
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    • 2012
  • The purpose of this study is to perform the reliability-corrected development cost estimation of the launch vehicle at the conceptual design phase. In order to estimate the launch vehicle development cost, the estimation method based on the independent variable such as the rocket performance and dry mass has been mainly implemented up to now. This approach has made the approximate cost estimation possible, however, the cost variation according to the reliability requirement could not be reflected. In this paper, the cost estimation methodology that introduces the reliability factor in addition to the performance and mass in the TRANSCOST model is presented in order to improve the limitation of current cost estimation method. The development cost of KSLV(Korea Space Launch Vehicle)-II is estimated on the basis of this newly implemented concept with reliability as an added parameter.

A Novel Frequency Offset Estimation Algorithm for Chirp Spread Spectrum Based on Matched Filter (정합필터 기반의 Chirp Spread Sprectrum을 위한 새로운 주파수 오프셋 추정 알고리즘)

  • Kim, Yeong-Sam;Chong, Jong-Wha
    • Journal of the Institute of Electronics Engineers of Korea TC
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    • v.47 no.10
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    • pp.1-7
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    • 2010
  • A new frequency offset estimation algorithm for chirp spread spectrum based on matched filter is proposed. Generally, the differential phase between successive symbols is used for the conventional frequency offset estimation algorithm. However, if the conventional frequency offset estimation algorithm is used for CSS, phase ambiguity arises because of long symbol duration and guard time. The phase ambiguity causes performance degradation of matched filter since the received signal is corrupted by the integer frequency offset. In this paper, we propose a new frequency offset estimation algorithm which separates integer and fractional frequency offset estimation for removing the phase ambiguity. The proposed algorithm estimates the integer frequency offset by using differential phase between matched filtering results of sub-chirps and successive symbols. Then, the fractional frequency offset is estimated by using the differential phase between successive symbols Simulation results show that the proposed algorithm well removes the phase ambiguity, and have almost same estimation performance compared with conventional one when there is not the phase ambiguity.

Hybrid CNIR Estimation Method for OFDM Systems (OFDM 시스템을 위한 Hybrid 형태의 CNIR 추정 기법)

  • Jeon, Bo-Ik;Sohn, In-Soo;Kim, Young-Hoon
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.32 no.6A
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    • pp.544-549
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    • 2007
  • Carrier-to-noise and interference ratio (CNIR) measurement is important in providing accurate channel quality measurements for orthogonal frequency division multiplexing (OFDM) systems in different bit loading environments. Interference and noise power estimation for CNIR measurement nay be carried out either with known data or without any prior knowledge about the transmitted data. With prior knowledge on transmitted data, better estimation can be achieved. However, this results in huge increase in system load. As for estimation methods without any prior knowledge, poor system performance results under certain circumstances. In this paper, we investigate the effect due to different interference and noise power on decision-directed (DD) CNIR estimation for OFDM systems and propose a new CNIR estimation scheme that provides optimal trade off between the performance and system load.

DFT-Based Channel Estimation with Channel Response Mirroring for MIMO OFDM Systems (MIMO OFDM 시스템을 위한 채널 응답 미러링을 이용한 DFT기반 채널 추정 기법)

  • Lee, JongHyup;Kang, Sungjin;Noh, Wooyoung;Oh, Jimyung
    • Journal of the Korea Institute of Military Science and Technology
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    • v.24 no.6
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    • pp.655-663
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    • 2021
  • In this paper, DFT-Based channel estimation with channel response mirroring is proposed and analyzed. In General, pilot symbols for channel estimation in MIMO(Multi-Input Multi-Output) OFDM(Orthogonal Frequency-Division Multiplexing) Systems have a diamond shape in the time-frequency plane. An interpolation technique to estimate the channel response of sub-carriers between reference symbols is needed. Various interpolation techniques such as linear interpolation, low-pass filtering interpolation, cubic interpolation and DFT interpolation are employed to estimate the non-pilot sub-carriers. In this paper, we investigate the conventional DFT-based channel estimation for noise reduction and channel response interpolation. The conventional method has performance degradation by distortion called "edge effect" or "border effect". In order to mitigate the distortion, we propose an improved DFT-based channel estimation with channel response mirroring. This technique can efficiently mitigate the distortion caused by the DFT of channel response discontinuity. Simulation results show that the proposed method has better performance than the conventional DFT-based channel estimation in terms of MSE.

Multi-view Semi-supervised Learning-based 3D Human Pose Estimation (다시점 준지도 학습 기반 3차원 휴먼 자세 추정)

  • Kim, Do Yeop;Chang, Ju Yong
    • Journal of Broadcast Engineering
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    • v.27 no.2
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    • pp.174-184
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    • 2022
  • 3D human pose estimation models can be classified into a multi-view model and a single-view model. In general, the multi-view model shows superior pose estimation performance compared to the single-view model. In the case of the single-view model, the improvement of the 3D pose estimation performance requires a large amount of training data. However, it is not easy to obtain annotations for training 3D pose estimation models. To address this problem, we propose a method to generate pseudo ground-truths of multi-view human pose data from a multi-view model and exploit the resultant pseudo ground-truths to train a single-view model. In addition, we propose a multi-view consistency loss function that considers the consistency of poses estimated from multi-view images, showing that the proposed loss helps the effective training of single-view models. Experiments using Human3.6M and MPI-INF-3DHP datasets show that the proposed method is effective for training single-view 3D human pose estimation models.

Semantic Occlusion Augmentation for Effective Human Pose Estimation (가려진 사람의 자세추정을 위한 의미론적 폐색현상 증강기법)

  • Hyun-Jae, Bae;Jin-Pyung, Kim;Jee-Hyong, Lee
    • KIPS Transactions on Software and Data Engineering
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    • v.11 no.12
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    • pp.517-524
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    • 2022
  • Human pose estimation is a method of estimating a posture by extracting a human joint key point. When occlusion occurs, the joint key point extraction performance is lowered because the human joint is covered. The occlusion phenomenon is largely divided into three types of actions: self-contained, covered by other objects, and covered by background. In this paper, we propose an effective posture estimation method using a masking phenomenon enhancement technique. Although the posture estimation method has been continuously studied, research on the occlusion phenomenon of the posture estimation method is relatively insufficient. To solve this problem, the author proposes a data augmentation technique that intentionally masks human joints. The experimental results in this paper show that the intentional use of the blocking phenomenon enhancement technique is strong against the blocking phenomenon and the performance is increased.

Performance Improvement of CPSP Based TDOA Estimation Using the Preemphasis (프리엠퍼시스를 이용한 CPSP 기반의 도달시간차이 추정 성능 개선)

  • Kwon, Hong-Seok;Bae, Keun-Sung
    • The Journal of the Acoustical Society of Korea
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    • v.28 no.5
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    • pp.461-470
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    • 2009
  • We investigate and analyze the problems encountered in frame-based estimation of TDOA (Time Difference of Arrival) using CPSP function. Spectral leakage occurring in framing of a speech signal by a rectangular window could make estimation of CPSP spectrum inaccurate. Framing with other windows to reduce the spectral leakage distorts the signal due to the asynchronous weighting around the frame specifically both ends of the frame. These problems degrade the performance of the CPSP-based TDOA estimation. In this paper, we propose a method to alleviate those problems by pre-emphasis of the speech signal. It reduces the influence of the spectral leakage by reducing dynamic range of the spectrum of a speech signal with pre-emphasis. To validate the proposed method of pre-emphasis, we carry out TDOA estimation experiments in various noise and reverberation conditions, Experimental results have shown that the framing of pre-emphasized microphone output by a rectangular window achieves higher success rate of TDOA estimation than any other framing methods.

The Development of Performance Analysis Code for Conceptual Design of Jet Fighters (전투기의 개념설계를 위한 성능해석 프로그램 개발)

  • Kim, Taewoo;Choi, Hyunmin;Choi, Byungryul;Lee, Sungjin;Nam, Hwajin;Choi, Donghoon;Cho, Jinsoo
    • Journal of the Korean Society for Aeronautical & Space Sciences
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    • v.41 no.5
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    • pp.404-414
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    • 2013
  • In the conceptual design phase of jet fighters, the trade study is performed repeatedly for a selection of the baseline configuration. The automation of repeated trade study makes possible to select efficiently the baseline configuration. In this study, the performance analysis code was developed for the automation of trade study. The code was consists of the module of shape generation, the module of weight estimation, the module of mission performance analysis. 3D CAD Model can be generated by the module of shape generation and Weight can be estimated by using the empirical equation in the module of weight estimation. The module of mission performance analysis was able to calculate the mission performance about the arbitrary mission profile. In addition, the optimal mission performance can be calculated by using optimization method. By performing the validation, the code was confirmed to be able to apply to the conceptual design phase.