• Title/Summary/Keyword: estimation performance

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Analysis of Computational Complexity for Cascade AOA Estimation Algorithm Based on Single and Double Rim Array Antennas (단일 및 이중 림 어레이 안테나 기반 캐스케이드 AOA 추정 알고리즘의 계산복잡도 분석)

  • Tae-Yun, Kim;Suk-Seung, Hwang
    • The Journal of the Korea institute of electronic communication sciences
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    • v.17 no.6
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    • pp.1055-1062
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    • 2022
  • In order to use the Massive MIMO (Multi Input Multi Output) technology using the massive array antenna, it is essential to know the angle of arrival (AOA) of the signal. When using a massive array antenna, the existing AOA estimation algorithm has excellent estimation performance, but also has a disadvantage in that computational complexity increases in proportion to the number of antenna elements. To solve this problem, a cascade AOA estimation algorithm has been proposed and the performance of a single-shaped (non)massive array antenna has been proven through a number of papers. However, the computational complexity of the cascade AOA estimation algorithm to which single and double rim array antennas are applied has not been compared. In this paper, we compare and analyze the computational complexity for AOA estimation when single and double rim array antennas are applied to the cascade AOA estimation algorithm.

Noise Statistics Estimation Using Target-to-Noise Contribution Ratio for Parameterized Multichannel Wiener Filter (변수내장형 다채널 위너필터를 위한 목적신호대잡음 기여비를 이용한 잡음추정기법)

  • Hong, Jungpyo
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.26 no.12
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    • pp.1926-1933
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    • 2022
  • Parameterized multichannel Wiener filter (PMWF) is a linear filter that can control the trade-off between residual noise and signal distortion using the embedded parameter. To apply the PMWF to noisy inputs, accurate noise estimation is important and multichannel minima-controlled recursive averaging (MMCRA) is widely used. However, in the case of the MMCRA, the accuracy of noise estimation decreases when a directional interference is involved into the array inputs. Consequently, the performance of the PMWF is degraded. Therefore, we propose a noise power spectral density (PSD) estimation method for the PMWF in this paper. The proposed method is based on a consecutive process of eigenvalue decomposition on noisy input PSD, estimation of the target component contribution using directional information, and exponential weighting for improved estimation of the target contribution. For evaluation, four objective measures were compared with the MMCRA and we verify that the PMWF with the proposed noise estimation method can improve performance in environments where directional interfereces exist.

Probabilistic Estimation of Thermal Fatigue Performance of Three-Way Catalyst Substrate (삼원 촉매 담체의 확률론적 열피로 성능 평가)

  • Cho, Seok-Swoo
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.38 no.6
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    • pp.669-676
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    • 2014
  • A three-way catalyst substrate for domestic passenger car satisfies the design criteria for exhaust gas exchange and pressure drop but does not have satisfactory thermal fatigue performance. Prefracture faults in this three-way catalyst substrate has often been discovered in vehicle repair or vehicle inspection facilities. This paper presents a thermal fatigue performance estimation method for a three-way catalyst substrate using a probabilistic strength reduction factor model. This method is superior to the thermal fatigue performance estimation method for a three-way catalyst substrate that uses a deterministic strength model.

M/G/1 Queueing Model for the Performance Estimation of AS/RS (자동창고시스템의 성능평가를 위한 M/G/1 대기모형)

  • Lim, Si-Yeong;Hur, Sun;Lee, Moon-Hwan;Lee, Young-Hae
    • Journal of Korean Institute of Industrial Engineers
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    • v.27 no.1
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    • pp.111-117
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    • 2001
  • Most of the techniques for the performance estimation of unit-load AS/RS are a static model or computer simulation. Especially, their models have been developed under the assumption that the Storage/Retrieval (S/R) machine performs either single command(SC) or dual command(DC) only. In reality, depending on the operating policy and the status of the system at a particular time, the S/R machine performs a SC or a DC, or becomes idle. In order to resolve this weak point, we propose a stochastic model for the performance estimation of unit-load ASIRS by using a M/G/1 queueing model with a single server and two queues. Server utilization, expected numbers of waiting storage and retrieval commands and mean time spent in queue and system are found.

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Performance Comparison of Background Estimation in the Video (영상에서의 배경추정알고리즘 성능 비교)

  • Do, Jin-Kyu;Kim, Gyu-Yeong;Park, Jang-Sik;Kim, Hyun-Tae;Yu, Yun-Sik
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2011.05a
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    • pp.808-810
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    • 2011
  • The background estimation algorithms had a significant impact on the performance of image processing and recognition. In this paper, background estimation algorithms were analysis of complexity and performance as preprocessing of image recognition. It was evaluated the performance of Gaussian Running Average, Mixture of Gaussian, and KDE algorithm. The simulation results show that KDE algorithm outperforms compared to the other algorithms.

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Performance Comparison of 2D MUSIC and Root-MUSIC Algorithms for Anti-jamming in GPS Receiver (GPS 재밍 대응을 위한 2차원 MUSIC과 Root-MUSIC 알고리즘의 성능 비교)

  • Jin, Mi-Hyun;Lee, Ju-Hyun;Choi, Heon-Ho;Lee, Sang-Jeong;Shin, Young-Cheol;Lee, Byung-Hwan;Ahn, Woo-Gwun;Park, Chan-Sik
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.60 no.11
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    • pp.2131-2138
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    • 2011
  • GPS is vulnerable to jamming because of extremely low signal power. Many anti-jamming techniques are studied for complement this vulnerability. Anti-jamming techniques using array antenna are most effective technique and these techniques are required the DOA estimates. MUSIC algorithm and Root-MUSIC Algorithm are typical algorithms used in DOA estimation. Two algorithms have different characteristics, so the choice of an algorithm may depends on many factors such as the environment and the system requirements. The analysis and performance comparison of both algorithms is necessary to choose the best method to apply. This paper summarizes the theory of MUSIC and Root-MUSIC algorithms. And this paper extends both algorithm to estimate two-dimensional angles. The software simulator of both algorithms are implemented to evaluate the performance. Root-MUSIC algorithm has the computational advantage on ULA. MUSIC algorithm is applicable to any antenna array. MUSIC shows better estimation performance when number of array element is small while the computational load of MUSIC is much higher than Root-MUSIC.

Robust Channel Estimation Method for OFDM Systems with Mobile Speed (이동성에 강건한 OFDM 시스템을 위한 채널추정기법)

  • 문홍진;조주필
    • Journal of Korea Multimedia Society
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    • v.5 no.4
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    • pp.450-457
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    • 2002
  • Conventional channel estimation methods for OFDM system have not the robust characteristics relating to various mobile speed. To solve this drawback in conventional methods, we propose the channel estimation method for OFDM, which has a good performance and computational complexity in consideration of other methods. Proposed method uses a block frame structure within a whole channel in contrast with conventional methods such as PSAM and ESAE. This concept prevents overall performance from diverging or showing a poor one. The analytical results demonstrate the proposed method outperforms PSAM and ESAE in terms of MSE and BER performance under all Rayleigh fading environment. Considering the simulation performance and computational complexity, proposed method shows better characteristics than conventional methods for OFDM and has not an error floor even in a severe Rayleigh fading environment.

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Axial capacity of FRP reinforced concrete columns: Empirical, neural and tree based methods

  • Saha Dauji
    • Structural Engineering and Mechanics
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    • v.89 no.3
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    • pp.283-300
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    • 2024
  • Machine learning (ML) models based on artificial neural network (ANN) and decision tree (DT) were developed for estimation of axial capacity of concrete columns reinforced with fiber reinforced polymer (FRP) bars. Between the design codes, the Canadian code provides better formulation compared to the Australian or American code. For empirical models based on elastic modulus of FRP, Hadhood et al. (2017) model performed best. Whereas for empirical models based on tensile strength of FRP, as well as all empirical models, Raza et al. (2021) was adjudged superior. However, compared to the empirical models, all ML models exhibited superior performance according to all five performance metrics considered. The performance of ANN and DT models were comparable in general. Under the present setup, inclusion of the transverse reinforcement information did not improve the accuracy of estimation with either ANN or DT. With selective use of inputs, and a much simpler ANN architecture (4-3-1) compared to that reported in literature (Raza et al. 2020: 6-11-11-1), marginal improvement in correlation could be achieved. The metrics for the best model from the study was a correlation of 0.94, absolute errors between 420 kN to 530 kN, and the range being 0.39 to 0.51 for relative errors. Though much superior performance could be obtained using ANN/DT models over empirical models, further work towards improving accuracy of the estimation is indicated before design of FRP reinforced concrete columns using ML may be considered for design codes.

High Performance QoS Traffic Transmission Scheme for Real-Time Multimedia Services in Wireless Networks

  • Kang, Moonsik
    • IEIE Transactions on Smart Processing and Computing
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    • v.1 no.3
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    • pp.182-191
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    • 2012
  • This paper proposes a high performance QoS (Quality of Service) traffic transmission scheme to provide real-time multimedia services in wireless networks. This scheme is based on both a traffic estimation of the mean rate and a header compression method by dividing this network model into two parts, core RTP/UDP/IP network and wireless access parts, using the IEEE 802.11 WLAN. The improvement achieved by the scheme means that it can be designed to include a means of provisioning the high performance QoS strategy according to the requirements of each particular traffic flow by adapting the header compression for real-time multimedia data. A performance evaluation was carried out to show the effectiveness of the proposed traffic transmission scheme.

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A Research on the Development of Management Process System of Public Ordering Service Results and Estimation (건설기술용역 실적 관리 프로세스 시스템 개발에 대한 연구)

  • Lee, Kyu-Sung;Lee, Han-kyu;Kim, Nam-Gon
    • Proceedings of the Korean Institute of Building Construction Conference
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    • 2014.05a
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    • pp.168-169
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    • 2014
  • Construction Technology Service is currently hardly managed due to failure to offer standard management system of service performance, company performance, and business evaluation in every Ordering Agencies. After Construction Technology Promotion Act is enforced in May 2014, Ordering Agency obligates them to report to Minister of Land and Transportation within 10 days upon contract/ amendment/ completion. In 2013, in advance to enforcement of this law, performance management system for construction technology service was developed for a test run. However this system only applies to main contractors while management and operation of subcontractors are unavailable that causes problems on connection and integration with Experience Management Trustee. Therefore, this research will establish systematic foundation that enables real-time information of service performance and evaluation of subcontractors to result standardization of performance and evaluation for public ordered services.

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