• Title/Summary/Keyword: 성능 estimation

Search Result 3,422, Processing Time 0.029 seconds

Performance Analysis of Pilot Patterns for Channel Estimation in OFDM Systems (OFDM 시스템에서 채널 추정을 위한 파일럿 패턴의 성능 분석)

  • Choe, Kwang-Don;Hyun, Deok-Soo;Park, Sang-Kyu
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.30 no.8A
    • /
    • pp.664-670
    • /
    • 2005
  • OFDM is a very attractive technique for achieving high-bit-rate data transmission and high spectrum efficiency in fading environment. However, the reliable detection of an OFDM signal in time-varying multipath fading channels is a challenging problem. Accordingly, various channel estimation methods have been proposed for performance improvement. But, conventional pilot patterns for channel estimation in OFDM systems have not robust characteristics relating to various mobile speed. To solve this drawback in conventional patterns, we propose the pilot patterns modified from conventional patterns to have a good error performance in time-varying fading channel. Simulation results show that the performance of the proposed pilot patterns is better than conventional patterns in fast time-varying channel.

Performance Evaluation of Interference Alignment Based on Analog CSI Feedback in Continuously-Varying Interference Channel (연속적으로 변하는 간섭채널에서 아날로그 피드백을 이용한 간섭정렬의 성능 평가)

  • Song, Kyoung-Young;Lim, Dae-Woon
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.39A no.1
    • /
    • pp.65-67
    • /
    • 2014
  • In this letter, the performance of the interference channel with continuously varying channel is evaluated by using interference alignment based on practical channel estimation and channel state information(CSI) feedback and ideal Doppler frequency estimation. In this paper, performance evaluation is performed in terms of sum rate for 3-user interference channel. And also, sum rate is measured according to frequency of channel estimation relating with the calculation complexity. Simulation results show that the proposed scheme outperforms the conventional one which assumes that the channel is constant in a frame in some circumstances.

Fast and Accurate Performance Estimation of Bus Matrix for Multi-Processor System-on-Chip (MPSoC) (멀티 프로세서 시스템-온-칩(MPSoC)을 위한 버스 매트릭스 구조의 빠르고 정확한 성능 예측 기법)

  • Kim, Sung-Chan;Ha, Soon-Hoi
    • Journal of KIISE:Computer Systems and Theory
    • /
    • v.35 no.11
    • /
    • pp.527-539
    • /
    • 2008
  • This paper presents a performance estimation technique based on queuing analysis for on-chip bus matrix architectures of Multi-Processor System-on-Chips(MPSoCs). Previous works relying on time-consuming simulation are not able to explore the vast design space to cope with increasing time-to-market pressure. The proposed technique gives accurate estimation results while achieving faster estimation time than cycle -accurate simulation by order of magnitude. We consider the followings for the modeling of practical memory subsystem: (1) the service time with the general distribution instead of the exponential distribution and (2) multiple-outstanding transactions to achieve high performance. The experimental results show that the proposed analysis technique has the accuracy of 94% on average and much shorter runtime ($10^5$ times faster at least) compared to simulation for the various examples: the synthetic traces and real-time application, 4-channel DVR.

Detector Evaluation Scheme Including the Concept of Confidence Interval in Statistics (통계적 신뢰구간 개념을 도입한 검지기 성능평가)

  • Jang, Jin-Hwan;Kim, Byung-Hwa
    • The Journal of The Korea Institute of Intelligent Transport Systems
    • /
    • v.10 no.1
    • /
    • pp.67-75
    • /
    • 2011
  • This paper presents a new test technique for evaluating performance of vehicle detectors with interval estimation, not the conventional point estimation, for presenting statistical confidence interval. The methodology is categorized into three parts; sampling plan, analysis on the characteristic of evaluation indices, and the expression of evaluation results. Even though many statistical sampling plans exist, stratified random sampling is regarded as the most appropriate one, considering the detector performance characteristics that varies with traffic, illumination, and meteorological conditions. No magic bullet exists for evaluation index for detector evaluation, hence the characteristics of evaluation indices were thoroughly analyzed and a reasonable process for choosing the best evaluation index is proposed. Finally, the methodology to express the result of detector evaluation for the entire evaluation period and individual analysis interval is represented, respectively. To overcome the existing drawbacks in point estimation, interval estimation by which statistical confidence interval can be represented is introduced for enhancing statistical reliability of traffic detector evaluation. This research can make vehicle detector scheme improve one step forward.

Performance analysis of DoA estimation algorithm using a circular array antenna (원형 배열 안테나의 DoA 추정 알고리즘 성능 분석)

  • Lim, Seung-Gag;Kang, Dae-Soo
    • Journal of the Korea Academia-Industrial cooperation Society
    • /
    • v.9 no.2
    • /
    • pp.395-400
    • /
    • 2008
  • This paper relates to the performance analysis of DoA estimation algorithm in 2-dimensional circular array antenna for the receiving of GPS signal which is used for the performance improvement by elimination of jammer signal. By performing the spatial filtering after the DoA estimation in array antenna, the quality of receiving signal can improve by the nulling of jammer signal from the undesired direction and the forming of beam from the desired direction. In this paper, the MUSIC and MinNorm algorithm used for DoA estimation were applied after fixing the angle and power of jammer signal in 4 element and 7 element circular array antenna. In order to performance analysis, the estimation result and estimation error were computed by computer simulation. As a result, the MUSIC and MinNorm were fairly good in azimuth and elevation angle estimation of DoA in case of good signal to noise ratio and the MUSIC has better performance compared to MinNorm in case of poor signal to noise ratio.

A study on age estimation of facial images using various CNNs (Convolutional Neural Networks) (다양한 CNN 모델을 이용한 얼굴 영상의 나이 인식 연구)

  • Sung Eun Choi
    • Journal of Platform Technology
    • /
    • v.11 no.5
    • /
    • pp.16-22
    • /
    • 2023
  • There is a growing interest in facial age estimation because many applications require age estimation techniques from facial images. In order to estimate the exact age of a face, a technique for extracting aging features from a face image and classifying the age according to the extracted features is required. Recently, the performance of various CNN-based deep learning models has been greatly improved in the image recognition field, and various CNN-based deep learning models are being used to improve performance in the field of facial age estimation. In this paper, age estimation performance was compared by learning facial features based on various CNN-based models such as AlexNet, VGG-16, VGG-19, ResNet-18, ResNet-34, ResNet-50, ResNet-101, ResNet-152. As a result of experiment, it was confirmed that the performance of the facial age estimation models using ResNet-34 was the best.

  • PDF

Performance Evaluation of Battery Remaining Time Estimation Methods According to Outlier Data Processing Policies in Mobile Devices (모바일 기기에서 이상치 데이터 처리 정책에 따른 배터리 잔여 시간 예측 기법의 평가)

  • Tak, Sungwoo
    • Journal of the Korea Institute of Information and Communication Engineering
    • /
    • v.26 no.7
    • /
    • pp.1078-1090
    • /
    • 2022
  • The distribution patterns of battery usage time data per battery level are able to affect the performance of estimating battery remaining time in mobile devices. Outliers may mainly affect the estimation performance of statistical regression methods. In this paper, we propose a software framework that detects and processes outliers to improve the estimation performance of statistical regression methods. The proposed framework first detects outliers that degrade the estimation performance. The proposed framework replaces outliers with smoothed data. The difference between an outlier and its replaced data will be properly distributed into individual data. Finally, individual data are reinforced to improve the estimation performance. The numerical results obtained by experimenting the proposed framework confirmed that it yielded good performance of estimating battery remaining time.

Noise-Robust Speech Recognition Using Histogram-Based Over-estimation Technique (히스토그램 기반의 과추정 방식을 이용한 잡음에 강인한 음성인식)

  • 권영욱;김형순
    • The Journal of the Acoustical Society of Korea
    • /
    • v.19 no.6
    • /
    • pp.53-61
    • /
    • 2000
  • In the speech recognition under the noisy environments, reducing the mismatch introduced between training and testing environments is an important issue. Spectral subtraction is widely used technique because of its simplicity and relatively good performance in noisy environments. In this paper, we introduce histogram method as a reliable noise estimation approach for spectral subtraction. This method has advantages over the conventional noise estimation methods in that it does not need to detect non-speech intervals and it can estimate the noise spectra even in time-varying noise environments. Even though spectral subtraction is performed using a reliable average noise spectrum by the histogram method, considerable amount of residual noise remains due to the variations of instantaneous noise spectrum about mean. To overcome this limitation, we propose a new over-estimation technique based on distribution characteristics of histogram used for noise estimation. Since the proposed technique decides the degree of over-estimation adaptively according to the measured noise distribution, it has advantages to be few the influence of the SNR variation on the noise levels. According to speaker-independent isolated word recognition experiments in car noise environment under various SNR conditions, the proposed histogram-based over-estimation technique outperforms the conventional over-estimation technique.

  • PDF

A Study on the SNR Estimation Performance of Hierarchical 16QAM (계층 16QAM의 SNR 추정 성능에 대한 연구)

  • Kwak, Jae-Min
    • Journal of Advanced Navigation Technology
    • /
    • v.16 no.6
    • /
    • pp.975-981
    • /
    • 2012
  • The SNR estimation performance of hierarchical 16QAM system, which is adopted to simultaneous transmission or efficient image transmission system, is analyzed. Hierarchical 16QAM is modulation system which has different constellation shape from conventional QAM and can provide users with high quality and low quality of data services simultaneously by controlling hierarchical modulation parameter. Assuming AWGN channel, SNR estimation performance characteristics are investigated considering hierarchical modulation parameter and type of constellation points. From simulation results, it is found that constellation point showing superior SNR estimation performance relative to other points is exist. Also, it is known that according to hierarchical modulation parameter, SNR estimation range with more accurate estimation performance is divided.

A Velocity-Adaptive Channel Estimation Scheme Using the Simple Zero-forcing Technique in the Frequency Domain (주파수 영역에서의 간단한 zero-forcing 기법을 이용한 속도 적응형 채널 추정 기법)

  • Yu Takki;Park Goohyun;Hong Daesik;Kang Changeon
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.31 no.1A
    • /
    • pp.38-47
    • /
    • 2006
  • In this paper, we propose a velocity-adaptive channel estimation scheme using the simple zero-forcing technique in the frequency domain. Channel estimation is performed by removing frequency components that are higher than the maximum Doppler frequency in the received signal. The proposed scheme can be extended to the combined estimation scheme for channel coefficients and mobile velocity using one FFT/IFFT module. Simulation results show that the proposed scheme outperforms conventional schemes for a wide range of mobile velocities($3{\sim}300\;Km/h$). Finally, the MSE for the proposed channel estimation scheme is analyzed.