• 제목/요약/키워드: Distortion Estimation

검색결과 344건 처리시간 0.022초

Massive MIMO with Transceiver Hardware Impairments: Performance Analysis and Phase Noise Error Minimization

  • Tebe, Parfait I.;Wen, Guangjun;Li, Jian;Huang, Yongjun;Ampoma, Affum E.;Gyasi, Kwame O.
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • 제13권5호
    • /
    • pp.2357-2380
    • /
    • 2019
  • In this paper, we investigate the impact of hardware impairments (HWIs) on the performance of a downlink massive MIMO system. We consider a single-cell system with maximum ratio transmission (MRT) as precoding scheme, and with all the HWIs characteristics such as phase noise, distortion noise, and amplified thermal noise. Based on the system model, we derive closed-form expressions for a typical user data rate under two scenarios: when a common local oscillator (CLO) is used at the base station and when separated oscillators (SLOs) are used. We also derive closed-form expressions for the downlink transmit power required for some desired per-user data rate under each scenario. Compared to the conventional system with ideal transceiver hardware, our results show that impairments of hardware make a finite upper limit on the user's downlink channel capacity; and as the number of base station antennas grows large, it is only the hardware impairments at the users that mainly limit the capacity. Our results also show that SLOs configuration provides higher data rate than CLO at the price of higher power consumption. An approach to minimize the effect of the hardware impairments on the system performance is also proposed in the paper. In our approach, we show that by reducing the cell size, the effect of accumulated phase noise during channel estimation time is minimized and hence the user capacity is increased, and the downlink transmit power is decreased.

패리티 요구량 예측을 이용한 적응적 경판정 출력 기반 고속 분산 비디오 복호화 기술 (Adaptive Hard Decision Aided Fast Decoding Method using Parity Request Estimation in Distributed Video Coding)

  • 심혁재;오양근;전병우
    • 방송공학회논문지
    • /
    • 제16권4호
    • /
    • pp.635-646
    • /
    • 2011
  • 분산 비디오 압축 기술은 부호화기의 복잡한 과정을 복호화기로 이동시킴으로써 저복잡도 부호화기를 가능하게 한다. 하지만 WZ 복호화기는 움직임 예측/보상 과정뿐만 아니라 채널 복호 과정까지 수행하기 때문에 복호화 과정의 높은 복잡도가 문제점으로 지적되고 있다. LDPC 부호의 복호화는 상당히 반복적인 과정으로 수행되기 때문에 그 수행 횟수만큼 복잡도가 늘어나는데, 실제로 이러한 반복적인 복호 과정은 전체 WZ 복호화 복잡도의 60% 이상을 차지하고 있기 때문에 복잡도 절감의 주요 대상이다. 따라서 이러한 복잡도 절감을 위해 과거에 HDA(Hard Decision Aided) 방법을 적용하는 방법이 제안되었다. HDA 방법은 해당 패리티에 대한 복호 과정의 복잡도를 상당량 줄여주지만, 채널 복호가 성공하기에 부족한 패리티량에 대해서도 여전히 복호 과정을 수행하는 문제점을 가지고 있다. 따라서 이러한 소모적인 과정을 줄임으로써 추가적인 복잡도 절감 효과를 얻을 수 있다. 이에 본 논문에서는 비트 플레인 간의 상관도와 시간적 상관도에 기반하여 최소 연산으로 패리티 요구량을 예측하는 방법을 제안한다. 제안 방법과 HDA 방법을 함께 적용할 경우 채널 복호 과정에서는 평균 72% 정도의 고속 복호가 가능하며, 저하되는 율 왜곡 성능은 -0.0275 dB (BDPSNR) 정도로상당히 낮다.

Open and Short Circuit Switches Fault Detection of Voltage Source Inverter Using Spectrogram

  • Ahmad, N.S.;Abdullah, A.R.;Bahari, N.
    • Journal of international Conference on Electrical Machines and Systems
    • /
    • 제3권2호
    • /
    • pp.190-199
    • /
    • 2014
  • In the last years, fault problem in power electronics has been more and more investigated both from theoretical and practical point of view. The fault problem can cause equipment failure, data and economical losses. And the analyze system require to ensure fault problem and also rectify failures. The current errors on these faults are applied for identified type of faults. This paper presents technique to detection and identification faults in three-phase voltage source inverter (VSI) by using time-frequency distribution (TFD). TFD capable represent time frequency representation (TFR) in temporal and spectral information. Based on TFR, signal parameters are calculated such as instantaneous average current, instantaneous root mean square current, instantaneous fundamental root mean square current and, instantaneous total current waveform distortion. From on results, the detection of VSI faults could be determined based on characteristic of parameter estimation. And also concluded that the fault detection is capable of identifying the type of inverter fault and can reduce cost maintenance.

보간과 회귀를 위한 일반크리깅 모델 (Generalized Kriging Model for Interpolation and Regression)

  • 정재준;이태희
    • 대한기계학회논문집A
    • /
    • 제29권2호
    • /
    • pp.277-283
    • /
    • 2005
  • Kriging model is widely used as design analysis and computer experiment (DACE) model in the field of engineering design to accomplish computationally feasible design optimization. In general, kriging model has been applied to many engineering applications as an interpolation model because it is usually constructed from deterministic simulation responses. However, when the responses include not only global nonlinearity but also numerical error, it is not suitable to use Kriging model that can distort global behavior. In this research, generalized kriging model that can represent both interpolation and regression is proposed. The performances of generalized kriging model are compared with those of interpolating kriging model for numerical function with error of normal distribution type and trigonometric function type. As an application of the proposed approach, the response of a simple dynamic model with numerical integration error is predicted based on sampling data. It is verified that the generalized kriging model can predict a noisy response without distortion of its global behavior. In addition, the influences of maximum likelihood estimation to prediction performance are discussed for the dynamic model.

Adaptive Compensation Method Using the Prediction Algorithm for the Doppler Frequency Shift in the LEO Mobile Satellite Communication System

  • You, Moon-Hee;Lee, Seong-Pal;Han, Young-Yearl
    • ETRI Journal
    • /
    • 제22권4호
    • /
    • pp.32-39
    • /
    • 2000
  • In low earth orbit (LEO) satellite communication systems, more severe phase distortion due to Doppler shift is frequently detected in the received signal than in cases of geostationary earth orbit (GEO) satellite systems or terrestrial mobile systems. Therefore, an estimation of Doppler shift would be one of the most important factors to enhance performance of LEO satellite communication system. In this paper, a new adaptive Doppler compensation scheme using location information of a user terminal and satellite, as well as a weighting factor for the reduction of prediction error is proposed. The prediction performance of the proposed scheme is simulated in terms of the prediction accuracy and the cumulative density function of the prediction error, with considering the offset variation range of the initial input parameters in LEO satellite system. The simulation results showed that the proposed adaptive compensation algorithm has the better performance accuracy than Ali's method. From the simulation results, it is concluded the adaptive compensation algorithm is the most applicable method that can be applied to LEO satellite systems of a range of altitude between 1,000 km and 2,000 km for the general error tolerance level, M = 250 Hz.

  • PDF

강건추정자와 직선마스크를 이용한 스테레오 정합 (Stereo Matching Using Robust Estimators and Line Masks)

  • 김낙현;김경범;정성종
    • 대한기계학회논문집A
    • /
    • 제24권4호
    • /
    • pp.991-1000
    • /
    • 2000
  • Previous area-based stereo matching algorithms find the disparity by first computing the sum of squared differences (SSD) between corresponding points using a rectangular window, and then searching the position of the minimum SSD within the disparity range. These algorithms generate relatively many matching errors around depth discontinuities, since the SSD function may fail to search for the minimum because of varying disparity profiles in such areas. In this paper, in order to improve the matching accuracy around the depth discontinuities, a new correlation function based on robust estimation technique is proposed for stereo matching. In addition, while previous stereo algorithms utilize a single rectangular window for computing the correlation function, the proposed matching algorithm utilizes 4-directional line masks additionally to reduce the matching errors further. It has been turned out that the proposed algorithm reduces matching errors around depth discontinuities significantly. Experimental results are presented in this paper, comparing the performance of the proposed technique with those of previous algorithms using both synthetic and real images.

Statistical Model-Based Noise Reduction Approach for Car Interior Applications to Speech Recognition

  • Lee, Sung-Joo;Kang, Byung-Ok;Jung, Ho-Young;Lee, Yun-Keun;Kim, Hyung-Soon
    • ETRI Journal
    • /
    • 제32권5호
    • /
    • pp.801-809
    • /
    • 2010
  • This paper presents a statistical model-based noise suppression approach for voice recognition in a car environment. In order to alleviate the spectral whitening and signal distortion problem in the traditional decision-directed Wiener filter, we combine a decision-directed method with an original spectrum reconstruction method and develop a new two-stage noise reduction filter estimation scheme. When a tradeoff between the performance and computational efficiency under resource-constrained automotive devices is considered, ETSI standard advance distributed speech recognition font-end (ETSI-AFE) can be an effective solution, and ETSI-AFE is also based on the decision-directed Wiener filter. Thus, a series of voice recognition and computational complexity tests are conducted by comparing the proposed approach with ETSI-AFE. The experimental results show that the proposed approach is superior to the conventional method in terms of speech recognition accuracy, while the computational cost and frame latency are significantly reduced.

Single-Channel Non-Causal Speech Enhancement to Suppress Reverberation and Background Noise

  • Song, Myung-Suk;Kang, Hong-Goo
    • 한국음향학회지
    • /
    • 제31권8호
    • /
    • pp.487-506
    • /
    • 2012
  • This paper proposes a speech enhancement algorithm to improve the speech intelligibility by suppressing both reverberation and background noise. The algorithm adopts a non-causal single-channel minimum variance distortionless response (MVDR) filter to exploit an additional information that is included in the noisy-reverberant signals in subsequent frames. The noisy-reverberant signals are decomposed into the parts of the desired signal and the interference that is not correlated to the desired signal. Then, the filter equation is derived based on the MVDR criterion to minimize the residual interference without bringing speech distortion. The estimation of the correlation parameter, which plays an important role to determine the overall performance of the system, is mathematically derived based on the general statistical reverberation model. Furthermore, the practical implementation methods to estimate sub-parameters required to estimate the correlation parameter are developed. The efficiency of the proposed enhancement algorithm is verified by performance evaluation. From the results, the proposed algorithm achieves significant performance improvement in all studied conditions and shows the superiority especially for the severely noisy and strongly reverberant environment.

H.264/AVC의 효율적인 부호화 모드 결정에 관한 연구 (A Study on Efficient Coding Mode Decision for H.264/AVC)

  • 허태원
    • 한국컴퓨터산업학회논문지
    • /
    • 제6권5호
    • /
    • pp.801-812
    • /
    • 2005
  • H.264/AVC는 부호화 효율을 크게 향상시킨 비디오 부호화에 대한 표준이다. ITU-T와 MPEG는 가변블록의 움직임, 다중참조화면, l/4 화소 움직임 추정/보상기법과 비트율-왜곡 최적화 기법 등 다양하고 복잡한 부호화 기법들을 적용했다. H.264 참조 모델은 비트율-왜곡 최적화 기법에 기반을 둔 복잡한 부호화 모드 결정 기법을 채택했는데, 이는 부호화기의 높은 복잡성을 요구한다. 본 논문에서는 매크로 블록 부호화 모드의 순서에 대한 비트율-왜곡의 비용 값의 분포에 기초한 효율적인 부호화 모드 결정 기법을 제안하였다. 실험결과는 제안한 방법이 부호화 시간에 있어 34%를 감소시켰으며, 비트율-왜곡의 계산 량을 82% 줄였음을 보여준다.

  • PDF

H.264에서 MPEG-4로 빠른 트랜스코딩 (Fast Transcoding from H.264 to MPEG-4)

  • 권혁균;이영렬
    • 전자공학회논문지CI
    • /
    • 제41권6호
    • /
    • pp.91-99
    • /
    • 2004
  • 본 논문은 H.264와 MPEG-4 간의 원활한 통신을 하기위한 두 가지 트랜스코딩 방법을 제안한다. 같은 공간적 시간적 해상도(spatio-temporal resolution)를 유지하는 트랜스코팅 방법과 공간적 해상도(temporal resolution)를 줄이는 트랜스코팅 방법을 제안한다. H.264 비트스트림(bitstream)이 MPEG-4 비트스트림으로 변환 시 H.264 블록형태를 MPEG-4에서 사용 할 수 있는 블록형태로 변환 시켜야 하며, 4×4 블록단위의 움직임 벡터도 8×8 블록단위의 움직임 벡터로 조정하여야 한다. 두 가지 제안된 트랜스코딩 방법은 직렬 화소영역 트랜스코팅 방법(cascade pixel-domain transcoding) 보다 MPEG-4 부호화기 측에서 4.1~5.1배 부호화 속도가 빠를 뿐만 아니라 영상의 화질 저하는 최고 0.3dB정도 밖에 떨어 지지 않는다.