• Title/Summary/Keyword: Random signal

Search Result 720, Processing Time 0.02 seconds

Research on the modified algorithm for improving accuracy of Random Forest classifier which identifies automatically arrhythmia (부정맥 증상을 자동으로 판별하는 Random Forest 분류기의 정확도 향상을 위한 수정 알고리즘에 대한 연구)

  • Lee, Hyun-Ju;Shin, Dong-Kyoo;Park, Hee-Won;Kim, Soo-Han;Shin, Dong-Il
    • The KIPS Transactions:PartB
    • /
    • v.18B no.6
    • /
    • pp.341-348
    • /
    • 2011
  • ECG(Electrocardiogram), a field of Bio-signal, is generally experimented with classification algorithms most of which are SVM(Support Vector Machine), MLP(Multilayer Perceptron). But this study modified the Random Forest Algorithm along the basis of signal characteristics and comparatively analyzed the accuracies of modified algorithm with those of SVM and MLP to prove the ability of modified algorithm. The R-R interval extracted from ECG is used in this study and the results of established researches which experimented co-equal data are also comparatively analyzed. As a result, modified RF Classifier showed better consequences than SVM classifier, MLP classifier and other researches' results in accuracy category. The Band-pass filter is used to extract R-R interval in pre-processing stage. However, the Wavelet transform, median filter, and finite impulse response filter in addition to Band-pass filter are often used in experiment of ECG. After this study, selection of the filters efficiently deleting the baseline wandering in pre-processing stage and study of the methods correctly extracting the R-R interval are needed.

Joint Optimization of User Set Selection and Transmit Power Allocation for Orthogonal Random Beamforming in Multiuser MIMO Systems

  • Kang, Tae-Sung;Seo, Bangwon
    • ETRI Journal
    • /
    • v.34 no.6
    • /
    • pp.879-884
    • /
    • 2012
  • When the number of users is finite, the performance improvement of the orthogonal random beamforming (ORBF) scheme is limited in high signal-to-noise ratio regions. In this paper, to improve the performance of the ORBF scheme, the user set and transmit power allocation are jointly determined to maximize sum rate under the total transmit power constraint. First, the transmit power allocation problem is expressed as a function of a given user set. Based on this expression, the optimal user set with the maximum sum rate is determined. The suboptimal procedure is also presented to reduce the computational complexity, which separates the user set selection procedure and transmit power allocation procedure.

Numerical Study on Discrete and Broadband Noise Generated from Horizontal Axis Wind Turbine Blade (수평축 풍력터빈 블레이드의 이산소음과 광역소음의 수치해석)

  • Ryu, Ki-Wahn;Yu, Byung-Min
    • 한국신재생에너지학회:학술대회논문집
    • /
    • 2008.05a
    • /
    • pp.315-318
    • /
    • 2008
  • Numerical calculation for the 1MW class horizontal axis wind turbine blade has been carried out to estimate the magnitude between discrete noise and random noise. Farassat formula 1A was adopted to get the discrete noise signal, and blade element momentum theory was used to obtain the distribution of the aerodynamic data along the blade span. Fukano's approach was also adopted to calculate the unsteady aerodynamic random noise due to the Karman vortex generation at the trailing edge of the wind turbine blade. From the noise prediction for the 1MW class horizontal axis wind turbine, the frequency band of the discrete noise lies in the infrasound region, and that of the random noise lies in the audible band region.

  • PDF

Spatial Distribution of Mobiles in Cellular Communication Network (이동통신망에서의 셀 내 가입자 분포 분석)

  • Jang, Hee-Seon;Lee, Kwang-Hee;Yoon, Sang-Hum
    • IE interfaces
    • /
    • v.12 no.3
    • /
    • pp.401-405
    • /
    • 1999
  • We present a simulation model to generate the spatial distribution of mobiles in cellular communication network. Three types of spatial distributions are considered; biased, random, and ratio-based distributions. This study also points out and corrects the critical errors performed by Das and Morgera(1997) in getting random location of mobiles. By applying a simple path loss model, the effects of our correction on the signal-to-interference(SIR) ratio are discussed. The numerical results indicate that the variation of SIR in the Das's biased distribution is larger than that of other distributions. As compared with the random distribution, the average SIR error of the biased distribution is 91.1%.

  • PDF

Test Statistics of a Detection Scheme for Weak Random Signals in Multiplicative Noise (적산성 잡음에서의 약한 확률적 신호 검파기의 검정통계량)

  • 송익호
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.13 no.3
    • /
    • pp.270-276
    • /
    • 1988
  • The problem of detecting weak random signals is addressed in a generalized observation model incorporating multiplicative noised which has recently been introduced. It is shown that the locally optimum random-signal detectors in the multiplicative-noise model are interseting generalizations of those which would be obtained in the purely-additive noise model. Examples of explicits results for the locally optimum detector test statistics are given for two typical cases of well-known pdfs.

  • PDF

Methods of Random Signal Detection with Rank Statistics : Part I. The One-Sample Case (순위 통계량으로 확률 신호를 검파하는 방법 : 제 1 부. 한 표본을 쓸때)

  • 송익호;오택상;엄태상;한영옥
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.16 no.3
    • /
    • pp.284-290
    • /
    • 1991
  • A detection scheme wiich has based in rank statistic is obtained for detection of random signals in additive noise. It is shown that the detector has similarities to the locally optimum detector for random signals and that it is a generalization of the locally optimum rank detector for known signals. Performance of the detector is also considered together with that of other detectors.

  • PDF

A nonparametric detector for random signals in a multiplicative noise model (곱셈꼴 잡음모형에서 비모수 확률 신호 검파기)

  • 배진수;박정순;김광순;송익호
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.23 no.4
    • /
    • pp.796-804
    • /
    • 1998
  • Multiplicative noise is known to be useful in modeling multipath propagation, which is crucial in mobile communication systems analysis. In this paper, nonparametric detection of weak random signals in multiplicative noise is considered. The locally optimum detector based on signs and ranks of observations isderived for good weak-signal detection performance under any noise probability density function. the detector has similarities to the locally optimum detector for random signals in multiplicative noise. It is shown that the nonparametric detector asymptotically hs almost the same performance as the locally optimum detector.

  • PDF

Evaluation of Measurement Precisions Using Approximate F Tests and EMS in the Gauge R&R Studies (게이지 R&R 연구에서 근사 F검정과 EMS를 이용한 측정 정밀도의 평가)

  • Choi, Sung-Woon
    • Journal of the Korea Safety Management & Science
    • /
    • v.11 no.3
    • /
    • pp.209-216
    • /
    • 2009
  • A development in method of evaluating the measurement precisions using approximate F tests and variance components from expected mean square (EMS) is investigated. The research proposes three-factor mixed measurement models with the fixed and random factors. Unrestricted and unconstrained design work was rarely studied, while restricted and constrained designs have been significantly discussed. The unrestricted and unconstrained designs assume to be an independence of interaction. The proposed evaluation method about the measurement precisions can be extended to four-factor random measurement model or mixed measurement model. The study also presents the three evaluation indexes of precisions such as R&RTR (Reproducibility & Repeatability-To-Total Precision Ratio), PTR (Precision-To-Tolerance Ratio), and SNR (Signal-To-Noise Ratio). Numerical examples are proposed to evaluate the approximate F tests with Satterthwaite degrees of freedom and three indexes using the measurement precisions from EMS.

Outage Analysis of Cooperative Transmission in Two-Dimensional Random Networks over Rayleigh Fading Channels

  • Tran, Trung Duy;Kong, Hyung-Yun
    • Journal of electromagnetic engineering and science
    • /
    • v.11 no.4
    • /
    • pp.262-268
    • /
    • 2011
  • In this paper, we evaluate the outage performance of cooperative transmission in two-dimensional random networks. Firstly, we derive the joint distributions of the source-relay and the relay-destination links. Secondly, the outage probability for the decode-and-forward relaying system is derived when selection combining (SC) is employed at the destination. Finally, we calculate the average outage probability of the system and then attempt to express it by a simple approximate expression. The simulation results are presented to verify the accuracy of the derivations. Similar to deterministic networks, the cooperative transmission in random networks outperforms direct transmission at a high signal-to-noise ratio (SNR).

Definition of Antenna Diversity Gain in User-Distributed 3D-Random Line-of-Sight

  • Kildal, Per-Simon;Carlberg, Ulf;Carlsson, Jan
    • Journal of electromagnetic engineering and science
    • /
    • v.13 no.2
    • /
    • pp.86-92
    • /
    • 2013
  • The present paper defines diversity gain for stationary users. This deals in particular with gathering the received signal statistics over possible user positions and orientations in space rather than over time, and to define a meaningful diversity gain related to the cumulative improvement of the performances of the 1% users with the worst receiving conditions. The definition is used to evaluate diversity gain for some typical small antennas in an extreme environment with only line-of-sight (LOS). The LOS environment is regarded as user-distributed 3D-random LOS caused by the statistics of an ensemble of stationary users with arbitrary orientations in the horizontal plane (2D), and with arbitrary orientations of their wireless devices in the vertical plane. Thus, an overall 3D-random distribution of user orientation is assumed.