• Title/Summary/Keyword: Time-Domain Analysis

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Performance analysis in automatic modulation classification based on deep learning (딥러닝 기반 자동 변조 인식 성능 분석)

  • Kang, Jong-Jin;Kim, Jae-Hyun
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.25 no.3
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    • pp.427-432
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    • 2021
  • In this paper, we conduct performance analysis in automatic modulation classification of unknown communication signal to identify its modulation types based on deep neural network. The modulation classification performance was verified using time domain digital sample data of the modulated signal, frequency domain data to which FFT was applied, and time and frequency domain mixed data as neural network input data. For 11 types of analog and digitally modulated signals, the modulation classification performance was verified in various SNR environments ranging from -20 to 18 dB and reason for false classification was analyzed. In addition, by checking the learning speed according to the type of input data for neural network, proposed method is effective for constructing an practical automatic modulation recognition system that require a lot of time to learn.

A Finite Element Based PML Method for Time-domain Electromagnetic Wave Propagation Analysis (시간영역 전자기파 전파해석을 위한 유한요소기반 PML 기법)

  • Yi, Sang-Ri;Kim, Boyoung;Kang, Jun Won
    • Journal of the Computational Structural Engineering Institute of Korea
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    • v.28 no.2
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    • pp.123-130
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    • 2015
  • This paper presents a new formulation for transient simulations of microwave propagation in heterogeneous unbounded domains. In particular, perfectly-matched-layers(PMLs) are introduced to allow for wave absorption at artificial boundaries used to truncate the infinite extent of the physical domains. The development of the electromagnetic PML targets the application to engineering mechanics problems such as structural health monitoring and inverse medium problems. To formulate the PML for plane electromagnetic waves, a complex coordinate transformation is introduced to Maxwell's equations in the frequency-domain. Then the PML-endowed partial differential equations(PDEs) for transient electromagnetic waves are recovered by the application of the inverse Fourier transform to the frequency-domain equations. A mixed finite element method is employed to solve the time-domain PDEs for electric and magnetic fields in the PML-truncated domain. Numerical results are presented for plane microwaves propagating through concrete structures, and the accuracy of solutions is investigated by a series of error analyses.

A Fast Partial Frequency Spectrum Computation Method for the Efficient Frequency-Domain Beamformer (효율적인 주파수 영역 빔형성기 구현을 위한 국부 스펙트럼 고속 연산 기법)

  • Ha, Chang-Eup;Kim, Wan-Jin;Lee, Dong-Hun;Kim, Hyoung-Nam
    • Journal of the Institute of Electronics Engineers of Korea SP
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    • v.48 no.4
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    • pp.160-168
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    • 2011
  • A Frequency domain beamforming technique is widely used in sonar systems with a large number of beams and sensors. In the battlefield environment requiring real-time signal processing, it is needed to optimize the computational complexity of the spectrum computation to implement an efficient and fast frequency domain beamformer. So, in this paper, we proposed the pruned-GSFFT (pruned generalized sliding fast Fourier transform) as a new spectrum computation method. The proposed method help to reduce the computational complexity of the real-time partial spectrum computation by eliminating the redundancy between consecutive input samples and skipping the regardless frequency bands. Also the characteristics of the proposed pruned-GSFFT method and its computational complexity are compared to those of previous FFT algorithms.

Optimization Design in Time Domain on Impulse GPIR System (임펄스 GPIR시스템의 시간영역 최적화 설계)

  • Kim, Kwan-Ho;Park, Young-Jin;Yoon, Young-Joong
    • Journal of the Institute of Electronics Engineers of Korea TC
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    • v.46 no.3
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    • pp.32-39
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    • 2009
  • In this paper, system optimization design technique of an impulse ground penetrating image radar (GPIR) in time domain is proposed to improve depth resolution of the system. For the purpose, time domain analysis method of key components such as impulse generator and UWB antenna is explained and by simulation, parameters of each component are determined. In particular, by standardizing the impulse signal, spectrum efficiency of a radiated impulse signal is improved and a U-shaped planar dipole antenna for a UWB antenna is developed. By equipping a parabolic metal reflector with the proposed antenna, external noise is prevented and the ability of radiating an input impulse into ground is improved. In addition, to remove ringing effect of the propose antenna which causes serious degradation of the system performance, resistors are loaded at the edge of the antenna and then Tx and Rx UWB antennas are optimized by simulation in time domain. For images of targets buried under the ground migration technique is applied and influence of tough ground surface on distortion of received impulse signals is reduced using technique of noise and signal distortion reduction in time domain and its time resolution is enhanced. To verify the design optimization procedure, a prototype of an GPIR and an artificial test field are made. Measurement results show that the resolution of the system designed is as good as that of a theoretical model.

A Study on the Attitudes toward Market Goods Characteristics and the Market Goods Substitution of Housework (상품특성에 대한 태도와 가사노동 상품대체에 관한 연구)

  • Koo, Hye-Ryoung;Lee, Ki-Young
    • Journal of Families and Better Life
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    • v.18 no.3 s.47
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    • pp.39-52
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    • 2000
  • The purposes of this study were to identify the attitudes toward of market goods characteristics and to investigate the relationships between attitudes toward market goods characteristics and the level of market goods substitution of housework. For empirical analysis, the data of the study was collected from 572 married women living in Seoul. A questionnaire was used as a survey method. Data was analysed using SPSS/WIN8. The major findings of the study were as follows: 1) Wives had negative attitudes toward quality characteristics in the domain of food, but positive attitudes in the domain of clothes. They had positive attitudes toward time/labor saving characteristic, especially ready-made side dishes and dining-out, whereas negative attitudes toward money saving characteristic in the domain of food and clothes. 2) The level of market goods substitution of housework was influenced by the attitudes toward market goods characteristics.

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Finite Element Modeling of 2-stage Axially Deploying Beams Vibrating Under Gravity (중력에 의해 진동하는 2단 축방향 전개 보의 유한요소 모델링)

  • Yun, Won-Sang;Bae, Gyu-Hyun;Beom, Hee-Rak;Hong, Seong-Wook
    • Journal of the Korean Society of Manufacturing Technology Engineers
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    • v.21 no.2
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    • pp.202-207
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    • 2012
  • Multi-stage deploying beams are useful for transporting parts or products handling in production lines. However, such multi-stage beams are often exposed to unwanted vibration due to the presence of their flexibility and time-varying properties. This paper is concerned with dynamic modeling and analysis of 2-stage axially deploying beams under gravity by using the finite element method. A variable domain finite element method is employed to develop the dynamic model. A rigorous method to account for engagement of two-stage beams during the deploying procedure is introduced by breaking the entire domain into three variable domains. Several deploying strategies are tested to analyze the residual vibrations. Several examples are illustrated to investigate the self-induced damping and the effects of deploying strategy on the vibrations.

On-Line Defect Discrimination of Knitted Fabrics by the Narrow Band Eliminating Spatial Filtering Method -Analysis in Spatial Frequency Domain- (협대역 제거형 공간필터법에 의한 직물 결함의 온라인 종류판별 -공간주파수 영역에서의 해석-)

  • 전승환;김정률
    • Journal of the Korean Institute of Navigation
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    • v.20 no.1
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    • pp.81-85
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    • 1996
  • The defects occurred in knitted fabrics have several types due to some trouble sources. In particular, the defects caused by knitting machine troubles give a serious damage to the whole webs. It is, therefore, necessary to discriminate the kind of defects. The method to discriminate the type and size of defects has been proposed, which is used a pair of narrow band eliminating spatial filters. This method is based upon an isotropic signal processing in time domain. This paper is to confirm that the proposed method can be useful in the discrimination of defects, having analyzed in spatial frequency domain.

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A study on the stability criterion of the control systems for the drive systems in rolling mill plants (압연구동제어계(壓延驅動制御系)의 안정도(安定度) 판정법(判定法)에 관한 연구)

  • Jeong, H.S.;Baek, K.N.;Kang, M.J.
    • Proceedings of the KIEE Conference
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    • 1989.11a
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    • pp.380-382
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    • 1989
  • It is necessary for us to maintain good the quality of products in iron and steel making process, especially in the rolling mill plants. Thus, we need check the stability criteria of control systems. In the frequency domain, the whole system including controllers can be identified using FFT analyzer. But this method is not adequete where precise identification is demanded. Thus a way to complement the defects In the frequency domain analysis using FFT analyzer is introduced. And In the time domain, to establish the stability criteria on the control systems, the assumed parameters obtained using least square method are presented in this report.

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Detection of Leakage Point via Frequency Analysis of a Pipeline Flow

  • Kim, Sanghyun;Wansuk Yoo;Injoon Kang
    • Journal of Mechanical Science and Technology
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    • v.15 no.2
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    • pp.232-238
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    • 2001
  • Fast Fourier Transformation is employed to convert the head variation of a pipeline in the time domain to the amplitude of the frequency domain. Applying method of characteristics to a pipeline provides a significant frequency range for a surge introduced from the valve modulation. Inverse Fast Fourier Transformation and a Finite Impulse Response Filter can be used to remove any possible noise existing from the significant frequency range of an unsteady condition. A filtered signal shows higher potential for the inverse calculation of leakage detection than the noise-added signal does. The respective performances of Inverse Fast Fourier Transformation and a Finite Impulse Response Filter are compared in terms of leakage detection capability. Characteristics of the frequency range for multiple leakages were investigated to validate the effectiveness of the noise control method in the frequency domain.

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A Study on Visualization of Digital Preservation Knowledge Domain Using CiteSpace (CiteSpace 적용을 통한 디지털 보존 지식영역 비주얼화 연구)

  • Kim Hee-Jung
    • Journal of the Korean Society for Library and Information Science
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    • v.39 no.4
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    • pp.89-104
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    • 2005
  • This article identifies an emerging research paradigm and monitors the changes in digital preservation area using CiteSpace, a Java application which supports visual exploration with knowledge discovery in bibliographic databases. 74 articles on digital preservation field covering the time period from 1990-2005 were extracted from Web of Science. According to the result of analysis, core knowledge domains in digital preservation are technical preservation strategies, information network and preservation system, knowledge management and electronic government.