• Title/Summary/Keyword: Fast Fourier Transformation (FFT)

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Study on Cantilever Beam Tip Response with Various Harmonic Frequencies by Using EDISON Co-rotational Plane Beam-Dynamic Tip Load (EDISON Co-rotational Plane Beam-Dynamic Tip Load를 이용한 가진주파수 변화에 따른 외팔보의 자유단 진동 연구)

  • Park, Chul-Woo;Joo, Hyun-Shig;Ryu, Han-Yeol;Shin, Sang-Joon
    • Journal of the Computational Structural Engineering Institute of Korea
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    • v.28 no.5
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    • pp.477-483
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    • 2015
  • In this paper, Euler-Bernoulli beam theories(EB-beam) are used, and Fast Fourier Transformation(FFT) analysis is then employed to extract their natural frequencies using both analytical approach and Co-rotational plane beam(CR-beam) EDISON program. EB-beam is used to analyze a spring-mass system with a single degree of freedom. Sinusoidal force with various frequencies and constant magnitude are applied to tip of each beam. After the oscillatory tip response is observed in EB-beam, it decreases and finally converges to the so-called 'steady-state.' The decreasing rate of the tip deflection with respect to time is reduced when the forcing frequency is increased. Although the tip deflection is found to be independent of the excitation frequency, it turns out that time to reach the steady state response is dependent on the forcing frequency.

Reducing latency of neural automatic piano transcription models (인공신경망 기반 저지연 피아노 채보 모델)

  • Dasol Lee;Dasaem Jeong
    • The Journal of the Acoustical Society of Korea
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    • v.42 no.2
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    • pp.102-111
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    • 2023
  • Automatic Music Transcription (AMT) is a task that detects and recognizes musical note events from a given audio recording. In this paper, we focus on reducing the latency of real-time AMT systems on piano music. Although neural AMT models have been adapted for real-time piano transcription, they suffer from high latency, which hinders their usefulness in interactive scenarios. To tackle this issue, we explore several techniques for reducing the intrinsic latency of a neural network for piano transcription, including reducing window and hop sizes of Fast Fourier Transformation (FFT), modifying convolutional layer's kernel size, and shifting the label in the time-axis to train the model to predict onset earlier. Our experiments demonstrate that combining these approaches can lower latency while maintaining high transcription accuracy. Specifically, our modified model achieved note F1 scores of 92.67 % and 90.51 % with latencies of 96 ms and 64 ms, respectively, compared to the baseline model's note F1 score of 93.43 % with a latency of 160 ms. This methodology has potential for training AMT models for various interactive scenarios, including providing real-time feedback for piano education.

A Study on EEG based Concentration transmission and Brain Computer Interface Application (뇌파기반 집중도 전송 및 BCI 적용에 관한 연구)

  • Lee, Chung-Heon;Kwon, Jang-Woo;Kim, Gyu-Dong;Lee, Jun-Oh;Hong, Jun-Eui;Lee, Dong-Hoon
    • Proceedings of the KIEE Conference
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    • 2008.10b
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    • pp.155-156
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    • 2008
  • This research measures EEG signals which are generating on head skin and extracts brain concentration level related with brain activity. We develop concentration wireless transmission system for controlling hardware by using this signal. Two channels are used for measuring EEG signal on front head and Biopac system with MP-100 and EEG100C was used for measuring EEG signal, amplifying and filtering the signal. LabView 8.5 was also used for FFT transformation, frequency and spectrum analysis of the measure EEG signal. As a result, ${\alpha}$ wave, ${\beta}$ wave, ${\theta}$ wave and ${\delta}$ wave were classified. we extracted the concentration index by adapting concentration extraction algorithm. This concentration index was transferred into lego automobile device by wireless module and applied for BCI application.

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A Study on the Harmonics of Distribution Power System Interconnected with Distributed Generation (분산전원의 배전계통 연계 시 발생하는 고조파에 관한 연구)

  • Park, Jae-Gyun;Kim, Jin-Sung;Oh, Yong-Taek
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.11 no.1
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    • pp.73-78
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    • 2010
  • In this paper, the analysis of the harmonics of distribution power system interconnected with DG(distributed generation) is simulated by using PSCAD/EMTDC and evaluated the harmonics. The modeling system for simulation is similar to the actual distribution system, and solar power system. The simulation analyses are performed at connection points for each sector. Harmonic standards of interconnection with DG (IEEE Std 1547 and IEEE Std 519) are applied to the evaluation algorithm, converted the simulated data through FFT method, evaluated by THD and TDD separately. The harmonic contents in the case of without DG and each sector with DG are evaluated and compared. The results of evaluation showed the effect that the harmonic contents are appropriated at all sector with DG (without DG) in the distribution power systems but the large induction motor(50KW) is increased the harmonic contents.

Development of Measurement System of Cutter Conditions for Combine Diagnosis (I) - Analysis of Vibration and Load Signals - (콤바인 예취부 고장진단을 위한 예취 칼날부의 진단 시스템 개발(I) - 진동 및 부하 신호 분석 -)

  • Choi, Chang-Hyun;Kim, Yong-Joo;Kim, Jong-Hyuck;Mun, Joung-Hwan
    • Journal of Biosystems Engineering
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    • v.32 no.3
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    • pp.190-196
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    • 2007
  • The purpose of this study is to develop a measurement system of cutter conditions for combine header diagnosis during rice harvesting. A load cell was installed at the locker-arm to measure load fluctuation and an acceleration senor was used to monitor vibration signal of cutter bar. The data were collected from a paddy field during harvesting. The tests were conducted with a normal cutter, a loosened cutter, a broken cutter, and a worn-out connecter pin at the field. The vibration signals converted by FFT (Fast Fourier Transformation), filtered, and normalized. The load data and peak values of vibration signals in four different frequency ranges were used to determine the cutting operation and the cutter conditions of combine. The multiple comparison tests showed that the load data and peak values of vibration signals were important to monitor the cutting operation and cutter conditions of combine header.

Normalized Sensibility Using EEG as an Objective Emotional Index (감성과 뇌파와의 상관성에 대한 연구)

  • 황민철;류은경;변은희;김철중
    • Proceedings of the Korean Society for Emotion and Sensibility Conference
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    • 1997.11a
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    • pp.80-84
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    • 1997
  • 본 연구는 뇌파의 주파수 변화특성이 다양한 시각자극에 의해서 유발된 감성을 평가할 수 있는가를 알아보고자 하였다. 특히 쾌감성과 불쾌감성의 차이, 쾌감성내의 차이를 뇌파를 이용하여 객관적으로 변별할 수 있는 가를 알아보았다. 사용된 시각자극은 8개의 긍정자극과 7개의 부정자극이었다. 각각의 자극은 30초씩 무선적으로 제시되었고, 각자극의 제시사이마다 120초씩의 휴식기를 두었다. 매 자극제시 후 피험자는 제시된 자극에 대해 긍정.부정의 정도를 주관적으로 평가하였다. 실럼참가자는 20명의 대학생이었으며, 뇌파는 뇌의 21부위에서 기록되었다. 기록된 뇌파에 대해 FFT(Fast Fourier Transformation)분석을 실시한 후, normalized sensitivity를 구현하였다. 자극 중 최대긍정(the most positive stimulus), 최대부정(the most negative stimulus), 최소긍정(the least positive stimulus), 최소부정(the least negative stimulus)이라고 주관적으로 평가한 자극을 보고 있을때의 뇌파를 측정하여 비교.분석하였다. 그 결과 뇌파의 주파수 변화는 극단의 긍정감성과 부정감성의 차이를 변별할수 있고, 긍정감성내의 차이와 부전감성내의 차이를 변별할 수 있었다. 또한 부정감성을 느낄때보다는 긍정감성을 느낄수록 alpha파의 출현량은 증가하고, delta파와 beta파의 출현량은 감소하고 있음을 보여주었다. 결론적으로, 뇌파의 주파수 변화는 다양한 시각자극에 의해 유발된 감성을 측정할 수 있음을 암시한다.

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Real-time Collection and Correlation of Viscosity and Acoustic Data During Ball Milling Process (볼밀 공정 중 점도와 음향 데이터의 실시간 수집 및 상관관계 분석)

  • Jeong, Hyeondeok;Kim, Young-Beom;Ryu, Sung-Soo;Kim, Seiki
    • Journal of Powder Materials
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    • v.27 no.6
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    • pp.484-489
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    • 2020
  • In this study, acoustic and viscosity data are collected in real time during the ball milling process and analyzed for correlation. After fast Fourier transformation (FFT) of the acoustic data, changes in the signals are observed as a function of the milling time. To analyze this quantitatively, the frequency band is divided into 1 kHz ranges to obtain an integral value. The integrated values in the 2-3 kHz range of the frequency band decrease linearly, confirming that they have a high correlation with changes in viscosity. The experiment is repeated four times to ensure the reproducibility of the data. The results of this study show that it is possible to estimate changes in slurry properties, such as viscosity and particle size, during the ball milling process using an acoustic signal.

Characteristics of the Fatigue Index in EMG Power Spectrum Analysis During Isokinetic Exercise (등속성 운동 시 근전도 주파수 분석에서 얻은 피로지수의 특성)

  • Won, Jong-Im;Cho, Sang-Hyun;Yi, Chung-Hwi;Kwon, Oh-Youn;Lee, Young-Hee;Park, Jung-Mi
    • Physical Therapy Korea
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    • v.8 no.3
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    • pp.11-26
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    • 2001
  • In rehabilitation programs involving muscle re-education and endurance exercise, it is necessary to confirm when fatigue occurs. It is also necessary to quantify fatigue, to confirm whether the muscle has been exercised sufficiently. In general, as fatigue occurs, the force-generating ability of the muscle is reduced. If the median frequency (MDF) obtained from electromyogram (EMG) power spectrum is correlated highly with work, then the timing and degree of fatigue may be confirmed. This study examined the relationship between work and MDF obtained from the EMG power spectrum during repetitive isokinetic exercise. Surface EMG signals were collected from biceps brachii and vastus lateralis of 52 normal subjects (26 males, 26 females) at $120^{\circ}/sec$ and $60^{\circ}/sec$ while performing an isokinetic exercise. The exercise was finished at 25% of peak work. MDF data was obtained using a moving fast Fourier transformation (FFT), and random noise was removed using the inverse FFT, then a new MDF data was obtained from the main signal. There was a high correlation between work and MDF during repetitiv isokinetic exercise in the biceps brachii and vastus lateralis of males and the biceps brachii of females (r=.50~.77). However, there was a low correlation between work and MDF in the vastus lateralis of females (r=.06~.19).

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EEG Analysis Following Change in Hand Grip Force Level for BCI Based Robot Arm Force Control (BCI 기반 로봇 손 제어를 위한 악력 변화에 따른 EEG 분석)

  • Kim, Dong-Eun;Lee, Tae-Ju;Park, Seung-Min;Ko, Kwang-Eun;Sim, Kwee-Bo
    • Journal of the Korean Institute of Intelligent Systems
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    • v.23 no.2
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    • pp.172-177
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    • 2013
  • With Brain Computer Interface (BCI) system, a person with disabled limb could use this direct brain signal like electroencephalography (EEG) to control a device such as the artifact arm. The precise force control for the artifact arm is necessary for this artificial limb system. To understand the relationship between control EEG signal and the gripping force of hands, We proposed a study by measuring EEG changes of three grades (25%, 50%, 75%) of hand grip MVC (Maximal Voluntary Contract). The acquired EEG signal was filtered to obtain power of three wave bands (alpha, beta, gamma) by using fast fourier transformation (FFT) and computed power spectrum. Then the power spectrum of three bands (alpha, beta and gamma) of three classes (MVC 25%, 50%, 75%) was classified by using PCA (Principal Component Analysis) and LDA (Linear Discriminant Analysis). The result showed that the power spectrum of EEG is increased at MVC 75% more than MVC 25%, and the correct classification rate was 52.03% for left hand and 77.7% for right hand.

Seismic motions in a non-homogeneous soil deposit with tunnels by a hybrid computational technique

  • Manolis, G.D.;Makra, Konstantia;Dineva, Petia S.;Rangelov, Tsviatko V.
    • Earthquakes and Structures
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    • v.5 no.2
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    • pp.161-205
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    • 2013
  • We study seismically induced, anti-plane strain wave motion in a non-homogeneous geological region containing tunnels. Two different scenarios are considered: (a) The first models two tunnels in a finite geological region embedded within a laterally inhomogeneous, layered geological profile containing a seismic source. For this case, labelled as the first boundary-value problem (BVP 1), an efficient hybrid technique comprising the finite difference method (FDM) and the boundary element method (BEM) is developed and applied. Since the later method is based on the frequency-dependent fundamental solution of elastodynamics, the hybrid technique is defined in the frequency domain. Then, an inverse fast Fourier transformation (FFT) is used to recover time histories; (b) The second models a finite region with two tunnels, is embedded in a homogeneous half-plane, and is subjected to incident, time-harmonic SH-waves. This case, labelled as the second boundary-value problem (BVP 2), considers complex soil properties such as anisotropy, continuous inhomogeneity and poroelasticity. The computational approach is now the BEM alone, since solution of the surrounding half plane by the FDM is unnecessary. In sum, the hybrid FDM-BEM technique is able to quantify dependence of the signals that develop at the free surface to the following key parameters: seismic source properties and heterogeneous structure of the wave path (the FDM component) and near-surface geological deposits containing discontinuities in the form of tunnels (the BEM component). Finally, the hybrid technique is used for evaluating the seismic wave field that develops within a key geological cross-section of the Metro construction project in Thessaloniki, Greece, which includes the important Roman-era historical monument of Rotunda dating from the 3rd century A.D.