• Title/Summary/Keyword: butterworth filter

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Performance Evaluation for ECG Signal Prediction Using Digital IIR Filter and Deep Learning (디지털 IIR Filter와 Deep Learning을 이용한 ECG 신호 예측을 위한 성능 평가)

  • Uei-Joong Yoon
    • The Journal of the Convergence on Culture Technology
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    • v.9 no.4
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    • pp.611-616
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    • 2023
  • ECG(electrocardiogram) is a test used to measure the rate and regularity of heartbeats, as well as the size and position of the chambers, the presence of any damage to the heart, and the cause of all heart diseases can be found. Because the ECG signal obtained using the ECG-KIT includes noise in the ECG signal, noise must be removed from the ECG signal to apply to the deep learning. In this paper, the noise of the ECG signal was removed using the digital IIR Butterworth low-pass filter. When the performance evaluation of the three activation functions, sigmoid(), ReLU(), and tanh() functions, was compared using the deep learning model of LSTM, it was confirmed that the activation function with the smallest error was the tanh() function. Also, When the performance evaluation and elapsed time were compared for LSTM and GRU models, it was confirmed that the GRU model was superior to the LSTM model.

The Improvement of Current Waveforms for a PWM Variable Speed $3{\Phi}$ Induction Motor with the Low Pass LC Filter (저역통과 LC 필터를 이용한 PWM 가변속 3상 유도전동기의 전류파형 개선)

  • Nam, Taek-Kun;Park, Jin-Kil;Kim, Pil-Jae
    • Proceedings of the KIEE Conference
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    • 1996.07a
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    • pp.588-590
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    • 1996
  • An AC induction motor or constant speed characteristics has been widely used as power source because of simple structure and low maintenance cost in industrial field. The variable frequency AC source with a conventional inverter which is composed or power semi-conductors and drive systems contains much noises in sine wave current due to high speed switching or direct current. In this paper, the low pass LC filter for a variable speed induction motor driven by a full bridge inverter is introduced to solve EMI problem originated by much noise current. The modified LC filter based on the 3rd order Butterworth LC filter is used for the computer simulations and real experiments. The characteristics or proposed LC filter are investigated through FET analysis.

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A study of Full Width at Half Maximum(FWHM) according to the Filter's Cut off level in SPECT camera (SPECT filter의 cut off level에 따른 반폭치(FWHM) 크기에 관한 연구)

  • Park, Soung-Ock;Kwon, Soo-Il
    • Journal of radiological science and technology
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    • v.26 no.2
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    • pp.63-69
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    • 2003
  • Filtering is necessary to reduce statistical noise and to increase image quality in SPECT images. Noises controled by low-pass filter designed to suppress high spatial frequency in SPECT image. Most SPECT filter function control the degree of high frequency supression by chosing a cut of frequency. The location of cut off frequency determines the affect image noise and spatial resolution. If select the low cut off frequency, its provide good noise suppression but insufficient image quantity and high cut off frequencies increase the image resolution but insufficient noise suppression. The purpose of this study was to determines the optimam cut off level with comparison of FWHM according to cut off level in each kiters-Band-limited, Sheep-logan, Sheep-logan Hanning, Generalized Hamming, Low pass cosine, Parazen and Butterworth filter in SPECT camera. We recorded image along the X, Y, Z-axis with $^{99m}TcO_4$ point source and measured FWHM by use profile curve. We find averaged length is $9.16\;mm{\sim}18.14\;mm$ of FWHM in X, Y, and Z-axis, and Band-limited and Generalized Hamming filters measures 9.16 mm at 0.7 cycle/pixel cut off frequency.

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Modified Fermi Filter Design to Improve the MR Image of Knee in the Rheumatoid Arthritis Patient (류마티스 관절염 환자의 무릎 MR 영상 개선을 위한 변형된 Fermi 필터 설계)

  • Kim, Dong-Hyun;Ye, Soo-Young
    • Journal of the Korean Institute of Electrical and Electronic Material Engineers
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    • v.23 no.10
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    • pp.820-825
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    • 2010
  • In this study, we intended to design the optimal Fermi filter to apply the k-space date that is knee image of the rheumatoid arthritis patient acquired from the MRI (magnetic resonance imaging) instrument. After deciding the suitable coefficient for the Fermi filter, the results were compared with modified Fermi filter and inverse Chebyshev filter, Chebyshev filter, Elliptic filter and Butterworth filter. Firstly, in comparison to the results, the radiologist confirmed that modified Fermi filter was best decision for boundary of the rheumatoid arthritis images. The number of the black voxels of the histogram showed the quantity of the results. At the proposed filter images, numbers of the blacks voxels were statistically decreased. That meant voxels only appeared the black color were changed to others voxels color. Because the number of the total voxels was fixed, the area appeared block color could be effected to the other areas. If the modified Fermi filter were used for rheumatoid arthritis patient, the result will be better than other filters.

Voltage THD Mitigation of Power Distribution System using Z-Source Active Power Filter with a Fuel Cells Source (연료전지 전원을 갖는 Z-소스 능동전력필터에 의한 장거리 배전선로의 전압 THD 저감)

  • Jung, Young-Gook
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.57 no.12
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    • pp.2161-2166
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    • 2008
  • This paper deals with a Z-source active power filter(Z-AFU) for mitigation voltage THD(total harmonic distortion) due to voltage harmonic propagation(amplification) in 6.6kv power distribution system. Bus voltage harmonic signal is detected by 60Hz butterworth BPF(band pass filter). As an ESS(energy storage system) of the proposed system, PEM fuel cells(Ballard NEXA, 1.2kw) is employed. Test results based on PSIM(power electronics simulation tool) validate the proposed approach.

A 3V-50MHz analog CMOS continuous time current-mode filter with a negative resistance load

  • 현재섭;윤광섭
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.21 no.7
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    • pp.1726-1733
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    • 1996
  • A 3V-50MHz analog CMOS continuous-time current-mode filter with a negative resistance load(NRL) is proposed. In order to design a current-mode current integrator, a modified basic current mirror with a NRL to increase the output resistance is employed. the inherent circuit structure of the designed NRL current integrator, which minimizes the internal circuit nodes and enhances the gain bandwidth product, is capable of making the filter operate at the high frequency. The third order Butterworth low pass filter utilizing the designed NRL current integrator is synthesized and simulated with a 1.5.mu.m CMOS n-well proess. Simulation result shows the cutoff frequency of 50MHz and power consumption of 2.4mW/pole with a 3V power supply.

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Active-RC Channel Selection Filter with 40MHz Bandwidth and Improved Linearity (40MHz의 대역폭과 개선된 선형성을 가지는 Active-RC Channel Selection Filter)

  • Lee, Han-Yeol;Hwang, Yu-Jeong;Jang, Young-Chan
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.17 no.10
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    • pp.2395-2402
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    • 2013
  • An active-RC channel selection filter (CSF) with the bandwidth of 40MHz and the improved linearity is proposed in this paper. The proposed CSF is the fifth butterworth filter which consists of a first order low pass filter, two second order low pass filters of a biquad architecture, and DC feedback circuit for cancellation of DC offset. To improve the linearity of the CSF, a body node of a MOSFET for a switch is connected to its source node. The bandwidth of the designed CSF is selected to be 10MHz, 20MHz and 40MHz and its voltage gain is controlled by 6 dB from 0 dB to 24 dB. The proposed CSF is designed by using 40nm 1-poly 8-metal CMOS process with a 1.2V. When the designed CSF operates at the bandwidth of 40 MHz and voltage gain of 0 dB, the simulation results of OIP3, in-band ripple, and IRN are 31.33dBm, 1.046dB, and 39.81nV/sqrt(Hz), respectively. The power consumption and layout area are $450{\times}210{\mu}m^2$ and 6.71mW.

Thin Film Bulk Acoustic Resonator(FBAR) Bandpass Filter Design Technique Using Genetic Algorithm (유전자알고리즘을 이용한 FBAR RF 대역통과여파기 설계기법)

  • 이정흠;김형동
    • Journal of the Institute of Electronics Engineers of Korea TC
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    • v.40 no.3
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    • pp.10-17
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    • 2003
  • In this paper, genetic algorithm (GA)-based Thin Film Bulk Acoustic Resonator (FBAR) RF filter design technique is proposed. Since the BVD(Butterworth-Van Dyke) lumped element model is valid only around the resonance, FBAR filter design technique based on BVD circuit has an approximate error. Instead of using BVD model, optimizing filter design method utilizes an analytical electrical impedance equation of FBAR. The geometry of FBAR such as thickness of the piezoelectric layer and area which significantly affect the filter response is optimized by GA. US-PCS Rx Bandpass filter obtained by the proposed technique shows a better response comparing with the typical and BVD-based filter.

Development of Acid Resistance Velocity Sensor for Analyzing Acidic Fluid Flow Characteristics (산성 용액 내 유속 측정을 위한 내산성 센서 개발)

  • Choi, Gyujin;Yoon, Jinwon;Yu, Sangseok
    • Transactions of the Korean Society of Mechanical Engineers B
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    • v.40 no.10
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    • pp.629-636
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    • 2016
  • This study presents the development of an acid resistance velocity sensor that is used for measuring velocity inside a copper sulfate plating bath. First, researchers investigated the acid resistance coating to confirm the suitability of the anti-acid sensor in a very corrosive environment. Then, researchers applied signal processing methods to reduce noise and amplify the signal. Next, researchers applied a pressure-resistive sensor with an operation amplifier (Op Amp) and low-pass filter with high impedance to match the output voltage of a commercial flowmeter. Lastly, this study compared three low-pass filters (Bessel, Butterworth and Chebyshev) to select the appropriate signal process circuit. The results show 0.0128, 0.0023, and 5.06% of the mean square error, respectively. The Butterworth filter yielded more precise results when compared to a commercial flowmeter. The acid resistive sensor is capable of measuring velocities ranging from 2 to 6 m/s with a 2.7% margin of error.

Performance Analysis of a Lowpass Filter on a CT Saturation Detection Algorithm (변류기 포화 판단 알고리즘의 저역통과 필터에 대한 성능 분석)

  • Gang, Yong-Cheol;Ok, Seung-Hwan;Yun, Jae-Seong;Gang, Sang-Hui
    • The Transactions of the Korean Institute of Electrical Engineers A
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    • v.51 no.10
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    • pp.495-501
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    • 2002
  • A difference based current transformer (CT) saturation detection algorithm uses the third difference of a secondary current to detect the instants of the beginning/end of saturation. The third difference of a secondary current contains high frequency components when a CT is saturated. Thus, an effect of an anti-aliasing lowpass filter implemented in digital protection relays on the detection algorithm should be studied. This paper describes performance analysis of a lowpass filter on the CT saturation detection algorithm. The cutoff frequency of the lowpass filter is normally set to be half of a sampling frequency. In this Paper, two sampling frequencies of 3,840 (Hz) corresponding to 64 sample/cycle (s/c) and 1,920 (Hz) corresponding to 32 (s/c) are studied; the cutoff frequencies of the lowpass filters are set to be 1,920 (Hz), 960 (Hz) and 960(Hz), 480(Hz), respectively. And the proposed algorithm is verified by experiment. A 2nd order Butterworth filter is designed as a lowpass filter. The test results and experiment results clearly indicate that the saturation detection algorithm successfully detects the instants of the beginning/end of saturation even though a secondary current is filtered by the designed lowpass filters.