• Title/Summary/Keyword: Signal Evaluation

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Artificial Intelligence-Based CW Radar Signal Processing Method for Improving Non-contact Heart Rate Measurement (비접촉형 심박수 측정 정확도 향상을 위한 인공지능 기반 CW 레이더 신호처리)

  • Won Yeol Yoon;Nam Kyu Kwon
    • IEMEK Journal of Embedded Systems and Applications
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    • v.18 no.6
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    • pp.277-283
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    • 2023
  • Vital signals provide essential information regarding the health status of individuals, thereby contributing to health management and medical research. Present monitoring methods, such as ECGs (Electrocardiograms) and smartwatches, demand proximity and fixed postures, which limit their applicability. To address this, Non-contact vital signal measurement methods, such as CW (Continuous-Wave) radar, have emerged as a solution. However, unwanted signal components and a stepwise processing approach lead to errors and limitations in heart rate detection. To overcome these issues, this study introduces an integrated neural network approach that combines noise removal, demodulation, and dominant-frequency detection into a unified process. The neural network employed for signal processing in this research adopts a MLP (Multi-Layer Perceptron) architecture, which analyzes the in-phase and quadrature signals collected within a specified time window, using two distinct input layers. The training of the neural network utilizes CW radar signals and reference heart rates obtained from the ECG. In the experimental evaluation, networks trained on different datasets were compared, and their performance was assessed based on loss and frequency accuracy. The proposed methodology exhibits substantial potential for achieving precise vital signals through non-contact measurements, effectively mitigating the limitations of existing methodologies.

An Onboard Measurement System of Ultrasonic Velocity and Attenuation using the Wavelet Transform

  • Cho, Seog-bin;Ha, Sung-kil;Jung, Sung-Yun;Baek, Kwang-ryul
    • 제어로봇시스템학회:학술대회논문집
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    • 2004.08a
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    • pp.1826-1828
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    • 2004
  • In this paper, we present an ultrasonic velocity and attenuation measurement system. There are many ultrasonic measurement methods that are used in nondestructive testing applications. They include material property determination, microstructural characterization, and flaw detection. Ultrasonic parameters such as velocity and attenuation are most commonly used in them. Advanced signal analysis which is called "ime-frequency analysis"has been used widely in nondestructive evaluation applications. Wavelet transform is the most advanced technique for processing signals with time-varying spectra. Using the echo waveform gathered by the designed hardware system, we performed simulation of the signal processing algorithms. Then the algorithm is implemented on the system.

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Classical Tamil Speech Enhancement with Modified Threshold Function using Wavelets

  • Indra., J;Kasthuri., N;Navaneetha Krishnan., S
    • Journal of Electrical Engineering and Technology
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    • v.11 no.6
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    • pp.1793-1801
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    • 2016
  • Speech enhancement is a challenging problem due to the diversity of noise sources and their effects in different applications. The goal of speech enhancement is to improve the quality and intelligibility of speech by reducing noise. Many research works in speech enhancement have been accomplished in English and other European Languages. There has been limited or no such works or efforts in the past in the context of Tamil speech enhancement in the literature. The aim of the proposed method is to reduce the background noise present in the Tamil speech signal by using wavelets. New modified thresholding function is introduced. The proposed method is evaluated on several speakers and under various noise conditions including White Gaussian noise, Babble noise and Car noise. The Signal to Noise Ratio (SNR), Mean Square Error (MSE) and Mean Opinion Score (MOS) results show that the proposed thresholding function improves the speech enhancement compared to the conventional hard and soft thresholding methods.

A Study on the characteristics of crack propagation in stainless steel wellding zone by AE Method (SUS 강판 용접부의 AE 방법에 의한 피로파괴전파 특성에 대한 연구)

  • 신근하;김용수
    • Journal of the Korean Society of Safety
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    • v.6 no.3
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    • pp.50-55
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    • 1991
  • It is well known that mechanisms of fracture and crack growth depend upon material characteristics such as fracture toughness, environmental condition, cracd geometry and mechanical properties. It seems to be very important to investihate the effects of the above factors on the behavior of structural components which contain flaws for the detailed evaluation of their intehrity. In this experimental research, fracture behaviors of moterials were investigated by using Acoustic Emission(AE) technique. The fracturing processes of materials were estimated through both the tension specimens. For the detrmlnatlon of yied strength or fracture toughness, the critical applied load at the crack initiation and propagation is thought to be very important. The critical applied load(PQ) was determined through AE signal. The source of AE signal was estimated by fractography analysis. These experimental results may contribute to the safety analyses and the evaluation of strength of structures.

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Application of the Correlation Technique to Electromagnetic Ultrasonic Nondestructive Evaluation: Theoretical Study and Computer Simulation

  • Zhao, Xin;Wang, Jin-Peng;Tao, Xue-Heng
    • Journal of Korea Multimedia Society
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    • v.9 no.12
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    • pp.1628-1635
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    • 2006
  • A new frequency-modulated m-sequence correlation technique was described. It has. been seen that the frequency modulation scheme leads to higher signal-to-noise ratio than direct sequencing and less hardware effort than PSK modulation scheme. The operating frequency of the correlation system was deduced. The optimal frequency for the frequency-modulated m-sequence correlation system should be 1.35 times of the center frequency of the transducer. The application of this correlation technique to electromagnetic ultrasonic system was computer-simulated.

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Efficiency Evaluation of the Unconditional Maximum Likelihood Estimator for Near-Field DOA Estimation

  • Arceo-Olague, J.G.;Covarrubias-Rosales, D.H.;Luna-Rivera, J.M.
    • ETRI Journal
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    • v.28 no.6
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    • pp.761-769
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    • 2006
  • In this paper, we address the problem of closely spaced source localization using sensor array processing. In particular, the performance efficiency (measured in terms of the root mean square error) of the unconditional maximum likelihood (UML) algorithm for estimating the direction of arrival (DOA) of near-field sources is evaluated. Four parameters are considered in this evaluation: angular separation among sources, signal-to-noise ratio (SNR), number of snapshots, and number of sources (multiple sources). Simulations are conducted to illustrate the UML performance to compute the DOA of sources in the near-field. Finally, results are also presented that compare the performance of the UML DOA estimator with the existing multiple signal classification approach. The results show the capability of the UML estimator for estimating the DOA when the angular separation is taken into account as a critical parameter. These results are consistent in both low SNR and multiple-source scenarios.

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Frequency domain analysis of the urophonography for LUTS diagnosis (하부요로 폐색 진단을 위한 요류음 주파수 분석)

  • Jeong, Do-Un;Jeon, Gye-Rok
    • Journal of Sensor Science and Technology
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    • v.16 no.3
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    • pp.202-210
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    • 2007
  • The aim of this study is to acquire useful information of lower urinary tract symptom (LUTS) diagnosis through urophonography signal as a noninvasive method. The hardware and software which could evaluate the function of compensatory hypertrophy with noninvasive and comfortable method was implemented to measure uroflow and urophonography signal during urination. The PSD (power spectrum density) and the log-log plot gradient analysis were accomplished in frequency domain. For evaluation of the system and analysis method, a model system for the lower urinary system of men was used. From the evaluation of the model system, the PDS and the log-log plot gradient were dependent on the occlusion degree significantly. In a pilot study on normal and abnormal male subjects, the PSD and the log-log plot gradient were highly correlated with the artificial urethral obstruction.

Fatigue Characteristics of High Strength Fire Resistance Steel for Frame Structure and Time-Frequency Analysis its Acoustic Emission Signal (고강도 구조용 내화강의 피로특성 및 음향방출신호의 시간-주파수 해석)

  • Kim, Hyun-Soo;Nam, Ki-Woo;Kang, Chang-Young
    • Proceedings of the KSME Conference
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    • 2000.04a
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    • pp.67-72
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    • 2000
  • Demand for now nondestructive evaluation are growing to detect fatigue crack growth behavior to predict long term performance of materials and structure in aggressive environments especially when they are In non-visible area. Acoustic emission technique is well suited to these problems and has drawn a keen interests because of its dynamic detection ability, extreme sensitivity and location of growing defects. In this study, we analysed acoustic emission signals obtained in fatigue and tensile test of high strength fire resistance steel for frame structure with time-frequency analysis methods. The main frequency range is different in the noise and the fatigue crack propagation. It could be classified that it were also generated by composite fracture mechanics of cleavage, dimple, inclusion separation etc.

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An Estimation Method for the Efficiency of Light-Emitting Diode (LED) Devices

  • Tao, Xuehui;Yang, Bin
    • Journal of Power Electronics
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    • v.16 no.2
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    • pp.815-822
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    • 2016
  • The efficiency of light-emitting diode (LED) devices is a significant factor that reflects the capability of these devices to convert electrical power into optical power. In this study, a method for estimating the efficiency of LED devices is proposed. An efficiency model and a heat power model are established as convenient tools for LED performance evaluation. Such models can aid in the design of LED drivers and in the reliability evaluation of LED devices. The proposed estimation method for the efficiency and heat power of LED devices is verified by experimentally testing two types of commercial LED devices.

Performance Evaluation of DS-CDMA Communication Systems using Chip Waveform Shaping (칩 파형 형성을 이용한 DS-CDMA 통신시스템 성능분석)

  • 장문섭;이정재
    • Proceedings of the Korea Institute of Convergence Signal Processing
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    • 2001.06a
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    • pp.65-68
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    • 2001
  • In this paper a CI(carrier interferometry) chip waveform shaping scheme which Is made up of orthogonal carriers equally spaced in frequency, and used to introduce frequency diversity benefits into DS-CDMA, is considered. A new communication scheme referred to as CI/DS-CDMA using CI chip shaping, is introduced. Through the performance evaluation of CI/DS-CDMA systems in a typical frequency selective fading channel environment, it is shown that the frequency diversity benefits of this system results in significant performance enhancements relative to traditional DS-COMA with RAKE receivers using the path diversity.

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