• Title/Summary/Keyword: Input Noise

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Input Noise Immunity of Multilayer Perceptrons

  • Lee, Young-Jik;Oh, Sang-Hoon
    • ETRI Journal
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    • v.16 no.1
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    • pp.35-43
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    • 1994
  • In this paper, the robustness of the artificial neural networks to noise is demonstrated with a multilayer perceptron, and the reason of robustness is due to the statistical orthogonality among hidden nodes and its hierarchical information extraction capability. Also, the misclassification probability of a well-trained multilayer perceptron is derived without any linear approximations when the inputs are contaminated with random noises. The misclassification probability for a noisy pattern is shown to be a function of the input pattern, noise variances, the weight matrices, and the nonlinear transformations. The result is verified with a handwritten digit recognition problem, which shows better result than that using linear approximations.

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A 0.18-μm CMOS UWB LNA Combined with High-Pass-Filter

  • Kim, Jeong-Yeon;Kim, Chang-Wan
    • Journal of electromagnetic engineering and science
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    • v.9 no.1
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    • pp.7-11
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    • 2009
  • An Ultra-WideBand(UWB) Low-Noise Amplifier(LNA) is proposed and is implemented in a $0.18-{\mu}m$ CMOS technology. The proposed UWB LNA provides excellent wideband characteristics by combining a High-Pass Filter (HPF) with a conventional resistive-loaded LNA topology. In the proposed UWB LNA, the bell-shaped gain curve of the overall amplifier is much less dependent on the frequency response of the HPF embedded in the input stage. In addition, the adoption of fewer on-chip inductors in the input matching network permits a lower noise figure and a smaller chip area. Measurement results show a power gain of + 10 dB and an input return loss of more than - 9 dB over 2.7 to 6.2 GHz, a noise figure of 3.1 dB at 3.6 GHz and 7.8 dB at 6.2 GHz, an input PldB of - 12 dBm, and an IIP3 of - 0.2 dBm, while dissipating only 4.6 mA from a 1.8-V supply.

Robust Input Shaping Controller for Slewing Uncertain Flexible Structures (모델 불확실성에 강인한 유연구조물의 입력설계)

  • 황재혁;공병식;이성춘
    • Proceedings of the Korean Society for Noise and Vibration Engineering Conference
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    • 1997.04a
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    • pp.316-323
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    • 1997
  • This paper compares input shaping techniques for controlling residual vibration of flexible structures. Input shaping generates vibration-reducing shaped commands through convolution of an impulse sequence with the desired command. Both feedforward and feedback control approaches with/without input shaper for uncertain dynamical systems are investigated to evaluate the control performances. The control objective is to achieve a fast settling time and robustness to plant uncertainty, to eliminate residual vibrations. It is shown by a series of simulation that a properly designed feedback controller with input shaper performs well, as compared with open-loop controller with input shaper.

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Development of Actuator Monitoring Technique through Decoupled Input-Output (입출력 비연성을 이용한 액추에이터 모니터링 기술 개발)

  • Koh, Bong-Hwan;Li, Ziling;Dharap, Prasad;Nagarajah, Satish;Phan, Minh Q.
    • Proceedings of the Korean Society for Noise and Vibration Engineering Conference
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    • 2005.11a
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    • pp.301-305
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    • 2005
  • This paper introduces a novel technique to detect and isolate the failures of multiple actuators connected to a system. Failure of actuator considered in this study could be any type of erroneous input that is different from commanded one. The interaction matrix technique allows the development of input-output equations that are only influenced by one target input. These input-output equations serve as an effective toot to monitor the integrity of each actuator regardless of the status of the other actuators. The method is capable of real-time actuator failure detection and isolation under any type of input excitation. The laboratory experiment using 8-bay NASA truss structure verifies the feasibility of the proposed method.

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Noise Loading Analysis using Volterra Kernels to Characterize Fiber Nonlinearities

  • Lee, Jong-Hyung
    • Korean Journal of Optics and Photonics
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    • v.23 no.6
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    • pp.246-250
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    • 2012
  • We derive analytical expressions for the output spectral density and the noise power $P_{\beta}$ in noise loading analysis using Volterra kernels to characterize fiber nonlinearities. The bandwidth of the input noise source has little effect on $P_{\beta}$, but the power of the input noise source and the dispersion parameter value of the fiber have a significant effect on $P_{\beta}$. The Volterra method predicts ${\Delta}P_{\beta}[dB]$ = 30 dB/decade, which agrees very accurately over a wide range of fiber parameters compared with the numerical results by the split-step Fourier method. Therefore the Volterra method could be useful to predict the performance of a dense WDM system when we plan to upgrade fiber or increase signal power.

Evaluation of the Inputs Efficiency for the Interior Noise of the Vehicle using Vector Synthesis Method (벡터합성법을 이용한 차량 실내소음의 입력원 영향도 평가)

  • Yang, In-Hyung;Jeong, Jae-Eun;Oh, Jae-Eung
    • Transactions of the Korean Society for Noise and Vibration Engineering
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    • v.20 no.6
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    • pp.562-567
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    • 2010
  • A passenger vehicle has various and complicated transmission paths of sound and vibration. In order to identify the mechanism of transfer path, estimation of excitation force and exact modeling of transfer path are required. In this paper vector synthesis technique is employed to identify the characteristics of road noise and its transmission to vehicle compartment through noise and vibration analysis. Vibration reduction efficiency of each transfer path is evaluated by comparing individual vector components obtained virtual simulation. The degree of effect is used to estimate the contribution of vibration input components to total output. And in this paper presents a new technique based on simulation studies using vector synthesis diagram and design of experiments, by which the effects of magnitude and phase change of input paths can be predicted.

Speech Enhancement Using Multiple Kalman Filter (다중칼만필터를 이용한 음성향상)

  • 이기용
    • Proceedings of the Acoustical Society of Korea Conference
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    • 1998.08a
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    • pp.225-230
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    • 1998
  • In this paper, a Kalman filter approach for enhancing speech signals degraded by statistically independent additive nonstationary noise is developed. The autoregressive hidden markov model is used for modeling the statistical characteristics of both the clean speech signal and the nonstationary noise process. In this case, the speech enhancement comprises a weighted sum of conditional mean estimators for the composite states of the models for the speech and noise, where the weights equal to the posterior probabilities of the composite states, given the noisy speech. The conditional mean estimators use a smoothing spproach based on two Kalmean filters with Markovian switching coefficients, where one of the filters propagates in the forward-time direction with one frame. The proposed method is tested against the noisy speech signals degraded by Gaussian colored noise or nonstationary noise at various input signal-to-noise ratios. An app개ximate improvement of 4.7-5.2 dB is SNR is achieved at input SNR 10 and 15 dB. Also, in a comparison of conventional and the proposed methods, an improvement of the about 0.3 dB in SNR is obtained with our proposed method.

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High Efficiency Bridgeless Power Factor Correction Converter With Improved Common Mode Noise Characteristics (우수한 공통 모드 노이즈 특성을 가진 브릿지 다이오드가 없는 고효율 PFC 컨버터)

  • Jang, Hyo-Seo;Lee, Ju-Young;Kim, Moon-Young;Kang, Jeong-Il;Han, Sang-Kyoo
    • The Transactions of the Korean Institute of Power Electronics
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    • v.27 no.2
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    • pp.85-91
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    • 2022
  • This study proposes a high efficiency bridgeless Power Factor Correction (PFC) converter with improved common mode noise characteristics. Conventional PFC has limitations due to low efficiency and enlarged heat sink from considerable conduction loss of bridge diode. By applying a Common Mode (CM) coupled inductor, the proposed bridgeless PFC converter generates less conduction loss as only a small magnetizing current of the CM coupled inductor flows through the input diode, thereby reducing or removing heat sink. The input diode is alternately conducted every half cycle of 60 Hz AC input voltage while a negative node of AC input voltage is always connected to the ground, thus improving common mode noise characteristics. With the aim to improve switching loss and reverse recovery of output diode, the proposed circuit employs Critical Conduction Mode (CrM) operation and it features a simple Zero Current Detection (ZCD) circuit for the CrM. In addition, the input current sensing is possible with the shunt resistor instead of the expensive current sensor. Experimental results through 480 W prototype are presented to verify the validity of the proposed circuit.

Active Noise Control of Short Duct using Zero Acoustic Impedance Boundary (음향 임피던스 0의 경계면에 의한 짧은 덕트의 능동소음제어)

  • Cha, Kyung-Hwan;Lee, Chai-Bong;Kim, Chun-Duck
    • The Journal of the Acoustical Society of Korea
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    • v.16 no.4
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    • pp.101-105
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    • 1997
  • The active noise control method that was developed for long duct has some problems to be applied for short duct. To overcome this problem, we apply the SISO(Single Input Single Output) algorithm for the active noise control of short duct using zero acoustic impedance boundary. The SISO algorithm can input noise signal and error signal with one microphone simultaneously. The real-time controller was implemented using TMS320E25 DSP(Digital Signal Processing) chip and it's performance was evaluated by experiment. As a result, we obtain total 4.7dBA noise reduction for 0.80m short duct.

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A New Design-for-Testability Circuit for Low Noise Amplifiers (저잡음 증폭기를 위한 새로운 구조의 검사용 설계회로)

  • Ryu Jee-Youl;Noh Seok-Ho
    • Journal of the Institute of Electronics Engineers of Korea TC
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    • v.43 no.3 s.345
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    • pp.68-77
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    • 2006
  • This paper presents a new Design-for-Testability (DfT) circuit for 4.5-5.5GHz low noise amplifiers (LNAs). The DfT circuit measures gain, noise figure, input impedance, input return loss, and output signal-to-noise ratio for the LNA without external expensive equipment. The DfT circuit is designed using 0.18m SiGe technology. The circuit utilizes input impedance matching and DC output voltage measurements. The technique is simple and inexpensive.