• Title/Summary/Keyword: feed-forward

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Application of artificial neural networks (ANNs) and linear regressions (LR) to predict the deflection of concrete deep beams

  • Mohammadhassani, Mohammad;Nezamabadi-pour, Hossein;Jumaat, Mohd Zamin;Jameel, Mohammed;Arumugam, Arul M.S.
    • Computers and Concrete
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    • v.11 no.3
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    • pp.237-252
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    • 2013
  • This paper presents the application of artificial neural network (ANN) to predict deep beam deflection using experimental data from eight high-strength-self-compacting-concrete (HSSCC) deep beams. The optimized network architecture was ten input parameters, two hidden layers, and one output. The feed forward back propagation neural network of ten and four neurons in first and second hidden layers using TRAINLM training function predicted highly accurate and more precise load-deflection diagrams compared to classical linear regression (LR). The ANN's MSE values are 40 times smaller than the LR's. The test data R value from ANN is 0.9931; thus indicating a high confidence level.

Shear lag prediction in symmetrical laminated composite box beams using artificial neural network

  • Chandak, Rajeev;Upadhyay, Akhil;Bhargava, Pradeep
    • Structural Engineering and Mechanics
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    • v.29 no.1
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    • pp.77-89
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    • 2008
  • Presence of high degree of orthotropy enhances shear lag phenomenon in laminated composite box-beams and it persists till failure. In this paper three key parameters governing shear lag behavior of laminated composite box beams are identified and defined by simple expressions. Uniqueness of the identified key parameters is proved with the help of finite element method (FEM) based studies. In addition to this, for the sake of generalization of prediction of shear lag effect in symmetrical laminated composite box beams a feed forward back propagation neural network (BPNN) model is developed. The network is trained and tested using the data base generated by extensive FEM studies carried out for various b/D, b/tF, tF/tW and laminate configurations. An optimum network architecture has been established which can effectively learn the pattern. Computational efficiency of the developed ANN makes it suitable for use in optimum design of laminated composite box-beams.

Enhancing the Accuracy for the Open-loop Resolver to Digital Converters

  • Karabeyli, Fikret Anil;Alkar, Ali Ziya
    • Journal of Electrical Engineering and Technology
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    • v.13 no.1
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    • pp.192-200
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    • 2018
  • In this study, improvements for error correction, speed, position, and rotation calculation algorithms have been proposed to be used in resolver to digital conversion (RDC) systems. The proposed open-loop system drives the resolver and uses the output signals of the resolver signal to estimate the real time position, the instant speed, and the rotation count with high resolution and accuracy even at high speeds and noise. The proposed solution implements strong features of both closed and open loop based systems while eliminating their weak points. The improvements proposed is resistant to noise owing to digital FIR filter and data averaging techniques. The implementation used for proof of concept is implemented on a hardware using an FPGA and configurable to be used by any resolver.

single-phase PFC rectifier circuit consonant to Input voltage waveform detection (입력전압 파형 검출만으로 구성된 단상 PFC 정류회로)

  • Jeong, S.H.;Lee, H.W.;Chun, J.H.;Suh, K.Y.
    • Proceedings of the KIEE Conference
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    • 2002.06a
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    • pp.12-15
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    • 2002
  • This propose a simple DC voltage sensor less single phase PFC(Power Factor Correction Circuit) converter by detecting a AC current sensors are not required to construct the control system. The DC voltage is directly controlled by the command input signal Kd($V_o/V_a$)for the boost chopper circuit. The DC voltage regulation is small because of the feed forward control for the AC line voltage VS and no dependence of the circuit parameters. The sinusoidal current waveform in phase with the AC input voltage can be obtained. These characteristics are confirmed by some experiment results.

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A Study on a New Carrier Recovery Algorithm for Coherent Burst-mode Communication Systems (동기식 버스트 통신시스템 적용을 위한 새로운 반송파 동기 기법에 관한 연구)

  • Park, Sung-Bok
    • Journal of the Korea Institute of Military Science and Technology
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    • v.14 no.6
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    • pp.1043-1048
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    • 2011
  • In this paper, a newsynchronization technique applied to burst-mode communication is proposed. A synchronization technique is to estimate carrier frequency and phase offsets in a noisy channel environment. A fundamental problem for estimating the parameters(carrier phase and frequency offsets) in burst-mode transmission is that the ways of pursuing estimation accuracy and transmission efficiency are always trade-off. To solve this problem, a new carrier recovery technique is proposed to improve the transmission efficiency with reliable performance especially at low S/N. In the proposed technique, the synchronization parameters are first estimated based on a data-aided feed-forward estimation scheme. Then, a phase tracker using decision-directed DPLL estimates the phase offset for the data portion of the burst data. From simulation results, it shows fast synchronization with shorter preamble maintaining reasonable BER performance at low S/N.

Fast Transient Buck Converter Using a Hysteresis PWM Controller

  • Liu, Yong-Xiao;Zhao, Jin-Bin;Qu, Ke-Qing
    • Journal of Power Electronics
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    • v.13 no.6
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    • pp.991-999
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    • 2013
  • In this paper, a fast transient buck converter using hysteresis PWM control is presented. The proposed control method is based on hysteresis control of the capacitor C voltage. This offers a faster transient response to meet the challenges of the power supply requirements for fast dynamic input and load changes. It also provides better stability and solves the compensation problem of the error amplifier in conversional voltage PWM control. Finally, the steady-state and dynamic operation of the proposed control method are analyzed and verified by simulation and experimental results.

Implementation of Single-Phase Bridgeless Voltage Doubler for Power Factor Correction (역률개선용 단상 브리지리스 배전압 변환기의 구현)

  • Koo, Do-Yeon;Lim, Seung-Beom;Seo, Young-Min;Hong, Soon-Chan
    • Proceedings of the KIPE Conference
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    • 2012.07a
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    • pp.3-4
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    • 2012
  • 역률개선용 변환기는 입력전류를 교류전원과 동상으로 제어하여 다이오드 정류기에 비해 역률을 개선하고 THD를 저감시킬 수 있다. 본 논문에서는 단상 역률개선용 배전압 변환기를 IP 제어기와 Anti Wind-up Control을 사용하여 출력전압의 크기를 안정되게 제어하며 PI 제어기와 Anti Wind-up Control을 사용하여 입력전류가 입력전압과 동상이 되도록 제어한다. 또한 Duty-ratio Feed Forward Control을 사용하여 디지털 제어에 의한 진상현상을 저감시킨다. 본 논문에서는 소형화와 경량화가 가능하고 출력전압이 높은 역률개선용 단상 브리지리스 배전압 변환기를 구현한다.

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Output Current Feed-Forward using Output Capacitor Voltage without Output Current Sensor (출력 캐패시터 전압을 이용한 출력 전류 센서리스 출력 전류 피드 포워드)

  • Choi, Kyusik;Kim, Hyejin;Cho, Bohyung
    • Proceedings of the KIPE Conference
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    • 2012.07a
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    • pp.193-194
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    • 2012
  • 동일한 패시브 소자를 사용한 조건에서 부하 변동에 대한 출력 전압 레귤레이션을 향상시키기 위해서 출력 전류의 피드포워드 기법이 많이 이용되고 있다. 그러나 이러한 방법은 출력 전류를 센싱하기 위해 직렬 저항 사용이나 홀센서와 같은 전류 센서를 사용하게 되는데 이는 각각 저항 손실 증가와 가격 증가로 이어지게 되는 단점이 있다. 이에 이러한 출력 전류 센서 없이 출력 캐패시터의 전압을 이용하여 출력 전류를 간접적으로 센싱하여 출력 전류 피드포워드를 하는 기법을 제안하고 이를 시뮬레이션을 통해 검증한다.

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An Effective Control Scheme for Battery Charger System in Electric Vehicles

  • Nguyen, Cong-Long;Lee, Hong-Hee
    • Proceedings of the KIPE Conference
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    • 2012.07a
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    • pp.232-233
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    • 2012
  • This paper presents an effective control scheme for an electric vehicle battery charger where a symmetrical bridgeless power factor-corrected converter and a buck converter are cascaded. Both converters have been popular in industries because of their high efficiency, low cost, and compact size, hence combining these converters makes the overall battery charging system strongly efficient. Moreover, this charger topology can operate at universal input voltage and attain a desired battery current and voltage without ripple. In order to achieve a unity input power factor and zero input current harmonic distortion, the proposed control scheme adopts duty ratio feed-forward control technique in both current and voltage control loop. Additionally, in the current loop, its reference is created by a phase-locked loop (PLL) block, leading to a pure sinusoidal input current although the input voltage waveform is being distorted. The feasibility and practical value of the proposed approach are verified by simulation and experiment with an 110V/60Hz ac line input and 1.5kW-72V dc output of the battery charging system.

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Pressure Control of Electro-Hydraulic Servo System by Two-Degree of Freedom Control Scheme (2자유도 제어기법에 의한 전자 유압 서보계의 압력제어)

  • 양경욱;오인호;이일영
    • Journal of Advanced Marine Engineering and Technology
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    • v.20 no.3
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    • pp.110-120
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    • 1996
  • The purpose of this study is to build up the control scheme that promptly controls the pressure in a hydraulic cylinder having small control volume, using a PCV(proportional control valve) and a digital computer. Object pressure control system has the character to be unstable easily, because the displacement-flow gain of the PCV is so large considering comparatively small volume of the hydraulic cylinder and the time delay of response of PCV is long. Considering the above-mentioned characteristics of the object pressure control system, in this study, a control system is designed with two degree of freedom scheme that is composed by adding a feed-forward control path to I-PD control system, and the reference model is used to decide control parameters. And through some experiments on FF-I-PD, the validity of this control method is confirmed.

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