• 제목/요약/키워드: feed-forward

검색결과 535건 처리시간 0.023초

FFNN을 사용한 P2P 디바이스 디스커버리 (Device Discovery in P2P Environment using Feed Forward Neural Network)

  • 차크라;권기현;김상춘;변형기;김남용
    • 한국정보처리학회:학술대회논문집
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    • 한국정보처리학회 2006년도 춘계학술발표대회
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    • pp.1223-1226
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    • 2006
  • P2P(Peer to Peer) 기술은 1990년대 후반기부터 산업계 및 학계에 주목을 받고 있는 기술 분야중의 하나로 이 기술의 장점은 인터넷 환경에 산재하여 있는 컴퓨팅 파워, 공간, 네트워크 대역을 인터넷 기반으로 효과적으로 활용하여 협력작업을 가능하게 한다는데 있다. 최근에는 모바일 환경 응용을 위한 P2P 디바이스 탐색 분야에 관심사가 증대되고 있으며, P2P 시스템은 중앙통제 장치가 결여 되어 있기 때문에 중앙통제 장치 개입을 최소로 하면서 P2P를 운영하기 위한 효율적인 기법 및 체계가 요구되고 있다. 본 논문에서는 기존의 접근방법을 검토하여 FFNN(feed forward neural network)을 이용한 디바이스 탐색 기법을 제시한다. 제시한 FFNN은 BP(back propagation) 알고리즘을 통해 훈련하고 디바이스를 탐색한다. 제시한 시스템의 성능을 보이기 위해 일정한 계산량을 가지는 작업을 에이전트를 활용, 탐색된 디바이스간에 분배하여 처리한다. 본 논문에서는 제한된 자원을 가지는 디바이스 간에 P2P를 사용하는 기법에 대해 제시하였다.

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온라인 전향 데드타임 보상기법 (On-Line Feed-Forward Dead-Time Compensation Method)

  • 김현수;윤명중
    • 전력전자학회논문지
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    • 제9권3호
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    • pp.267-274
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    • 2004
  • 본 논문에서는 새로운 온라인 데드타임 전향보상기법을 제안한다. 데드타임 효과(dead-time effect)로 인한 출력 전압 오차를 외란전압으로 간주하고 이를 추정하여 전향보상한다. 외란전압의 크기를 시간지연제어기법을 이용하여 추정하고, 추정된 값과 측정된 전류와 위치 정보로써 외란전압을 계산한다. 데드타임 효과를 보상하기 위해 계산된 외란전압은 전압지령에 전향된다. 제안된 방법은 DSP TMS320C31을 사용하여 디지털방식으로 영구자석 동기 전동기 구동 시스템에 적용이 된다. 제안된 방법의 효용성을 검증하기 위해 이 시스템에서 실험을 수행하였고 그 결과는 제안된 방법의 효과를 잘 보여주고 있다.

Design of hetero-hybridized feed-forward neural networks with information granules using evolutionary algorithm

  • 노석범;오성권;안태천
    • 한국지능시스템학회:학술대회논문집
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    • 한국퍼지및지능시스템학회 2005년도 추계학술대회 학술발표 논문집 제15권 제2호
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    • pp.483-487
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    • 2005
  • We introduce a new architecture of hetero-hybridized feed-forward neural networks composed of fuzzy set-based polynomial neural networks (FSPNN) and polynomial neural networks (PM) that are based on a genetically optimized multi-layer perceptron and develop their comprehensive design methodology involving mechanisms of genetic optimization and Information Granulation. The construction of Information Granulation based HFSPNN (IG-HFSPNN) exploits fundamental technologies of Computational Intelligence(Cl), namely fuzzy sets, neural networks, and genetic algorithms(GAs) and Information Granulation. The architecture of the resulting genetically optimized Information Granulation based HFSPNN (namely IG-gHFSPNN) results from a synergistic usage of the hybrid system generated by combining new fuzzy set based polynomial neurons (FPNs)-based Fuzzy Neural Networks(PM) with polynomial neurons (PNs)-based Polynomial Neural Networks(PM). The design of the conventional genetically optimized HFPNN exploits the extended Group Method of Data Handling(GMDH) with some essential parameters of the network being tuned by using Genetie Algorithms throughout the overall development process. However, the new proposed IG-HFSPNN adopts a new method called as Information Granulation to deal with Information Granules which are included in the real system, and a new type of fuzzy polynomial neuron called as fuzzy set based polynomial neuron. The performance of the IG-gHFPNN is quantified through experimentation.

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Unsupervised Real-time Obstacle Avoidance Technique based on a Hybrid Fuzzy Method for AUVs

  • Anwary, Arif Reza;Lee, Young-Il;Jung, Hee;Kim, Yong-Gi
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • 제8권1호
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    • pp.82-86
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    • 2008
  • The article presents ARTMAP and Fuzzy BK-Product approach underwater obstacle avoidance for the Autonomous underwater Vehicles (AUV). The AUV moves an unstructured area of underwater and could be met with obstacles in its way. The AUVs are equipped with complex sensorial systems like camera, aquatic sonar system, and transducers. A Neural integrated Fuzzy BK-Product controller, which integrates Fuzzy logic representation of the human thinking procedure with the learning capabilities of neural-networks (ARTMAP), is developed for obstacle avoidance in the case of unstructured areas. In this paper, ARTMAP-Fuzzy BK-Product controller architecture comprises of two distinct elements, are 1) Fuzzy Logic Membership Function and 2) Feed-Forward ART component. Feed-Forward ART component is used to understanding the unstructured underwater environment and Fuzzy BK-Product interpolates the Fuzzy rule set and after the defuzzyfication, the output is used to take the decision for safety direction to go for avoiding the obstacle collision with the AUV. An on-line reinforcement learning method is introduced which adapts the performance of the fuzzy units continuously to any changes in the environment and make decision for the optimal path from source to destination.

수신대역 Cancellation Loop를 갖는 송신단 전력 증폭기 설계 (A RX Cancellation Loop Configyration for TX Power Amplifier Module)

  • 정용채;박준석;안달;임재봉
    • 한국전자파학회논문지
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    • 제11권7호
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    • pp.1156-1160
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    • 2000
  • Feed-forward 기법을 사용하여 송신 전력 증폭기에서 RX 신호들을 제거하기 위한 제거 loop 회로를 제안하였다. 본 논문에서 제안한 제거 loop의 효과 증명하기 위해 WLL 대역 1W급 증폭기를 제작하였다. 다양한 무선 통신 시스템에서 제안된 제거 loop를 가진 전력 증폭기 모듈을 사용하면 절 엄격한 RX 대역 감쇠특성으로 인한 낮은 TX 경로 삽입손실을 갖는 duplexer를 재공할 수 있다. 이 실험은 RX 대역 제거 loop가 없는 전력 증폭기 모듈과 비교할 때 적어도 90%의 향상된 RX 주파수대의 제거 효과를 보인다.

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AC 서보모터에 대한 견실한 외란억제 제어 (Robust Disturbance Suppression Control for AC Servo Motors)

  • 김창환
    • 한국전자통신학회논문지
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    • 제7권4호
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    • pp.839-848
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    • 2012
  • 본 논문에서는 외란토크를 효과적으로 억제할 수 있는 AC 서보모터의 견실제어 방법을 제안한다. 제안된 제어기는 플랜트 모델에 기초한 피드포워드제어기와 안정화 피드백제어기로 구성된다. 피드포워드제어기는 공칭(nominal) 플랜트의 출력이 기준 속도명령을 정확히 추적하도록 설계되며 피드백제어기는 전체 폐루프시스템을 안정화시키는 역할을 한다. 피드백제어기는 임의로 선택될 수 있는 자유함수를 포함하는데 이 자유함수는 외란토크의 영향을 억제하고 제어기가 모델오차에 견실하게(robust) 동작되도록 선택될 수 있다. 컴퓨터 시뮬레이션을 통하여 제안된 제어방식이 기존의 제어방식들에 비해 우수한 제어성능을 가짐을 입증한다.

Research on the Mechanism of Neutral-point Voltage Fluctuation and Capacitor Voltage Balancing Control Strategy of Three-phase Three-level T-type Inverter

  • Yan, Gangui;Duan, Shuangming;Zhao, Shujian;Li, Gen;Wu, Wei;Li, Hongbo
    • Journal of Electrical Engineering and Technology
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    • 제12권6호
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    • pp.2227-2236
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    • 2017
  • In order to solve the neutral-point voltage fluctuation problem of three-phase three-level T-type inverters (TPTLTIs), the unbalance characteristics of capacitor voltages under different switching states and the mechanism of neutral-point voltage fluctuation are revealed. Based on the mathematical model of a TPTLTI, a feed-forward voltage balancing control strategy of DC-link capacitor voltages error is proposed. The strategy generates a DC bias voltage using a capacitor voltage loop with a proportional integral (PI) controller. The proposed strategy can suppress the neutral-point voltage fluctuation effectively and improve the quality of output currents. The correctness of the theoretical analysis is verified through simulations. An experimental prototype of a TPTLTI based on Digital Signal Processor (DSP) is built. The feasibility and effectiveness of the proposed strategy is verified through experiment. The results from simulations and experiment match very well.

싱글 로터리 컴프레셔의 온라인 부하 토크리플 보상기 (Online Load Torque Ripple Compensator for Single Rolling Piston Compressor)

  • 구본관
    • 전력전자학회논문지
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    • 제19권5호
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    • pp.457-462
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    • 2014
  • Given their low cost, single rolling piston compressors (SRPC) are utilized in low-power room air-conditioning systems. The SRPC cycle is composed of one compression and discharge process per mechanical rotation. The load torque is high during the compression process of the refrigerants and low during the discharge process of the refrigerants. This load torque variation induces a speed ripple and severe vibration, which cause fatigue failures in the pipes and compressor parts, particularly under low-speed conditions. To reduce the vibration, the compressor usually operates at a high-speed range, where the rotor and piston inertia reduce the vibration. At a low speed, a predefined feed-forward load torque compensator is used to minimize the speed ripple and vibration. However, given that the load torque varies with temperature, pressure, and speed, a predefined load torque table based on one operating condition is not appropriate. This study proposes an online load torque compensator for SRPC. The proposed method utilizes the speed ripple as a load torque ripple factor. The speed ripple is transformed into a frequency domain and compensates each frequency harmonic term in an independent feed-forward manner. Experimental results are presented to verify the proposed method.

예측된 그리고 예측되진 않은 갑작스런 상지로의 부하 적용시 요통 환자와 정상인의 압력 중심 이동 및 근활성 개시에 미치는 영향 (The Effect of Center of Pressure Displacement and Muscle Activation Onset during Expected and Unexpected Sudden Upper Limb Loading in Subjects with Low Back Pain and Healthy Subjects)

  • 채윤원
    • The Journal of Korean Physical Therapy
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    • 제18권4호
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    • pp.51-60
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    • 2006
  • Purpose: This study was to compare the effect of center of pressure(COP) displacement and muscle activation onset during expected and unexpected sudden limb loading in subjects with low back pain and healthy control subjects. Most studies of COP displacement and muscle activation onset on postural task focused on sudden trunk loading or gross limb movements. Investigation of the COP displacement and muscle activation onset during expected and unexpected sudden upper limb loading deserves similar attention. Methods: For this study, 14 subjects with low back pain and 12 healthy control subjects are participated. Force plate and surface EMG measures were used to determine COP displacement and muscle activation onset under expected and unexpected sudden upper limb loading. Results: COP displacement and muscle activation onset under unexpected sudden upper limb loading were similar in subjects with low back pain and healthy control subjects. However, COP displacement and muscle activation onset under expected sudden upper limb loading were shortened in healthy control subject but not among the subjects with low back pain. Conclusion: The results provide evidence for impaired feed-forward control in subjects with low back pain.

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Research on the Inter-harmonics Equivalent Impedance of Series Hybrid Active Power Filter

  • Jian-gong, Zhang;Jian-ben, Liu;Shao-jun, Dai;Qiao-fu, Chen;Jun-jia, He
    • Journal of Electrical Engineering and Technology
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    • 제10권5호
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    • pp.2062-2069
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    • 2015
  • In the series hybrid active power filter (SHAPF) with magnetic flux compensation (MFC), the system current oscillate in the experimental results when adding the same phase harmonic current command in current control block. This condition endangers the security of the SHAPF. Taking the digit period average arithmetic as example, this paper explains the inter-harmonics current oscillation in the experiment. The conclusion is that the SHAPF is unstable to the inter-harmonics current in theory. Limited by the capacity of the inverter, the system current and the inverter output current do not increase to infinite. At last, some methods are proposed to solve this problem. From the practical viewpoint, the voltage feed-forward control is easy to achieve. It can suppress the current oscillation problems, and also improve the filtering effect. The feasibility of the methods is validated by both the emulation and experiment results.