• Title/Summary/Keyword: multi-input multi output

Search Result 1,053, Processing Time 0.031 seconds

A study on the accuracy of multi-task learning structure artificial neural network applicable to multi-quality prediction in injection molding process (사출성형공정에서 다수 품질 예측에 적용가능한 다중 작업 학습 구조 인공신경망의 정확성에 대한 연구)

  • Lee, Jun-Han;Kim, Jong-Sun
    • Design & Manufacturing
    • /
    • v.16 no.3
    • /
    • pp.1-8
    • /
    • 2022
  • In this study, an artificial neural network(ANN) was constructed to establish the relationship between process condition prameters and the qualities of the injection-molded product in the injection molding process. Six process parmeters were set as input parameter for ANN: melt temperature, mold temperature, injection speed, packing pressure, packing time, and cooling time. As output parameters, the mass, nominal diameter, and height of the injection-molded product were set. Two learning structures were applied to the ANN. The single-task learning, in which all output parameters are learned in correlation with each other, and the multi-task learning structure in which each output parameters is individually learned according to the characteristics, were constructed. As a result of constructing an artificial neural network with two learning structures and evaluating the prediction performance, it was confirmed that the predicted value of the ANN to which the multi-task learning structure was applied had a low RMSE compared with the single-task learning structure. In addition, when comparing the quality specifications of injection molded products with the prediction values of the ANN, it was confirmed that the ANN of the multi-task learning structure satisfies the quality specifications for all of the mass, diameter, and height.

The Current Control with Multi-level Converter on Transformer type (변압기 방식 멀티레벨 컨버터의 전류제어)

  • Kim C. S.;Kwak D. G.;Chun J. H.;Suh K. Y.;Lee H. W.
    • Proceedings of the KIPE Conference
    • /
    • 2001.07a
    • /
    • pp.215-218
    • /
    • 2001
  • This paper is proposed a sinusoidal input current multi-level ac-dc converter using transformer. The multi-level converter which controls input current by combining Buck converter to Improve input current characteristics. This method, which is multiplying and duplicating output of converter of equal capacity, is able to control unit power factor of input current, reduce the problem caused by high frequency switching, and apply to high power converter because filter is not necessary The feasibility of the circuit is verified by computer simulation using PSIM

  • PDF

A state-space realization form of multi-input multi-output two-dimensional systems

  • Kawakami, Atsushi
    • 제어로봇시스템학회:학술대회논문집
    • /
    • 1992.10b
    • /
    • pp.214-218
    • /
    • 1992
  • In this paper, we propose a method for obtaining state-space realization form of two-dimensional transfer function matrices (2DTFM). It contains free parameters. And, we perform various consideration about it. Moreover, we present the conditions so that the state-space realization form exists.

  • PDF

Analysis of a New Current-Fed DC-DC Converter with the Double Outputs (이중출력을 갖는 새로운 전류환류형 DC-DC 컨버터의 해석)

  • Hong, S.M.;Kim, C.S.;Kim, H.J.
    • Proceedings of the KIEE Conference
    • /
    • 1997.07f
    • /
    • pp.2033-2036
    • /
    • 1997
  • In this paper, we proposed a novel current-fed DC-DC converter with multi-output. It has two winding reactor in series with the input source of the converter. By using the 2nd winding recycling the energy stored in the reactor to the input, the double-outputs DC-DC converter can be created, which makes it a good choice for a multi-output power supply with more outputs and has savings in cost and space. The steady state and dynamic characteristics of the converter are analyzed in detail by using the state space averaging method. It is found that the maximum value of $V_{o2}$ exists in the 2nd output and also during the MOSFET off period, the energy stored in the magnetizing inductance is reset through auxiliary winding $N_3$, so the duty cycle is restricted to 50%. Theoretical and experimental results were taken from the converter rated at switching frequency 50kHz. input voltage 50V. output voltage 5V. 12V and output power 65W. As a result, both results were well consistent. Therefore, it is varified the validity of the proposed converter in this paper.

  • PDF

Power Loss Analysis of Block Tomlinson-Harashima Precoder for Multi-user MIMO Systems (다중 사용자 다중 입출력 시스템을 위한 Block Tomlinson-Harashima 전처리 기법의 전력 손실 분석)

  • Kim, Joon-Doo;Lee, Chung-Yong
    • Journal of the Institute of Electronics Engineers of Korea TC
    • /
    • v.49 no.8
    • /
    • pp.12-18
    • /
    • 2012
  • In this paper, we propose an improved analysis of transmission power of BTHP applied into the downlink multi-user (MU) multi-input multi-output (MIMO) system. On the contrary to the conventional analysis that adopts the strong interference assumption for every users in the system, the proposed analysis approximates the characteristics of the actual interference components so that provides more accurate approximation of the transmission power than that from the conventional analysis. By computer simulations, it is observed that the proposed approximation is more accurate than the conventional one, especially in the case of 4-QAM modulation.

Performance of MIMO MC-CDMA systems combining multi-beamforming algorithm with space-time coding (적응 다중 빔형성 기법과 시공간 부호가 결합된 MIMO MC-CDMA시스템의 성능)

  • Kim, Chan Kyu
    • Journal of the Institute of Electronics and Information Engineers
    • /
    • v.50 no.8
    • /
    • pp.53-60
    • /
    • 2013
  • In this paper, the new multi-beamforming is proposed for Multiple-input multiple-output (MIMO) Multicarrier-Code division multiple access(MC-CDMA) systems to overcome the decrease of performance due to multiuser interference and multiple-antenna interference. Installing the number of multi-beamformer which is equal to the number of multi-transmitter antennas and exploiting the proposed approach at the receiver of MIMO MC-CDMA, the multi-beams are formed toward each multi-antenna of desired user and null beam are formed to other interference. Therefore, the performance of MIMO MC-CDMA system is improved as removing the interference signal. BER performance improvement is investigated through computer simulation by the proposed approach to MIMO MC-CDMA system.

Missile Adaptive Control using T-S Fuzzy Model (T-S 퍼지 모델을 이용한 유도탄 적응 제어)

  • 윤한진;박창우;박민용
    • Proceedings of the Korean Institute of Intelligent Systems Conference
    • /
    • 2001.12a
    • /
    • pp.129-132
    • /
    • 2001
  • In this paper, in order to control uncertain missile autopilot, an adaptive fuzzy control(AEC) scheme via parallel distributed compensation(PDC) is developed for the multi-input/multi-output plants represented by the Takagi-Sugeno(T-S) fuzzy model. Moreover adaptive law is designed so that the plant output tracks the stable reference model(SRM), From the simulations results, we can conclude that the suggested scheme can effectively solve the control problems of uncertain missile systems based on T-S fuzzy model.

  • PDF