• Title/Summary/Keyword: nonlinear experiments

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Electronic Differential System for Electric Vehicle using Neural Network (신경회로망을 이용한 전기자동차용 전자식 차동장치)

  • Lim, Young-Cheol;Park, Jong-Kun;Kim, Tae-Gon;Ryoo, Young-Jae;Lee, Ju-Sang
    • Proceedings of the KIEE Conference
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    • 1997.11a
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    • pp.573-575
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    • 1997
  • In this paper, the electronic differential system for electric vehicle using neural network is proposed and its performance is evaluated. The input features of NN are obtained by processing the encoder and potentiometer during driving. The 3 layered NN with back propagation algorithm has been used. Evaluation experiments show that the proposed controller is effective in controlling of unknown nonlinear plants.

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Numerical and theoretical modelling of low velocity impact on UHPC panels

  • Prem, Prabhat R.;Verma, Mohit;Ramachandra Murthy, A.;Rajasankar, J.;Bharatkumar, B.H.
    • Structural Engineering and Mechanics
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    • v.63 no.2
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    • pp.207-215
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    • 2017
  • The paper presents the studies carried out on low velocity impact of Ultra high performance concrete (UHPC) panels of size $350{\times}350{\times}10mm^3$ and $350{\times}350{\times}15mm^3$. The panels are cast with 2 and 2.5% micro steel fibre and compared with UHPC without fiber. The panels are subjected to low velocity impact, by a drop-weight hemispherical impactor, at three different energy levels of 10, 15 and 20 J. The impact force obtained from the experiments are compared with numerically obtained results using finite element method, theoretically by energy balance approach and empirically by nonlinear multi-genetic programming. The predictions by these models are found to be in good coherence with the experimental results.

Optimization of spring back in U-die bending process of sheet metal using ANN and ICA

  • Azqandi, Mojtaba Sheikhi;Nooredin, Navid;Ghoddosian, Ali
    • Structural Engineering and Mechanics
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    • v.65 no.4
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    • pp.447-452
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    • 2018
  • The controlling and prediction of spring back is one of the most important factors in sheet metal forming processes which require high dimensional precision. The relationship between effective parameters and spring back phenomenon is highly nonlinear and complicated. Moreover, the objective function is implicit with regard to the design variables. In this paper, first the influence of some effective factors on spring back in U-die bending process was studied through some experiments and then regarding the robustness of artificial neural network (ANN) approach in predicting objectives in mentioned kind of problems, ANN was used to estimate a prediction model of spring back. Eventually, the spring back angle was optimized using the Imperialist Competitive Algorithm (ICA). The results showed that the employment of ANN provides us with less complicated and time-consuming analytical calculations as well as good results with reasonable accuracy.

A Modeling of Impact Dynamics and its Application to Impact Force Prediction

  • Ahn Kil-Young;Ryu Bong-Jo
    • Journal of Mechanical Science and Technology
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    • v.19 no.spc1
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    • pp.422-428
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    • 2005
  • In this paper, the contact force between two colliding bodies is modeled by using Hertz's force-displacement law and nonlinear damping function. In order to verify the appropriateness of the proposed contact force model, the drop type impact test is carried out for different impact velocities and different materials of the impacting body, such as rubber, plastic and steel. In the drop type impact experiment, six photo interrupters in series close to the collision location are installed to measure the velocity before impact more accurately. The characteristics of contact force model are investigated through experiments. The parameters of the contact force model are estimated using the optimization technique. Finally the estimated parameters are used to predict the impact force between two colliding bodies in opening action of the magnetic contactor, a kind of switch mechanism for switching electric circuits.

Neural Robust Control for Perturbed Crane Systems

  • Cho Hyun-Cheol;Fadali M.Sami;Lee Young-Jin;Lee Kwon-Soon
    • Journal of Mechanical Science and Technology
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    • v.20 no.5
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    • pp.591-601
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    • 2006
  • In this paper, we present a new control methodology for perturbed crane systems. Nonlinear crane systems are transformed to linear models by feedback linearization. An inverse dynamic equation is applied to compute the system PD control force. The PD control parameters are selected based on a nominal model and are therefore suboptimal for a perturbed system. To achieve the desired performance despite model perturbations, we construct a neural network auxiliary controller to compensate for modeling errors and disturbances. The overall control input is the sum of the nominal PD control and the neural auxiliary control. The neural network is iteratively trained with a perturbed system until acceptable performance is attained. We apply the proposed control scheme to 2- and 3-degree-of-freedom (D.O.F.) crane systems, with known bounds on the payload mass. The effectiveness of the control approach is numerically demonstrated through computer simulation experiments.

NEWTON SCHULZ METHOD FOR SOLVING NONLINEAR MATRIX EQUATION Xp + AXA = Q

  • Kim, Hyun-Min;Kim, Young-jin;Meng, Jie
    • Journal of the Korean Mathematical Society
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    • v.55 no.6
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    • pp.1529-1540
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    • 2018
  • The matrix equation $X^p+A^*XA=Q$ has been studied to find the positive definite solution in several researches. In this paper, we consider fixed-point iteration and Newton's method for finding the matrix p-th root. From these two considerations, we will use the Newton-Schulz algorithm (N.S.A). We will show the residual relation and the local convergence of the fixed-point iteration. The local convergence guarantees the convergence of N.S.A. We also show numerical experiments and easily check that the N.S. algorithm reduce the CPU-time significantly.

The Development of Wall Membrane for LNG Storage Tank (LNG 저장탱크용 벽체 멤브레인 개발)

  • Oh, B.T.;Hong, S.H.;Yoon, I.S.;Kim, Y.K.;Seo, H.S.
    • Proceedings of the KSME Conference
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    • 2001.06a
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    • pp.907-912
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    • 2001
  • KOGAS had developed the Ring-knot membrane for LNG storage tank. But we found that some modifications were needed in using the Ring-knot membrane for the commercial LNG storage tanks. So, both analytical and experimental studies have been performed to investigate the strength of the new membrane and the reaction force at the anchor point. Using nonlinear FEM code and experiments, the stress analysis of the new corrugated membrane shapes subject to the cryogenic liquid pressure and thermal loading are performed to ensure the stability and fatigue strength of the new membrane. This paper reports on the results of investigations into this new type of membrane.

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An Eccentric Degenerated Shell Element for the Geometrically Nonlinear Analysis of Stiffened Structures (보강된 구조물의 기하학적 비선형 해석을 위한 편심 응축 셸 요소)

  • Lee, Won-Jae;Lee, Byeong-Chae
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.24 no.7 s.178
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    • pp.1721-1730
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    • 2000
  • An eccentric degenerated shell element with geometric non-linearity for the precise and efficient analysis of stiffened shell structures is developed. To deal with the eccentricity, we define the e ccentric shell and the master shell that constitute one combined shell. It is assumed that the sections remain plane after deformation. The internal force vector and the tangent stiffness matrix based on the virtual work principle in the natural coordinate system are derived. To enhance the robustness of the element, assumed strain method for transverse shear and membrane strains is used. Through numerical experiments the effectiveness of the proposed element is demonstrated.

The Buck DC-DC Converter with Non-Linear Instantaneous Following PWM Control Method (비선형 순시추종형 PWM 제어기법을 적용한 강압형 DC-DC 컨버터)

  • Kim Sang-Don;Ra Byung-Hun;Lee Hyun-Woo;Kim Kwang-Tae
    • Proceedings of the KIPE Conference
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    • 2002.07a
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    • pp.470-475
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    • 2002
  • Instantaneous following PWM control technique is pulsed nonlinear dynamic control method. This new control technique using analog integrator is proposed to control the duty ratio D of do-dc converter. In this control method, the duty ratio of a switch is exactly equal In or proportional to the control reference in the steady state or in a transient. Proposed control method compensates power source perturbation in one switching cycle, and the average value of the dynamic reference in one switching cycle. There is no steady state error nor dynamic error between the control reference and the average value of the switched variable. Experiments with buck converter have demonstrated the robustness of the control method and verified theoretical prediction. The control method is very general and applicable to all type PWM

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Characteristic Analysis of Buck Converter by using the Non-Linear Instantaneous Following PWM Controller (강압형 컨버터의 비선형 순시추종 PWM 제어기의 특성 분석)

  • Ra, Byung-Hun;Kim, Sang-Don;Kwon, Soon-Kurl;Lee, Hyun-Woo
    • Proceedings of the KIEE Conference
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    • 2002.11c
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    • pp.378-381
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    • 2002
  • Instantaneous following PWM control technique is pulsed nonlinear dynamic control method. This new control technique using analog integrator is proposed to control the duty ratio D of DC-DC converter. In this control method, the duty ratio of a switch is exactly equal to or proportional to the control reference in the steady state or in a transient. Proposed control method compensates power source perturbation in one switching cycle, and the average value of the dynamic reference in one switching cycle. There is no steady state error nor dynamic error between the control reference and the average value of the switched variable. Experiments with buck converter have demonstrated the robustness of the control method and verified theoretical prediction. The control method is very general and applicable to all type PWM.

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