• Title/Summary/Keyword: Model-free control

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Adaptive Neural Network Control for Robot Manipulators

  • Lee, Min-Jung;Choi, Young-Kiu
    • KIEE International Transaction on Systems and Control
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    • v.12D no.1
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    • pp.43-50
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    • 2002
  • In the recent years neural networks have fulfilled the promise of providing model-free learning controllers for nonlinear systems; however, it is very difficult to guarantee the stability and robustness of neural network control systems. This paper proposes an adaptive neural network control for robot manipulators based on the radial basis function netwo.k (RBFN). The RBFN is a branch of the neural networks and is mathematically tractable. So we adopt the RBFN to approximate nonlinear robot dynamics. The RBFN generates control input signals based on the Lyapunov stability that is often used in the conventional control schemes. The saturation function is also chosen as an auxiliary controller to guarantee the stability and robustness of the control system under the external disturbances and modeling uncertainties.

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Numerical Simulation of a System Heat Pump Adopting an Integral Optimum Regulating Controller (적분형 최적 레귤레이터 적용 시스템 히트펌프 제어 시뮬레이션 연구)

  • Kim, Yongchan;Choi, Jong Min
    • Korean Journal of Air-Conditioning and Refrigeration Engineering
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    • v.25 no.7
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    • pp.398-405
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    • 2013
  • Small and medium-size buildings employ a multi-distributed individual air-conditioning system that utilizes package air conditioners instead of centralized cooling systems, which can allow easier building management and maintenance, along with a diversification of facility use. Inverter driven system heat pumps have been developed to achieve not only an easy distribution control, allowing free combination of indoor units with different models and different capacities, but also wide applications to intelligent air conditioning. However, the control algorithms of the system heat pump are limited in the open literature, due to complicated operating conditions. In this paper, an inverter-driven system heat pump having two indoor units with electronic expansion valves (EEV) was simulated in the cooling mode. An integral optimum regulating controller employing the state space control method was also simulated, and applied to the system-heat pump system, to obtain efficient control of the MIMO (multi input multi output) system. The simulation model for the controller yielded satisfactory prediction results. The new control model can be successfully utilized as a basic tool in controller design.

Validation of the Eddy Viscosity and Lange Wake Models using Measured Wake Flow Characteristics Behind a Large Wind Turbine Rotor (풍력터빈 후류 유동특성 측정 데이터를 이용한 Eddy Viscosity 및 Lange 후류모델의 예측 정확도 검증)

  • Jeon, Sang Hyeon;Go, Young Jun;Kim, Bum Suk;Huh, Jong Chul
    • Transactions of the Korean Society of Mechanical Engineers B
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    • v.40 no.1
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    • pp.21-29
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    • 2016
  • The wake effects behind wind turbines were investigated by using data from a Met Mast tower and the SCADA (Supervisory Control and Data Acquisition) system for a wind turbine. The results of the wake investigations and predicted values for the velocity deficit based on the eddy viscosity model were compared with the turbulence intensity from the Lange model. As a result, the velocity deficit and turbulence intensity of the wake increased as the free stream wind speed decreased. In addition, the magnitude of the velocity deficit for the center of the wake using the eddy viscosity model was overestimated while the turbulence intensity from the Lange model showed similarities with measured values.

A Comparative Study on the Etfects of 『Palmisoyo-San gamibang』, 『Gyebu-Tang』 and 『Boganyangje』 on the Thyrotoxicosis of Rats (갑상선중독유발 흰쥐에 미치는 팔미소요산가미방(八味消遙散加味方)과 계부탕(桂附湯)및 보간양제(補肝陽劑)의 영향 비교 연구)

  • Lee, Yeun-Seong;Soh, Kyeong-Sun;Jeong, Chan-Gil
    • Journal of Pharmacopuncture
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    • v.8 no.3
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    • pp.39-50
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    • 2005
  • In order to study comparatively the effects of "Palmisoyo-San gamibang(八味消遙散加味方)"(AP), "Gyebu-Tang(桂附湯)"(GT) and "Boganyangje(補肝陽劑)" (BG) on the thyrotoxicosis rats, we have made thyrotoxicosis rat model by administration sodium levothyroxine p.o. during 4 days(Control group), and have administered solid extract of AP(236.8mg/200g/day : Sample I group), GT(80mg/200g/day : Sample II group) and BG(70.4mg/200g/day : Sample III group) p.o. to thyrotoxicosis rats during 3 days from 3rd day. We measured the body weight(BW), body temperature(BT), levels of Serum $T_3{\cdot}T_4{\cdot}free\;T_3{\cdot}free\;T_4$ and TSH after administrating solid extract of AP, GT and BG. The results are summarized as follows: 1. Sample I group showed significantly high increasing rate compared with Control, Sample II and Sample III group, but it showed significantly lower levels of BT, $T_4$ and free $T_4$ than those of Control, Sample II and Sample III. group. 2. We could know that AP suppress the alteration of $T_4$ to $T_3$. 3. Sample II and Sample III group showed opposite results to Sample I group in the BW., BT, $T_4$ and free $T_4$ Especially Sample III was significantly higher than Control, Sample I and Sample II, so we could guess that BG stimulates the formation of thyroid hormones. According to the above experimental results, "Palmisoyo-San\;gamibang(八味消遙散加味方)" is assumed to have a curative effect against the thyrotoxicosis rat induced by sodium levothyroxine, and to suppress the alteration of $T_4$ to $T_3$. And we can suppose that "Boganyangje(補肝陽劑)" has a curative effect against the hypothyroidism.

$H_\infty$ control of contact position and force of a manipulator

  • Lee, Sangmoo;Yae, Harold
    • 제어로봇시스템학회:학술대회논문집
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    • 1994.10a
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    • pp.440-445
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    • 1994
  • An application of H$_{\infty}$ synthesis to contact control of a manipulator is suggested. Based on computed torque linearization of a manipulator, a target dynamics for contact motion control is defined and used as a reference model. The target dynamics relates position and force errors through free motion impedance and force error compensators. The H$_{\infty}$ control synthesis is adopted to find an optimum the compensator for position tied force control in various directions of the end-effector. The optimization is performed on the augmented criteria, which trades off the sensitivity function of the errors and the input load at the joints. A design example of the compensator is provided that meets the design specifications.s.

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A Basic Study on Control Algorithm for Car HVAC (승용차 공기조화 제어 알고리즘 기초연구)

  • Shin, Young-Gy
    • Korean Journal of Air-Conditioning and Refrigeration Engineering
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    • v.22 no.5
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    • pp.275-281
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    • 2010
  • Car HVAC is one of main factors influencing a potential customer's first impression. It should be fault-free, which requires the most stable control performance. So, the control algorithm consists of a proportional feedback only, not with an integral action needed for elimination of steady-state errors. To reduce the errors and make the response faster, feedforward algorithm based on predicted thermal load is added. To evaluate the performance, car HVAC is dynamically modelled and its control logic is simulated. The results shows that the proportional feedback leads to about $4^{\circ}C$ of steady-state error. When the feedback is combined with the feedforward algorithm and with a set value update based on disturbances, it predicts less than $1^{\circ}C$ of control error and improved thermal comfort.

Vibration Suppression Control of Constrained Spatial Flexible Manipulators (구속받는 3차원 유연 매니퓨레이터의 진동억제 제어)

  • 김진수;우찌야마마사루
    • Journal of the Korean Society for Precision Engineering
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    • v.17 no.7
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    • pp.189-195
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    • 2000
  • For free motions, vibration suppression of flexible manipulators has been one of the hottest research topics. However, for constrained motions, a little effort has been devoted for vibration suppression control. Using the dependency of elastic deflections of links on contact force under static conditions, vibrations for constrained planar two-link flexible manipulators have been suppressed successfully by controlling the contact force. However, for constrained spatial multi-link flexible manipulators, the vibrations cannot be suppressed by only controlling the contact force. So, the aim of this paper is to clarify the vibration mechanism of a constrained, multi-DOF, flexible manipulator and to devise the suppression method. We apply a concise hybrid position/force control scheme to control a flexible manipulator modeled by lumped-parameter modeling method. Finally, a comparison between simulation and experimental results is presented to show the performance of our method.

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Experimental Evaluation of Q-Parameterization Control for the Imbalance Compensation of Magnetic Bearing Syatem (Q-매개변수화 제어를 이용한 자기축수 시스템의 불평형 보상에 대한 실험적평가)

  • Lee, Jun-Ho;Kim, Hyeon-Gi;Lee, Jeong-Seok;Lee, Gi-Seo
    • The Transactions of the Korean Institute of Electrical Engineers A
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    • v.48 no.3
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    • pp.278-285
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    • 1999
  • This paper utilizes the method of Q-parameterization control to design a controller which solves the problem of imbalance in magnetic bearing systems. There are two methods to solve this problem using feedback controal. The first method is to compensate for the imbalance forces by generating opposing forces on the bearing surface (imbalance compensation). The second method is to make the rotor rotate around its axis of inertia (automatic balancing);in this case no imbalance forces will be generated. In this paper we deal with only imbalance compensation. The free parameter of the Q-parameterization controller is chosen such that these goals are achieved. After the introduction of a model of the magnetic bearing system, we explain the Q-parameterization controller design of the magnetic bearing system with emphasis on the rejection of sinusoidal disturbance for imbalance compensation design. The design objectives are formulated as a linear equations in the controller free paramete Q. Finally, simulation and experimental results are presented and showed the robustness and effectiveness of the proposed controllers.

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Simulation and Synthesis of RISC-V Processor (RISC-V 프로세서의 모의실행 및 합성)

  • Lee, Jongbok
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.19 no.1
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    • pp.239-245
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    • 2019
  • RISC-V is a free and open ISA enabling a new era of processor innovation through open standard collaboration. Born in academia and research, RISC-V ISA delivers a new level of free, extensible software and hardware freedom on architecture, paving the way for the next 50 years of computing design and innovation. In this paper, according to the emergence of RISC-V architecture, we describe the RISC-V processor instruction set constituted by arithmetic logic, memory, branch, control, status register, environment call and break point instructions. Using ModelSim and Quartus-II, 38 instructions of RISC-V has been successfully simulated and synthesized.

Vibration Control of Flexible Rotor Systems Using an Electro-rheological Fluid Damper (ER 유체 감쇠기를 이용한 유연 회전축 계의 진동제어)

  • Lim, Seung-Chul;Chae, Jeong-Jae;Park, Sang-Min;Yun, Eun-Gyu
    • Transactions of the Korean Society for Noise and Vibration Engineering
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    • v.12 no.5
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    • pp.365-373
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    • 2002
  • This paper concerns the design and application of an electro-rheological (ER) fluid damper to semiactive vibration control of rotor systems. In particular, the system under present study is constructed structurally flexible in order to explore multiple critical speeds within operation range. To this end, the dynamic models of the proposed ER damper and its associated amplifier are derived in the first place. Subsequently entire rotor system model is assembled along with the dynamics of the end effector based on a finite element method enabling prediction as to its free and forced vibration characteristics. Next, an artificial intelligent (AI) feedback controller is synthesized taking into account the peculiarity of Coulomb damping effect in rotor applications. Finally, computational and experimental results are presented including model validation and control performances. In practice, such an AI control proved effective whether the spin speed was either before or after critical speeds.