• 제목/요약/키워드: linear quadratic gaussian

검색결과 113건 처리시간 0.032초

Model predictive control strategies for protection of structures during earthquakes

  • Xu, Long-He;Li, Zhong-Xian
    • Structural Engineering and Mechanics
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    • 제40권2호
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    • pp.233-243
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    • 2011
  • This paper presents a theoretical study of a model predictive control (MPC) strategy employed in semi-active control system with magnetorheological (MR) dampers to reduce the responses of seismically excited structures. The MPC scheme is based on a prediction model of the system response to obtain the control actions by minimizing an objective function, which can compensate for the effect of time delay that occurred in real application. As an example, a 5-story building frame equipped with two 20 kN MR dampers is presented to demonstrate the performance of the proposed MPC scheme for addressing time delay and reducing the structural responses under different earthquakes, in which the predictive length l = 5 and the delayed time step d = 10, 20, 40, 60, 100 are considered. Comparison with passive-off, passive-on, and linear quadratic Gaussian (LQG) control strategy indicates that MPC scheme exhibits good control performance similar to the LQG control strategy, both have better control effectiveness than two passive control methods for most cases, and the MPC scheme used in semi-active control system show more effectiveness and robustness for addressing time delay and protecting structures during earthquakes.

Adaptive compensation method for real-time hybrid simulation of train-bridge coupling system

  • Zhou, Hui M.;Zhang, Bo;Shao, Xiao Y.;Tian, Ying P.;Guo, Wei;Gu, Quan;Wang, Tao
    • Structural Engineering and Mechanics
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    • 제83권1호
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    • pp.93-108
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    • 2022
  • Real-time hybrid simulation (RTHS) was applied to investigate the train-bridge interaction of a high-speed railway system, where the railway bridge was selected as the numerical substructure, and the train was physically tested. The interaction between the two substructures was reproduced by a servo-hydraulic shaking table. To accurately reproduce the high-frequency interaction responses ranging from 10-25Hz using the hydraulic shaking table with an inherent delay of 6-50ms, an adaptive time series (ATS) compensation algorithm combined with the linear quadratic Gaussian (LQG) was proposed and implemented in the RTHS. Testing cases considering different train speeds, track irregularities, bridge girder cross-sections, and track settlements featuring a wide range of frequency contents were conducted. The performance of the proposed ATS+LQG delay compensation method was compared to the ATS method and RTHS without any compensation in terms of residual time delays and root mean square errors between commands and responses. The effectiveness of the ATS+LQG method to compensate time delay in RTHS with high-frequency responses was demonstrated and the proposed ATS+LQG method outperformed the ATS method in yielding more accurate responses with less residual time delays.

Semi-active eddy current pendulum tuned mass damper with variable frequency and damping

  • Wang, Liangkun;Shi, Weixing;Zhou, Ying;Zhang, Quanwu
    • Smart Structures and Systems
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    • 제25권1호
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    • pp.65-80
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    • 2020
  • In order to protect a structure over its full life cycle, a novel tuned mass damper (TMD), the so-called semi-active eddy current pendulum tuned mass damper (SAEC-PTMD), which can retune its frequency and damping ratio in real-time, is proposed in this study. The structural instantaneous frequency is identified through a Hilbert-Huang transformation (HHT), and the SAEC-PTMD pendulum is adjusted through an HHT-based control algorithm. The eddy current damping parameters are discussed, and the relationship between effective damping coefficients and air gaps is fitted through a polynomial function. The semi-active eddy current damping can be adjusted in real-time by adjusting the air gap based on the linear-quadratic-Gaussian (LQG)-based control algorithm. To verify the vibration control effect of the SAEC-PTMD, an idealized linear primary structure equipped with an SAEC-PTMD excited by harmonic excitations and near-fault pulse-like earthquake excitations is proposed as one of the two case studies. Under strong earthquakes, structures may go into the nonlinear state, while the Bouc-Wen model has a wild application in simulating the hysteretic characteristic. Therefore, in the other case study, a nonlinear primary structure based on the Bouc-Wen model is proposed. An optimal passive TMD is used for comparison and the detuning effect, which results from the cumulative damage to primary structures, is considered. The maximum and root-mean-square (RMS) values of structural acceleration and displacement time history response, structural acceleration, and displacement response spectra are used as evaluation indices. Power analyses for one earthquake excitation are presented as an example to further study the energy dissipation effect of an SAECPTMD. The results indicate that an SAEC-PTMD performs better than an optimized passive TMD, both before and after damage occurs to the primary structure.

자기동조 제어기를 이용한 위치확보 시스템에 관한 연구 (Analysis of Dynamic Positioning System Based on Self-Tuning Control)

  • 이상무;이판묵;홍사영
    • 대한조선학회지
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    • 제26권2호
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    • pp.32-40
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    • 1989
  • 자동위치 확보시스템은 선박이 불규칙 해상에서 작업을 수행할 때 선체의 위치 및 선수를 일정한 작업반경 내에서 유지할 수 있도록 추진기를 자동제어하는 방법이다. 위치확보시스템의 구성은 계측시스템, 제어기시스템, 추진기시스템 및 동력시스템으로 구성된다. 본 논문은 최적제어 기법과 필터링 기법을 이용한 제어기시스템 구성에 관하여 논하였고, 제어시스템 구성을 위한 상태방정식의 정립과정을 서술하였다. 선체의 평면운동은 저주파수 운동과 고주파수 운동의 성분으로 구성되었다고 가정하였다. 저주파수 운동은 추진기에 의한 외력, 조류력 및 2차차수 파랑강제력에 기인하며 고주파수 운동은 1차 차수 파랑강제력에 의해 유기된다. 해상에서 계측되는 신호에는 선체의 운동성분 이외에도 계측오차 성분이 포함된다. 자기동조필터 및 칼만필터를 이용하여 계측신호로부터 저주파수 운동성분과 고주파수 운동성분을 각각 독립적으로 추정하고, 추정된 저주파수 운동성분을 궤환하여 제어를 수행하였다. 제어기는 교란환경 속의 최적제어기인 LQG제어기를 이용하였다. 시뮬레이션을 수행하기 위하여 Wimpey Sealab의 데이타를 이용하였다.

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헬리콥터 회전날개깃의 안정성 해석과 제어 (Aeromechanical stability analysis and control of helicopter rotor blades)

  • 김종선
    • 한국항공운항학회지
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    • 제9권1호
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    • pp.59-69
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    • 2001
  • 복합재로 된 회전날개깃을 상자보로 모델링하고 수동/능동 감쇠를 주기 위해 ACL(Active Constrained Damping Layer)을 상하양면에 부착하고 복합변위이론에 기초한 유한요소방법을 이용하여 구조해석을 수행하였다. 이 이론은 ACL내의 복합재와 점탄성층 그리고 압전층의 전단변형효과를 정확하게 모델링하는데 효과적이다. Hankel 의 특이값을 이용해 축차모델을 유도하였으며 축차모델과 측정된 출력에 기초한 LQG 제어기를 설계하였다. 그러나 LQG 제어기는 공칭 운전속도에서는 좋은 성능을 보여주었으나 운전속도가 변하는 상황에 대해서는 강인안정성을 보여주지 못했다. 이 LQG제어기의 강인안정성을 개선하기 위하여 루프전달회복을 통한 강인한 제어기를 설계하였다. 수치 예를 통해 제시된 제어기가 회전날개깃의 공기역학적인 안정성을 개선하는데 효과적이며 동체모드와 연계된 리드-래그 모드감쇠를 증가시켜 회전날개깃의 진동을 효과적으로 억제하는 것을 보였다.

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Single-axis Hardware in the Loop Experiment Verification of ADCS for Low Earth Orbit Cube-Satellite

  • Choi, Minkyu;Jang, Jooyoung;Yu, Sunkyoung;Kim, O-Jong;Shim, Hanjoon;Kee, Changdon
    • Journal of Positioning, Navigation, and Timing
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    • 제6권4호
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    • pp.195-203
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    • 2017
  • A 2U cube satellite called SNUGLITE has been developed by GNSS Research Laboratory in Seoul National University. Its main mission is to perform actual operation by mounting dual-frequency global positioning system (GPS) receivers. Its scientific mission aims to observe space environments and collect data. It is essential for a cube satellite to control an Earth-oriented attitude for reliable and successful data transmission and reception. To this end, an attitude estimation and control algorithm, Attitude Determination and Control System (ADCS), has been implemented in the on-board computer (OBC) processor in real time. In this paper, the Extended Kalman Filter (EKF) was employed as the attitude estimation algorithm. For the attitude control technique, the Linear Quadratic Gaussian (LQG) was utilized. The algorithm was verified through the processor in the loop simulation (PILS) procedure. To validate the ADCS algorithm in the ground, the experimental verification via a single axis Hardware-in-the-loop simulation (HILS) was used due to the simplicity and cost effectiveness, rather than using the 3-axis HILS verification (Schwartz et al. 2003) with complex air-bearing mechanism design and high cost.

준능동 제어시스템을 이용한 사장교의 진동제어 및 비용효율성 평가 (Vibration Control and Cost-Effectiveness Evaluation of Cable-Stayed Bridges with Semi-Active Control System)

  • 함대기;옥승용;박원석;고현무;박관순
    • 한국지진공학회논문집
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    • 제9권4호
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    • pp.43-54
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    • 2005
  • 다양한 지진 규모 및 주파수 특성을 가지는 지반운동에 대하여 사장교에 장착된 준능동 제어시스템의 제어효과를 분석하고 비용효율성을 평가하였다. Dyke 등에 의하여 제시된 벤치마크 사장교 제어문제에 준능동 제어시스템을 설계하였으며, LQG 최적제어기에 기반한 bi-state 제어방법을 적용하였다. 제어시스템의 비용효율성은 제어시스템을 장착하지 않은 교량의 생애주기 비용에 대한 제어시스템을 장착한 교량의 생애주기비용의 비로서 정의하였으며, 손상비용 규모와 준능동 제어장치의 가격을 매개변수로 하여 그 변화에 따른 비용효율성 평가를 수행하였다. 분석 결과, 제어시스템의 경제적 효율성은 준능동 제어장지의 가격에 크게 민감하지 않은 반면, 손상비용 규모에 따라 민감하게 변화하였다. 또한 중진규모의 연약지반과 강진규모의 견고한 지반에 해당하는 지반운동에 대하여 준능동 제어시스템의 비용효율성이 높은 것으로 평가되었다.

능동형 차량 현가장치의 성능 향상을 위한 구조 최적화 (Structural Optimization of Active Vehicle Suspension Systems)

  • 김창동;정의봉
    • 대한기계학회논문집
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    • 제17권6호
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    • pp.1381-1388
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    • 1993
  • 본 연구에서는 구조계와 제어계가 결합된계에 대하여, 성능 평가함수의 구조 설계변수에 대한 감도를 Riccati방정식으로부터 직접 해석할 수 있는 효율적인 방안을 제시하여 동시최적설계가 가능토록한다. 그리고 유색잡음의 불규칙 노면입력을 받는 차체탄성을 고려한 Hac의 2륜 차량의 모델에 LQG제어를 행한 경우에 대하여, 본 연구 방법을 적용시켜 동시 최적화를 수행한 제어성능 특성을 종래의 최적제어만에 의한 제어성능과 비교, 검토 한다. 구조설계변수로는 현가장치의 강성특성, 감쇠특성 및 현가장치 지지점의 위치로 선정한다.

Integrated cable vibration control system using Arduino

  • Jeong, Seunghoo;Lee, Junhwa;Cho, Soojin;Sim, Sung-Han
    • Smart Structures and Systems
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    • 제23권6호
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    • pp.695-702
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    • 2019
  • The number of cable-stayed bridges has been increasing worldwide, causing issues in maintaining the structural safety and integrity of bridges. The stay cable, one of the most critical members in cable-stayed bridges, is vulnerable to wind-induced vibrations owing to its inherent low damping capacity. Thus, vibration mitigation of stay cables has been an important issue both in academia and practice. While a semi-active control scheme shows effective vibration reduction compared to a passive control scheme, real-world applications are quite limited because it requires complicated equipment, including for data acquisition, and power supply. This study aims to develop an Arduino-based integrated cable vibration control system implementing a semi-active control algorithm. The integrated control system is built on the low-cost, low-power Arduino platform, embedding a semi-active control algorithm. A MEMS accelerometer is installed in the platform to conduct a state feedback for the semi-active control. The Linear Quadratic Gaussian control is applied to estimate a cable state and obtain a control gain, and the clipped optimal algorithm is implemented to control the damping device. This study selects the magnetorheological damper as a semi-active damping device, controlled by the proposed control system. The developed integrated system is applied to a laboratory size cable with a series of experimental studies for identifying the effect of the system on cable vibration reduction. The semi-active control embedded in the integrated system is compared with free and passive mode cases and is shown to reduce the vibration of stay-cables effectively.

Semi-active seismic control of a 9-story benchmark building using adaptive neural-fuzzy inference system and fuzzy cooperative coevolution

  • Bozorgvar, Masoud;Zahrai, Seyed Mehdi
    • Smart Structures and Systems
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    • 제23권1호
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    • pp.1-14
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    • 2019
  • Control algorithms are the most important aspects in successful control of structures against earthquakes. In recent years, intelligent control methods rather than classical control methods have been more considered by researchers, due to some specific capabilities such as handling nonlinear and complex systems, adaptability, and robustness to errors and uncertainties. However, due to lack of learning ability of fuzzy controller, it is used in combination with a genetic algorithm, which in turn suffers from some problems like premature convergence around an incorrect target. Therefore in this research, the introduction and design of the Fuzzy Cooperative Coevolution (Fuzzy CoCo) controller and Adaptive Neural-Fuzzy Inference System (ANFIS) have been innovatively presented for semi-active seismic control. In this research, in order to improve the seismic behavior of structures, a semi-active control of building using Magneto Rheological (MR) damper is proposed to determine input voltage of Magneto Rheological (MR) dampers using ANFIS and Fuzzy CoCo. Genetic Algorithm (GA) is used to optimize the performance of controllers. In this paper, the design of controllers is based on the reduction of the Park-Ang damage index. In order to assess the effectiveness of the designed control system, its function is numerically studied on a 9-story benchmark building, and is compared to those of a Wavelet Neural Network (WNN), fuzzy logic controller optimized by genetic algorithm (GAFLC), Linear Quadratic Gaussian (LQG) and Clipped Optimal Control (COC) systems in terms of seismic performance. The results showed desirable performance of the ANFIS and Fuzzy CoCo controllers in considerably reducing the structure responses under different earthquakes; for instance ANFIS and Fuzzy CoCo controllers showed respectively 38 and 46% reductions in peak inter-story drift ($J_1$) compared to the LQG controller; 30 and 39% reductions in $J_1$ compared to the COC controller and 3 and 16% reductions in $J_1$ compared to the GAFLC controller. When compared to other controllers, one can conclude that Fuzzy CoCo controller performs better.