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Fractional order control of civil structures using MR Damper . Abdollah Shafieezadeh *, Keri Ryan*, YangQuan Chen+ *Civil and Environmental Engineering Dept. +Electrical and Computer Engineering Dept. Utah State University Utah State University. Outline. Introduction Fast Hybrid Testing
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Fractional order control of civil structures using MR Damper AbdollahShafieezadeh*, Keri Ryan*, YangQuan Chen+*Civil and Environmental Engineering Dept.+Electrical and Computer Engineering Dept.Utah State University Utah State University
Outline • Introduction • Fast Hybrid Testing • Robust Controllers • Filter Design • Fractional Order Filter • Results • Conclusions
Introduction • Optimal control theories have been studied intensely for Civil Engineering structures. • In most cases idealized models were used for both the structure and actuators. • The effect of filters has not been investigated intensely. • Fractional order filters, offering more features are applied here.
Dynamic Testing Techniques • Quasi-static loading test method (QST) • Shaking table test method (STT) • Effective force method (EFT) • Pseudo-dynamic test method (PDT) • Real time dynamic hybrid test method (RTDHT)
Pseudo-dynamic testing method • Applying slowly varying forces to a structural model • Motions and deformations observed in the test specimens are used to infer the inertial forces that the model would have been exposed to during the actual earthquake • Substructure techniques can be applied
Hybrid Testing • part of the structure (the physical model) whose hysteretic behavior is complex is constructed and tested • The rest part of the structure is numerically modeled in computer • The superstructure effects on substructure are applied by actuators
Possible Controllers • The objective is to mitigate structural response in the presence of nonlinearity in structure. • Controllers should have robust stability and performance at different frequencies. • Robust control approach is one of the options. • H2 controllers • H∞ controllers • Controllers based on μ synthesis
Designing filters • Weights can incorporate our knowledge of the disturbance and performance objectives into the controller. • High loop gain is required in the low frequency range where the disturbance is most effective at that range. • Small loop gains at high frequency ranges are required for sensor noise error reduction and preventing saturation in actuators.
The shape of the filters Three filters are used Wd: disturbance shaping filter. Kanai-Tajimi filter is used to model earthquakes power spectrum. A second order transfer function is introduced to reshape the frequency content.
The shape of the filters We: weighting functions on desired system response and control force. Constant diagonal matrices are used here. Wact: actuator filter. This filter is used to have more flexibility on changing the loop shape to a desired configuration.
Optimization on filter parameters The following structure is considered for optimizing the gain weights • The performance of the system is sensitive to the selected parameters of filters. • An optimization process on control parameters were done.
Resultant System Transfer Functions Control Force Earthquake Drift Controller Structure Acceleration Noise • Following transfer functions are required to be checked • Transfer function from earthquake excitation to acceleration and drift • Transfer function from input noise to acceleration and drift • Transfer function from earthquake excitation to control force • Transfer function from input noise to control force
Resultant System Transfer Functions Control Force Earthquake Drift Controller Structure Acceleration Noise • Following transfer functions are required to be checked • Transfer function from earthquake excitation to acceleration and drift • Transfer function from input noise to acceleration and drift • Transfer function from earthquake excitation to control force • Transfer function from input noise to control force
Resultant System Transfer Functions Control Force Earthquake Drift Controller Structure Acceleration Noise • Following transfer functions are required to be checked • Transfer function from earthquake excitation to acceleration and drift • Transfer function from input noise to acceleration and drift • Transfer function from earthquake excitation to control force • Transfer function from input noise to control force
Resultant System Transfer Functions Control Force Earthquake Drift Controller Structure Acceleration Noise • Following transfer functions are required to be checked • Transfer function from earthquake excitation to acceleration and drift • Transfer function from input noise to acceleration and drift • Transfer function from earthquake excitation to control force • Transfer function from input noise to control force
Transfer Functions From Earthquake Excitation to Output Response
f(t) FD f(t) FI FS Fractional Order Filters • What is fractional order calculus? • A mass-damper-spring system • Conventional models • Hook’s law • Ideal viscoelastic materials • Second Newton’s law • New fractional models
Fractional Order Filters • Definitions of fractional derivatives and integrals • Rienmann-Liouville • Grunvald-Letnikov • Caputo • Miller-Ross • Caputo (1967)
Modified Oustaloup’s approximation algorithm for Sα by Xue et al. Fractional Order Filters where Using Oustaloup’s approximation
Fractional Order Filters • Fractional filter is defined to finely tune the original H2 controller.
Fractional Order Filters • Shape of the fractional order filter for a=1.5, b=41.33, and c=45 • The controller configuration • The filter will slightly affect the response parameters that are more sensitive to controller parameters, like residual strain.
Results • Acceleration and drift response for Eq #23
Results • Acceleration and drift response for Eq #54
Results • Comparing numerical and experimental results • Numerical and experimental results show similar trends • Maximum drift from numerical analysis are larger than maximum drift from FHT • FHT gives larger residual drift compared to numerical analysis
The H2 controller is designed for 28 dampers at each story level. But it still works for the case with 2 dampers. Introducing Wact improves the response considerably. Having fractional order filter as a pre filter to H2 controller reduces residual drifts for earthquakes of bin 2 by 3 percent. Conclusions