TY - CHAP
T1 - Experimental modeling of a web-winding machine
T2 - LPV approaches
AU - Vuelvas, Jose
AU - Ruiz, Fredy
AU - Novara, Carlo
N1 - Publisher Copyright:
© The Institution of Engineering and Technology 2019.
PY - 2019/1/1
Y1 - 2019/1/1
N2 - This chapter presents the identification of aweb-winding system as a linear parameter-varying (LPV) system with the reel radius as the time-varying parameter. This system is nonlinear, time-varying and input?output unstable. Two identification methods are considered: in the first one, an LPV model is estimated in a single step using a novel approach based on sparse identification and set membership optimality evaluation. In the second one, several local linear time-invariant (LTI) models are identified using classical identification algorithms, and the overall LPV model is constructed as a weighted sum of the local models. The two methods are applied to experimental data measured on a real web-winding machine.
AB - This chapter presents the identification of aweb-winding system as a linear parameter-varying (LPV) system with the reel radius as the time-varying parameter. This system is nonlinear, time-varying and input?output unstable. Two identification methods are considered: in the first one, an LPV model is estimated in a single step using a novel approach based on sparse identification and set membership optimality evaluation. In the second one, several local linear time-invariant (LTI) models are identified using classical identification algorithms, and the overall LPV model is constructed as a weighted sum of the local models. The two methods are applied to experimental data measured on a real web-winding machine.
KW - Combinatorial mathematics
KW - Combinatorial mathematics
KW - Control applications to materials handling
KW - Control technology and theory
KW - Identification
KW - Identification algorithms
KW - Input-output instability
KW - Input-output stability
KW - LPV
KW - Linear parameter varying systems
KW - Linear parameter-varying system
KW - Local linear time-invariant models
KW - Local models
KW - Nonlinear control systems
KW - Nonlinear control systems
KW - Nonlinear system
KW - Other manufacturing processes
KW - Production equipment
KW - Reel radius
KW - Set membership optimality evaluation
KW - Set theory
KW - Simulation, modelling and identification
KW - Sparse identification
KW - Stability in control theory
KW - Time-varying control systems
KW - Time-varying parameter
KW - Time-varying systems
KW - Web-winding machine
KW - Weighted sum
KW - Winding (process)
UR - http://www.scopus.com/inward/record.url?scp=85118011680&partnerID=8YFLogxK
U2 - 10.1049/pbce123e_ch4
DO - 10.1049/pbce123e_ch4
M3 - Chapter
AN - SCOPUS:85118011680
SP - 57
EP - 73
BT - Data-Driven Modeling, Filtering and Control
PB - Institution of Engineering and Technology
ER -