A two-stage stochastic PDE-constrained optimization approach to vibration control of an electrically conductive composite plate subjected to mechanical and electromagnetic loads
نویسندگان
چکیده
A new two-stage stochastic partial differential equation (PDE)-constrained optimization methodology is developed for the active vibration control of structures in the presence of uncertainties in mechanical loads. The methodology relies on the two-stage stochastic optimization formulation with an embedded first-order black-box PDEconstrained optimization procedure. The PDE-constrained optimization procedure utilizes a first-order active-set algorithm with a conjugate gradient method. The objective function is determined through solution of the governing PDEs and its gradient is computed using automatic differentiation with hyper-dual numbers. The developed optimization methodology is applied to the problem of post-impact vibration control (via applied electromagnetic field) of an electrically conductive carbon fiber reinforced composite plate subjected to an uncertain, or stochastic, impact load. The corresponding governing PDEs consist of a nonlinear coupled system of equations of motion and Maxwell’s equations. The conducted computational study shows that the obtained two-stage optimization solution allows for a sigDmitry Chernikov Department of Mechanical and Industrial Engineering University of Iowa, Iowa City, IA 52241 E-mail: [email protected] Pavlo Krokhmal Department of Mechanical and Industrial Engineering University of Iowa, Iowa City, IA 52241 Tel.: +1-319-335-5680 Fax: +1-319-335-5669 E-mail: [email protected] Olesya I. Zhupanska Department of Mechanical and Industrial Engineering University of Iowa, Iowa City, IA 52241 E-mail: [email protected] Crystal L. Pasiliao Air Force Research Lab, Eglin AFB, FL 32542 E-mail: [email protected] nificant suppression of vibrations caused by the randomized impact load in all impact load scenarios. Also, the effectiveness of the developed methodology is illustrated in the case of a deterministic impact load, where the two-stage strategy enables one to practically eliminate post-impact vibrations.
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