Title :
Adjoint First Order Sensitivities of Transient Responses and Their Applications in the Solution of Inverse Problems
Author :
Bakr, Mohamed H. ; Zhao, Peipei ; Nikolova, Natalia K.
Author_Institution :
Dept. of Electr. & Comput. Eng., McMaster Univ., Hamilton, ON, Canada
fDate :
7/1/2009 12:00:00 AM
Abstract :
We present a novel algorithm for adjoint sensitivity analysis of time-varying responses that is based on the transmission line modeling (TLM) method. We show that by using at most one extra electromagnetic (EM) simulation, the sensitivities of the complete time domain EM response can be obtained with respect to all designable parameters regardless of their number and regardless of the number of time steps. The complete time domain signature of a certain structure can thus be efficiently and accurately predicted for perturbed structures. Our sensitivities match those obtained using the accurate and time intensive central finite differences (CFD). The adjoint sensitivities are used in the solution of inverse problems through a number of approaches exploiting surrogate model optimization and direct optimization. Our technique enables efficient identification of object position, dimensions and material properties.
Keywords :
electromagnetic fields; finite difference time-domain analysis; inverse problems; time-varying systems; transient response; transmission line theory; adjoint first order sensitivities; electromagnetic simulation; inverse problems; time domain signature; time intensive central finite differences; time-varying responses; transient responses; transmission line modeling; Computational efficiency; Computational modeling; Finite difference methods; Inverse problems; Power system transients; Sensitivity analysis; Time domain analysis; Transient analysis; Transmission line discontinuities; Transmission line matrix methods; Transmission lines; Inverse problems; optimization; sensitivity analysis; transmission line modeling (TLM) method;
Journal_Title :
Antennas and Propagation, IEEE Transactions on
DOI :
10.1109/TAP.2009.2021897