Adjoint EM Sensitivity Analysis for Fast Frequency Sweep Using Matrix Padé via Lanczos Technique Based on Finite-Element Method
Sensitivity analysis is important for electromagnetic (EM)-based design. The existing adjoint EM sensitivity analysis methods have to solve large systems of EM equations repetitively for different frequencies. This article addresses this situation and proposes to speed up the EM sensitivity analysis...
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Veröffentlicht in: | IEEE transactions on microwave theory and techniques 2021-05, Vol.69 (5), p.2413-2428 |
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description | Sensitivity analysis is important for electromagnetic (EM)-based design. The existing adjoint EM sensitivity analysis methods have to solve large systems of EM equations repetitively for different frequencies. This article addresses this situation and proposes to speed up the EM sensitivity analysis over a frequency range by solving EM equations at only a single frequency. A new adjoint EM sensitivity analysis algorithm for the fast frequency sweep using the matrix Padé via Lanczos (MPVL) technique based on the finite-element method (FEM) is proposed in this article. MPVL is incorporated to relate the information of one frequency to the information of multiple frequencies. A large system of EM equations is then solved at a single frequency to predict the sensitivity information for the entire frequency band. Adjoint formulations are further derived to avoid the effect of the number of design variables. The adjoint EM sensitivity analysis using the proposed technique can obtain the same accuracy as the existing techniques while taking less time by avoiding repetitively solving large systems of EM equations for different frequencies and different design variables. The proposed technique is demonstrated by three EM examples of microwave components. |
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The existing adjoint EM sensitivity analysis methods have to solve large systems of EM equations repetitively for different frequencies. This article addresses this situation and proposes to speed up the EM sensitivity analysis over a frequency range by solving EM equations at only a single frequency. A new adjoint EM sensitivity analysis algorithm for the fast frequency sweep using the matrix Padé via Lanczos (MPVL) technique based on the finite-element method (FEM) is proposed in this article. MPVL is incorporated to relate the information of one frequency to the information of multiple frequencies. A large system of EM equations is then solved at a single frequency to predict the sensitivity information for the entire frequency band. Adjoint formulations are further derived to avoid the effect of the number of design variables. The adjoint EM sensitivity analysis using the proposed technique can obtain the same accuracy as the existing techniques while taking less time by avoiding repetitively solving large systems of EM equations for different frequencies and different design variables. The proposed technique is demonstrated by three EM examples of microwave components.</description><identifier>ISSN: 0018-9480</identifier><identifier>EISSN: 1557-9670</identifier><identifier>DOI: 10.1109/TMTT.2021.3061566</identifier><identifier>CODEN: IETMAB</identifier><language>eng</language><publisher>New York: IEEE</publisher><subject>Adjoint sensitivity analysis ; Algorithms ; Analytical models ; Design analysis ; electromagnetic (EM) design ; fast frequency sweep ; Finite element analysis ; Finite element method ; finite-element method (FEM) ; Frequencies ; Frequency ranges ; Mathematical analysis ; Mathematical model ; matrix Padé via Lanczos (MPVL) ; Microwave theory and techniques ; Scattering parameters ; Sensitivity analysis ; Time-frequency analysis</subject><ispartof>IEEE transactions on microwave theory and techniques, 2021-05, Vol.69 (5), p.2413-2428</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. 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The existing adjoint EM sensitivity analysis methods have to solve large systems of EM equations repetitively for different frequencies. This article addresses this situation and proposes to speed up the EM sensitivity analysis over a frequency range by solving EM equations at only a single frequency. A new adjoint EM sensitivity analysis algorithm for the fast frequency sweep using the matrix Padé via Lanczos (MPVL) technique based on the finite-element method (FEM) is proposed in this article. MPVL is incorporated to relate the information of one frequency to the information of multiple frequencies. A large system of EM equations is then solved at a single frequency to predict the sensitivity information for the entire frequency band. Adjoint formulations are further derived to avoid the effect of the number of design variables. The adjoint EM sensitivity analysis using the proposed technique can obtain the same accuracy as the existing techniques while taking less time by avoiding repetitively solving large systems of EM equations for different frequencies and different design variables. The proposed technique is demonstrated by three EM examples of microwave components.</description><subject>Adjoint sensitivity analysis</subject><subject>Algorithms</subject><subject>Analytical models</subject><subject>Design analysis</subject><subject>electromagnetic (EM) design</subject><subject>fast frequency sweep</subject><subject>Finite element analysis</subject><subject>Finite element method</subject><subject>finite-element method (FEM)</subject><subject>Frequencies</subject><subject>Frequency ranges</subject><subject>Mathematical analysis</subject><subject>Mathematical model</subject><subject>matrix Padé via Lanczos (MPVL)</subject><subject>Microwave theory and techniques</subject><subject>Scattering parameters</subject><subject>Sensitivity analysis</subject><subject>Time-frequency analysis</subject><issn>0018-9480</issn><issn>1557-9670</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><recordid>eNo9kMtKAzEUhoMoWC8PIG4CrqfmMrktq7QqtCh0uh4yM2c0pWZqEi915ev4HL6YUyquDge-_1w-hM4oGVJKzGUxK4ohI4wOOZFUSLmHBlQIlRmpyD4aEEJ1ZnJNDtFRjMu-zQXRA_Q1apad8wmPZ3gOPrrk3lza4JG3q010EbddwBMbE54EeHkFX2_w_B1gjRfR-Uc8sym4D_xgm59v_OYsnlpff3YRF1A_edcn8JWN0ODO44nzLkE2XsEz9BtnkJ665gQdtHYV4fSvHqPFZFxc32bT-5u769E0qxnRKWOiorSyldAVB1CaNNoI3jKupDRcslo0VrWgqpoYzjRUjaEyNzm1rDUgJT9GF7u569D1V8VULrvX0H8ZSyYYY1QJmvcU3VF16GIM0Jbr4J5t2JSUlFvR5VZ0uRVd_onuM-e7jAOAf95wlUul-S_t7XrB</recordid><startdate>20210501</startdate><enddate>20210501</enddate><creator>Feng, Feng</creator><creator>Zhang, Jianan</creator><creator>Jin, Jing</creator><creator>Zhang, Wei</creator><creator>Zhao, Zhihao</creator><creator>Zhang, Qi-Jun</creator><general>IEEE</general><general>The Institute of Electrical and Electronics Engineers, Inc. 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The existing adjoint EM sensitivity analysis methods have to solve large systems of EM equations repetitively for different frequencies. This article addresses this situation and proposes to speed up the EM sensitivity analysis over a frequency range by solving EM equations at only a single frequency. A new adjoint EM sensitivity analysis algorithm for the fast frequency sweep using the matrix Padé via Lanczos (MPVL) technique based on the finite-element method (FEM) is proposed in this article. MPVL is incorporated to relate the information of one frequency to the information of multiple frequencies. A large system of EM equations is then solved at a single frequency to predict the sensitivity information for the entire frequency band. Adjoint formulations are further derived to avoid the effect of the number of design variables. The adjoint EM sensitivity analysis using the proposed technique can obtain the same accuracy as the existing techniques while taking less time by avoiding repetitively solving large systems of EM equations for different frequencies and different design variables. The proposed technique is demonstrated by three EM examples of microwave components.</abstract><cop>New York</cop><pub>IEEE</pub><doi>10.1109/TMTT.2021.3061566</doi><tpages>16</tpages><orcidid>https://orcid.org/0000-0002-9279-309X</orcidid><orcidid>https://orcid.org/0000-0001-7337-4108</orcidid><orcidid>https://orcid.org/0000-0001-7852-5331</orcidid><orcidid>https://orcid.org/0000-0002-3569-8782</orcidid><orcidid>https://orcid.org/0000-0002-8638-7837</orcidid><orcidid>https://orcid.org/0000-0002-3536-5777</orcidid></addata></record> |
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subjects | Adjoint sensitivity analysis Algorithms Analytical models Design analysis electromagnetic (EM) design fast frequency sweep Finite element analysis Finite element method finite-element method (FEM) Frequencies Frequency ranges Mathematical analysis Mathematical model matrix Padé via Lanczos (MPVL) Microwave theory and techniques Scattering parameters Sensitivity analysis Time-frequency analysis |
title | Adjoint EM Sensitivity Analysis for Fast Frequency Sweep Using Matrix Padé via Lanczos Technique Based on Finite-Element Method |
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