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Reliability-based design of reflector antennas with integrated structural-electromagnetic analysis using adaptive kriging modeling
Reflector antennas have been widely used in various applications, such as telecommunication and radio astronomy. However, they suffer from electromagnetic (EM) performance degradation caused by structural uncertainties. In this study, a reliability-based design optimization (RBDO) method for reflect...
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Published in: | Journal of mechanical science and technology 2021, 35(12), , pp.5601-5610 |
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container_title | Journal of mechanical science and technology |
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description | Reflector antennas have been widely used in various applications, such as telecommunication and radio astronomy. However, they suffer from electromagnetic (EM) performance degradation caused by structural uncertainties. In this study, a reliability-based design optimization (RBDO) method for reflector antennas that involves EM performance with adaptive kriging modeling is developed for the first time to the authors’ knowledge. An integrated structural-EM analysis procedure for antennas with material property uncertainties is introduced. Then, an adaptive kriging-based reliability analysis method is developed to alleviate the heavy computational costs. To improve kriging modeling efficiency, a priori knowledge of antennas is utilized to reduce the traditional initial sampling region. Finally, the RBDO problem is formulated as a double-loop process with a reliability index constraint. Simulation results show that the proposed method can significantly improve structural reliability with considerably less computational cost. |
doi_str_mv | 10.1007/s12206-021-1131-x |
format | article |
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However, they suffer from electromagnetic (EM) performance degradation caused by structural uncertainties. In this study, a reliability-based design optimization (RBDO) method for reflector antennas that involves EM performance with adaptive kriging modeling is developed for the first time to the authors’ knowledge. An integrated structural-EM analysis procedure for antennas with material property uncertainties is introduced. Then, an adaptive kriging-based reliability analysis method is developed to alleviate the heavy computational costs. To improve kriging modeling efficiency, a priori knowledge of antennas is utilized to reduce the traditional initial sampling region. Finally, the RBDO problem is formulated as a double-loop process with a reliability index constraint. Simulation results show that the proposed method can significantly improve structural reliability with considerably less computational cost.</description><subject>Antennas</subject><subject>Computing costs</subject><subject>Constraint modelling</subject><subject>Control</subject><subject>Cost analysis</subject><subject>Design optimization</subject><subject>Dynamical Systems</subject><subject>Engineering</subject><subject>Industrial and Production Engineering</subject><subject>Material properties</subject><subject>Mechanical Engineering</subject><subject>Original Article</subject><subject>Performance degradation</subject><subject>Radio astronomy</subject><subject>Reflector antennas</subject><subject>Reliability analysis</subject><subject>Reliability engineering</subject><subject>Structural reliability</subject><subject>Uncertainty</subject><subject>Vibration</subject><subject>기계공학</subject><issn>1738-494X</issn><issn>1976-3824</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><recordid>eNp1kctKBDEQRYMoqKMf4C7gykU0r35kKeILBEEU3IWa7nQbpycZk7Q6W7_cjC24sjZVKc6tInUROmL0lFFanUXGOS0J5YwwJhj53EJ7TFUlETWX27muRE2kks-7aD_GV0pLLhnbQ18PZrAwt4NNazKHaFrcmmh7h32Hg-kG0yQfMLhknIOIP2x6wTa_-gApwzGFsUljgIGYDRv8Enpnkm2yBoZ1tBGP0boeQwurZN8NXgTbbxpL3-bdrj9AOx0M0Rz-5hl6urp8vLghd_fXtxfnd6QRBU2kkUWhVCVUSWVNoW5h3lUKSkVFWRWMAxSmMpRRmfttZ0TBMy2UgaaWc1mKGTqZ5rrQ6UVjtQf7k3uvF0GfPzzealUrKfOtZuh4YlfBv40mJv3qx5A_FDUvaZ2jUCxTbKKa4GPM19KrYJcQ1ppRvbFFT7bobIve2KI_s4ZPmphZ15vwN_l_0Te3tpLO</recordid><startdate>20211201</startdate><enddate>20211201</enddate><creator>Hu, Naigang</creator><creator>Xu, Wanye</creator><general>Korean Society of Mechanical Engineers</general><general>Springer Nature B.V</general><general>대한기계학회</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7TB</scope><scope>8FD</scope><scope>FR3</scope><scope>ACYCR</scope></search><sort><creationdate>20211201</creationdate><title>Reliability-based design of reflector antennas with integrated structural-electromagnetic analysis using adaptive kriging modeling</title><author>Hu, Naigang ; Xu, Wanye</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c350t-c4559973960480a8dabf79a690367512aa5e7e0104bf7dfe35297339eac84b463</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Antennas</topic><topic>Computing costs</topic><topic>Constraint modelling</topic><topic>Control</topic><topic>Cost analysis</topic><topic>Design optimization</topic><topic>Dynamical Systems</topic><topic>Engineering</topic><topic>Industrial and Production Engineering</topic><topic>Material properties</topic><topic>Mechanical Engineering</topic><topic>Original Article</topic><topic>Performance degradation</topic><topic>Radio astronomy</topic><topic>Reflector antennas</topic><topic>Reliability analysis</topic><topic>Reliability engineering</topic><topic>Structural reliability</topic><topic>Uncertainty</topic><topic>Vibration</topic><topic>기계공학</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Hu, Naigang</creatorcontrib><creatorcontrib>Xu, Wanye</creatorcontrib><collection>CrossRef</collection><collection>Mechanical & Transportation Engineering Abstracts</collection><collection>Technology Research Database</collection><collection>Engineering Research Database</collection><collection>Korean Citation Index</collection><jtitle>Journal of mechanical science and technology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Hu, Naigang</au><au>Xu, Wanye</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Reliability-based design of reflector antennas with integrated structural-electromagnetic analysis using adaptive kriging modeling</atitle><jtitle>Journal of mechanical science and technology</jtitle><stitle>J Mech Sci Technol</stitle><date>2021-12-01</date><risdate>2021</risdate><volume>35</volume><issue>12</issue><spage>5601</spage><epage>5610</epage><pages>5601-5610</pages><issn>1738-494X</issn><eissn>1976-3824</eissn><abstract>Reflector antennas have been widely used in various applications, such as telecommunication and radio astronomy. However, they suffer from electromagnetic (EM) performance degradation caused by structural uncertainties. In this study, a reliability-based design optimization (RBDO) method for reflector antennas that involves EM performance with adaptive kriging modeling is developed for the first time to the authors’ knowledge. An integrated structural-EM analysis procedure for antennas with material property uncertainties is introduced. Then, an adaptive kriging-based reliability analysis method is developed to alleviate the heavy computational costs. To improve kriging modeling efficiency, a priori knowledge of antennas is utilized to reduce the traditional initial sampling region. Finally, the RBDO problem is formulated as a double-loop process with a reliability index constraint. 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subjects | Antennas Computing costs Constraint modelling Control Cost analysis Design optimization Dynamical Systems Engineering Industrial and Production Engineering Material properties Mechanical Engineering Original Article Performance degradation Radio astronomy Reflector antennas Reliability analysis Reliability engineering Structural reliability Uncertainty Vibration 기계공학 |
title | Reliability-based design of reflector antennas with integrated structural-electromagnetic analysis using adaptive kriging modeling |
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