{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,4]],"date-time":"2025-11-04T19:07:59Z","timestamp":1762283279158,"version":"build-2065373602"},"reference-count":42,"publisher":"Wiley","issue":"11","license":[{"start":{"date-parts":[[2025,6,5]],"date-time":"2025-06-05T00:00:00Z","timestamp":1749081600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100006595","name":"Unitatea Executiva pentru Finantarea Invatamantului Superior, a Cercetarii, Dezvoltarii si Inovarii","doi-asserted-by":"publisher","award":["PN\u2010III\u2010P2\u20102.1\u2010PTE\u20102021\u20100460"],"award-info":[{"award-number":["PN\u2010III\u2010P2\u20102.1\u2010PTE\u20102021\u20100460"]}],"id":[{"id":"10.13039\/501100006595","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Circuit Theory &amp; Apps"],"published-print":{"date-parts":[[2025,11]]},"abstract":"<jats:title>ABSTRACT<\/jats:title>\n                  <jats:p>Multi\u2010objective optimization is increasingly vital in complex circuit sizing, where traditional methods fail due to extensive design variables. This study focused on reducing the simulation counts, which are crucial for saving time, by optimizing the initial population selection in evolutionary algorithms. We investigated the impact of different sampling methods\u2010Latin hypercube, Sobol, and Halton\u2010on the efficiency of multi\u2010objective optimization based on differential evolution and Bayesian inference (MODEBI), a leading algorithm in circuit optimization. The experiments were conducted in two practical use cases of different complexities, low\u2010dropout voltage regulators (LDOs) with eight and, respectively, 27 design variables. We statistically analyzed the generated initial population sets for each sampling method and circuit. The results indicate that the Latin hypercube and Sobol significantly improve the initial population quality, leading to faster and more efficient optimization processes. This study highlights the importance of strategic initial population selection and its potential for streamlined circuit design optimization.<\/jats:p>","DOI":"10.1002\/cta.70007","type":"journal-article","created":{"date-parts":[[2025,6,12]],"date-time":"2025-06-12T10:49:45Z","timestamp":1749725385000},"page":"6733-6744","update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Initial Population Sampling Influence on Multi\u2010Objective Optimization Based on Differential Evolution and Bayesian Inference"],"prefix":"10.1002","volume":"53","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7157-5387","authenticated-orcid":false,"given":"Georgian","family":"Nicolae","sequence":"first","affiliation":[{"name":"Faculty of Electronics, Telecommunications and Information Technology National University of Science and Technology Politehnica Bucharest  Bucharest Romania"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Catalin","family":"Visan","sequence":"additional","affiliation":[{"name":"Faculty of Electronics, Telecommunications and Information Technology National University of Science and Technology Politehnica Bucharest  Bucharest Romania"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dan","family":"Curavale","sequence":"additional","affiliation":[{"name":"Faculty of Electronics, Telecommunications and Information Technology National University of Science and Technology Politehnica Bucharest  Bucharest Romania"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mihai","family":"Boldeanu","sequence":"additional","affiliation":[{"name":"Faculty of Electronics, Telecommunications and Information Technology National University of Science and Technology Politehnica Bucharest  Bucharest Romania"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Horia","family":"Cucu","sequence":"additional","affiliation":[{"name":"Faculty of Electronics, Telecommunications and Information Technology National University of Science and Technology Politehnica Bucharest  Bucharest Romania"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Andi","family":"Buzo","sequence":"additional","affiliation":[{"name":"Infineon Technologies  Neubiberg Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","published-online":{"date-parts":[[2025,6,5]]},"reference":[{"key":"e_1_2_10_2_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2022.109987"},{"key":"e_1_2_10_3_1","doi-asserted-by":"crossref","unstructured":"G.Nicolae C.Visan D.Curavale et\u00a0al. \u201cA Study on Initial Population Sampling for Multi\u2010Objective Optimization Based on Differential Evolution and Bayesian Inference \u201d2023 128\u2013132.","DOI":"10.1109\/SpeD59241.2023.10314871"},{"key":"e_1_2_10_4_1","doi-asserted-by":"publisher","DOI":"10.1023\/A:1015098112015"},{"key":"e_1_2_10_5_1","doi-asserted-by":"publisher","DOI":"10.1109\/TCAD.2003.810742"},{"key":"e_1_2_10_6_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICM48031.2019.9021474"},{"key":"e_1_2_10_7_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.vlsi.2008.04.003"},{"key":"e_1_2_10_8_1","first-page":"196","volume-title":"Anaconda: Simulation Based Synthesis of Analog Circuits via Stochastic Pattern Search","author":"Rutenbar R. 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