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Zyklus 3. , Friedrich Verlag, 2022."}},{"title":"Brillouin and Raman imaging of domain walls in periodically-poled 5%-MgO:LiNbO3","date_created":"2023-10-11T08:46:35Z","publisher":"Optica Publishing Group","year":"2022","issue":"4","quality_controlled":"1","language":[{"iso":"eng"}],"keyword":["Atomic and Molecular Physics","and Optics"],"abstract":[{"lang":"eng","text":"Recently, ferroelectric domain walls (DWs) have attracted considerable attention due to their intrinsic topological effects and their huge potential for optoelectronic applications. In contrast, many of the underlying physical properties and phenomena are not well characterized. In this regard, analyzing the vibrational properties, e.g. by Raman spectroscopy, provides direct access to the various local material properties, such as strains, defects or electric fields. While the optical phonon spectra of DWs have been widely investigated in the past, no reports on the acoustic phonon properties of DWs exist. In this work, we present a joint Raman and Brillouin visualization of ferroelectric DWs in the model ferroelectric lithium niobate. This is possible by using a combined Raman and virtually imaged phased array Brillouin setup. Here, we show that DWs can be visualized via frequency shifts observed in the acoustic phonons, as well. The observed contrast then is qualitatively explained by models adapted from Raman spectroscopy. This work, hence, provides a novel route to study ferroelectric DWs and their intrinsic mechanical properties."}],"publication":"Optics Express","doi":"10.1364/oe.447554","volume":30,"author":[{"full_name":"Rix, Jan","last_name":"Rix","first_name":"Jan"},{"first_name":"Michael","id":"22501","full_name":"Rüsing, Michael","last_name":"Rüsing","orcid":"0000-0003-4682-4577"},{"first_name":"Roberta","last_name":"Galli","full_name":"Galli, Roberta"},{"last_name":"Golde","full_name":"Golde, Jonas","first_name":"Jonas"},{"last_name":"Reitzig","full_name":"Reitzig, Sven","first_name":"Sven"},{"full_name":"Eng, Lukas M.","last_name":"Eng","first_name":"Lukas M."},{"first_name":"Edmund","last_name":"Koch","full_name":"Koch, Edmund"}],"date_updated":"2023-10-11T08:46:57Z","intvolume":"        30","citation":{"chicago":"Rix, Jan, Michael Rüsing, Roberta Galli, Jonas Golde, Sven Reitzig, Lukas M. Eng, and Edmund Koch. “Brillouin and Raman Imaging of Domain Walls in Periodically-Poled 5%-MgO:LiNbO3.” <i>Optics Express</i> 30, no. 4 (2022). <a href=\"https://doi.org/10.1364/oe.447554\">https://doi.org/10.1364/oe.447554</a>.","ieee":"J. Rix <i>et al.</i>, “Brillouin and Raman imaging of domain walls in periodically-poled 5%-MgO:LiNbO3,” <i>Optics Express</i>, vol. 30, no. 4, Art. no. 5051, 2022, doi: <a href=\"https://doi.org/10.1364/oe.447554\">10.1364/oe.447554</a>.","ama":"Rix J, Rüsing M, Galli R, et al. Brillouin and Raman imaging of domain walls in periodically-poled 5%-MgO:LiNbO3. <i>Optics Express</i>. 2022;30(4). doi:<a href=\"https://doi.org/10.1364/oe.447554\">10.1364/oe.447554</a>","apa":"Rix, J., Rüsing, M., Galli, R., Golde, J., Reitzig, S., Eng, L. M., &#38; Koch, E. (2022). 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Reitzig, L.M. Eng, E. Koch, Optics Express 30 (2022)."},"publication_identifier":{"issn":["1094-4087"]},"publication_status":"published","extern":"1","article_number":"5051","article_type":"original","user_id":"22501","_id":"47980","status":"public","type":"journal_article"},{"publication_status":"published","citation":{"bibtex":"@inbook{Markewitz_Schuster_2022, place={Göttingen}, title={Denkschrift}, DOI={<a href=\"https://doi.org/10.14220/9783737014601.223\">10.14220/9783737014601.223</a>}, booktitle={Im Nationalsozialismus}, publisher={V&#38;R unipress}, author={Markewitz, Friedrich and Schuster, Britt-Marie}, year={2022} }","short":"F. Markewitz, B.-M. Schuster, in: Im Nationalsozialismus, V&#38;R unipress, Göttingen, 2022.","mla":"Markewitz, Friedrich, and Britt-Marie Schuster. “Denkschrift.” <i>Im Nationalsozialismus</i>, V&#38;R unipress, 2022, doi:<a href=\"https://doi.org/10.14220/9783737014601.223\">10.14220/9783737014601.223</a>.","apa":"Markewitz, F., &#38; Schuster, B.-M. 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V&#38;R unipress; 2022. doi:<a href=\"https://doi.org/10.14220/9783737014601.223\">10.14220/9783737014601.223</a>"},"year":"2022","place":"Göttingen","author":[{"last_name":"Markewitz","full_name":"Markewitz, Friedrich","id":"67227","first_name":"Friedrich"},{"last_name":"Schuster","id":"17386","full_name":"Schuster, Britt-Marie","first_name":"Britt-Marie"}],"date_created":"2023-01-18T14:35:24Z","publisher":"V&R unipress","date_updated":"2023-10-12T15:49:25Z","doi":"10.14220/9783737014601.223","title":"Denkschrift","type":"book_chapter","publication":"Im Nationalsozialismus","status":"public","user_id":"17386","department":[{"_id":"745"}],"_id":"37422","language":[{"iso":"ger"}],"keyword":["Kommunikationsgeschichte"]},{"doi":"10.14220/9783737014601.367","title":"Blut","author":[{"id":"17386","full_name":"Schuster, Britt-Marie","last_name":"Schuster","first_name":"Britt-Marie"},{"last_name":"Wilk","full_name":"Wilk, Nicole M.","first_name":"Nicole M."}],"date_created":"2023-01-18T14:36:15Z","date_updated":"2023-10-12T15:49:08Z","publisher":"V&R unipress","citation":{"apa":"Schuster, B.-M., &#38; Wilk, N. M. (2022). Blut. In <i>Im Nationalsozialismus</i>. V&#38;R unipress. <a href=\"https://doi.org/10.14220/9783737014601.367\">https://doi.org/10.14220/9783737014601.367</a>","short":"B.-M. Schuster, N.M. Wilk, in: Im Nationalsozialismus, V&#38;R unipress, Göttingen, 2022.","mla":"Schuster, Britt-Marie, and Nicole M. Wilk. “Blut.” <i>Im Nationalsozialismus</i>, V&#38;R unipress, 2022, doi:<a href=\"https://doi.org/10.14220/9783737014601.367\">10.14220/9783737014601.367</a>.","bibtex":"@inbook{Schuster_Wilk_2022, place={Göttingen}, title={Blut}, DOI={<a href=\"https://doi.org/10.14220/9783737014601.367\">10.14220/9783737014601.367</a>}, booktitle={Im Nationalsozialismus}, publisher={V&#38;R unipress}, author={Schuster, Britt-Marie and Wilk, Nicole M.}, year={2022} }","ieee":"B.-M. Schuster and N. M. Wilk, “Blut,” in <i>Im Nationalsozialismus</i>, Göttingen: V&#38;R unipress, 2022.","chicago":"Schuster, Britt-Marie, and Nicole M. Wilk. “Blut.” In <i>Im Nationalsozialismus</i>. Göttingen: V&#38;R unipress, 2022. <a href=\"https://doi.org/10.14220/9783737014601.367\">https://doi.org/10.14220/9783737014601.367</a>.","ama":"Schuster B-M, Wilk NM. Blut. In: <i>Im Nationalsozialismus</i>. V&#38;R unipress; 2022. doi:<a href=\"https://doi.org/10.14220/9783737014601.367\">10.14220/9783737014601.367</a>"},"year":"2022","place":"Göttingen","publication_status":"published","language":[{"iso":"ger"}],"keyword":["Kommunikationsgeschichte"],"user_id":"17386","department":[{"_id":"745"}],"_id":"37423","status":"public","type":"book_chapter","publication":"Im Nationalsozialismus"},{"citation":{"apa":"Reitzig, S., Hempel, F., Rüsing, M., &#38; Eng, L. M. (2022). CARS Domain-Wall Analysis in single-crystalline Lithium Niobate. <i>OSA Nonlinear Optics 2021</i>. OSA Nonlinear Optics 2021, Washington D.C., USA; Online. <a href=\"https://doi.org/10.1364/nlo.2021.nth3a.7\">https://doi.org/10.1364/nlo.2021.nth3a.7</a>","short":"S. Reitzig, F. Hempel, M. Rüsing, L.M. Eng, in: OSA Nonlinear Optics 2021, Optica Publishing Group, 2022.","mla":"Reitzig, Sven, et al. “CARS Domain-Wall Analysis in Single-Crystalline Lithium Niobate.” <i>OSA Nonlinear Optics 2021</i>, Optica Publishing Group, 2022, doi:<a href=\"https://doi.org/10.1364/nlo.2021.nth3a.7\">10.1364/nlo.2021.nth3a.7</a>.","bibtex":"@inproceedings{Reitzig_Hempel_Rüsing_Eng_2022, title={CARS Domain-Wall Analysis in single-crystalline Lithium Niobate}, DOI={<a href=\"https://doi.org/10.1364/nlo.2021.nth3a.7\">10.1364/nlo.2021.nth3a.7</a>}, booktitle={OSA Nonlinear Optics 2021}, publisher={Optica Publishing Group}, author={Reitzig, Sven and Hempel, Franz and Rüsing, Michael and Eng, Lukas M.}, year={2022} }","ama":"Reitzig S, Hempel F, Rüsing M, Eng LM. CARS Domain-Wall Analysis in single-crystalline Lithium Niobate. In: <i>OSA Nonlinear Optics 2021</i>. Optica Publishing Group; 2022. doi:<a href=\"https://doi.org/10.1364/nlo.2021.nth3a.7\">10.1364/nlo.2021.nth3a.7</a>","ieee":"S. Reitzig, F. Hempel, M. Rüsing, and L. M. Eng, “CARS Domain-Wall Analysis in single-crystalline Lithium Niobate,” presented at the OSA Nonlinear Optics 2021, Washington D.C., USA; Online, 2022, doi: <a href=\"https://doi.org/10.1364/nlo.2021.nth3a.7\">10.1364/nlo.2021.nth3a.7</a>.","chicago":"Reitzig, Sven, Franz Hempel, Michael Rüsing, and Lukas M. Eng. “CARS Domain-Wall Analysis in Single-Crystalline Lithium Niobate.” In <i>OSA Nonlinear Optics 2021</i>. Optica Publishing Group, 2022. <a href=\"https://doi.org/10.1364/nlo.2021.nth3a.7\">https://doi.org/10.1364/nlo.2021.nth3a.7</a>."},"year":"2022","publication_status":"published","quality_controlled":"1","conference":{"start_date":"2021-8-9","name":"OSA Nonlinear Optics 2021","location":"Washington D.C., USA; Online","end_date":"2021-8-13"},"doi":"10.1364/nlo.2021.nth3a.7","title":"CARS Domain-Wall Analysis in single-crystalline Lithium Niobate","date_created":"2023-10-11T08:27:34Z","author":[{"first_name":"Sven","full_name":"Reitzig, Sven","last_name":"Reitzig"},{"full_name":"Hempel, Franz","last_name":"Hempel","first_name":"Franz"},{"first_name":"Michael","full_name":"Rüsing, Michael","id":"22501","orcid":"0000-0003-4682-4577","last_name":"Rüsing"},{"last_name":"Eng","full_name":"Eng, Lukas M.","first_name":"Lukas M."}],"publisher":"Optica Publishing Group","date_updated":"2023-10-13T12:16:05Z","status":"public","abstract":[{"lang":"eng","text":"<jats:p>We apply coherent anti-Stokes Raman scattering (CARS) for high-speed imaging of domain walls in lithium niobate. The domain wall signature provides similar spectral features as in spontaneous Raman spectroscopy, however at drastically increased scan speeds.</jats:p>"}],"type":"conference","publication":"OSA Nonlinear Optics 2021","extern":"1","language":[{"iso":"eng"}],"user_id":"22501","_id":"47971"},{"type":"conference","publication":"OSA Nonlinear Optics 2021","abstract":[{"lang":"eng","text":"<jats:p>The influence of geometrical confinement in back-reflection Second-Harmonic microscopy is experimentally and theoretically investigated in the wedge-shaped model system lithium niobate. The co-propagating signal is found to be the dominating contribution.</jats:p>"}],"status":"public","_id":"47969","user_id":"22501","language":[{"iso":"eng"}],"publication_status":"published","quality_controlled":"1","year":"2022","citation":{"mla":"Amber, Zeeshan H., et al. “Second-Harmonic Microscopy in Optically Confining Nanostructures.” <i>OSA Nonlinear Optics 2021</i>, Optica Publishing Group, 2022, doi:<a href=\"https://doi.org/10.1364/nlo.2021.nf1b.6\">10.1364/nlo.2021.nf1b.6</a>.","short":"Z.H. Amber, B. Kirbus, M. Rüsing, L.M. Eng, in: OSA Nonlinear Optics 2021, Optica Publishing Group, 2022.","bibtex":"@inproceedings{Amber_Kirbus_Rüsing_Eng_2022, title={Second-harmonic microscopy in optically confining nanostructures}, DOI={<a href=\"https://doi.org/10.1364/nlo.2021.nf1b.6\">10.1364/nlo.2021.nf1b.6</a>}, booktitle={OSA Nonlinear Optics 2021}, publisher={Optica Publishing Group}, author={Amber, Zeeshan H. and Kirbus, Benjamin and Rüsing, Michael and Eng, Lukas M.}, year={2022} }","apa":"Amber, Z. H., Kirbus, B., Rüsing, M., &#38; Eng, L. M. (2022). Second-harmonic microscopy in optically confining nanostructures. <i>OSA Nonlinear Optics 2021</i>. OSA Nonlinear Optics 2021, Washington D.C., USA; Online. <a href=\"https://doi.org/10.1364/nlo.2021.nf1b.6\">https://doi.org/10.1364/nlo.2021.nf1b.6</a>","ama":"Amber ZH, Kirbus B, Rüsing M, Eng LM. Second-harmonic microscopy in optically confining nanostructures. In: <i>OSA Nonlinear Optics 2021</i>. Optica Publishing Group; 2022. doi:<a href=\"https://doi.org/10.1364/nlo.2021.nf1b.6\">10.1364/nlo.2021.nf1b.6</a>","chicago":"Amber, Zeeshan H., Benjamin Kirbus, Michael Rüsing, and Lukas M. Eng. “Second-Harmonic Microscopy in Optically Confining Nanostructures.” In <i>OSA Nonlinear Optics 2021</i>. Optica Publishing Group, 2022. <a href=\"https://doi.org/10.1364/nlo.2021.nf1b.6\">https://doi.org/10.1364/nlo.2021.nf1b.6</a>.","ieee":"Z. H. Amber, B. Kirbus, M. Rüsing, and L. M. Eng, “Second-harmonic microscopy in optically confining nanostructures,” presented at the OSA Nonlinear Optics 2021, Washington D.C., USA; Online, 2022, doi: <a href=\"https://doi.org/10.1364/nlo.2021.nf1b.6\">10.1364/nlo.2021.nf1b.6</a>."},"publisher":"Optica Publishing Group","date_updated":"2023-10-13T12:18:48Z","author":[{"first_name":"Zeeshan H.","last_name":"Amber","full_name":"Amber, Zeeshan H."},{"first_name":"Benjamin","full_name":"Kirbus, Benjamin","last_name":"Kirbus"},{"first_name":"Michael","id":"22501","full_name":"Rüsing, Michael","orcid":"0000-0003-4682-4577","last_name":"Rüsing"},{"first_name":"Lukas M.","full_name":"Eng, Lukas M.","last_name":"Eng"}],"date_created":"2023-10-11T08:24:55Z","title":"Second-harmonic microscopy in optically confining nanostructures","doi":"10.1364/nlo.2021.nf1b.6","conference":{"start_date":"2021-8-9","name":"OSA Nonlinear Optics 2021","location":"Washington D.C., USA; Online","end_date":"2021-8-13"}},{"title":"Broadband Coherent Anti-Stokes Raman Scattering on Solid State Systems","doi":"10.1364/nlo.2021.nf2b.6","conference":{"end_date":"2021-8-13","location":"Washington D.C., USA; Online","name":"OSA Nonlinear Optics 2021","start_date":"2021-8-9"},"publisher":"Optica Publishing Group","date_updated":"2023-10-13T12:16:11Z","date_created":"2023-10-11T08:26:05Z","author":[{"full_name":"Hempel, Franz","last_name":"Hempel","first_name":"Franz"},{"full_name":"Reitzig, Sven","last_name":"Reitzig","first_name":"Sven"},{"first_name":"Michael","full_name":"Rüsing, Michael","id":"22501","last_name":"Rüsing","orcid":"0000-0003-4682-4577"},{"full_name":"Eng, Lukas M.","last_name":"Eng","first_name":"Lukas M."}],"year":"2022","citation":{"apa":"Hempel, F., Reitzig, S., Rüsing, M., &#38; Eng, L. M. (2022). Broadband Coherent Anti-Stokes Raman Scattering on Solid State Systems. <i>OSA Nonlinear Optics 2021</i>. OSA Nonlinear Optics 2021, Washington D.C., USA; Online. <a href=\"https://doi.org/10.1364/nlo.2021.nf2b.6\">https://doi.org/10.1364/nlo.2021.nf2b.6</a>","bibtex":"@inproceedings{Hempel_Reitzig_Rüsing_Eng_2022, title={Broadband Coherent Anti-Stokes Raman Scattering on Solid State Systems}, DOI={<a href=\"https://doi.org/10.1364/nlo.2021.nf2b.6\">10.1364/nlo.2021.nf2b.6</a>}, booktitle={OSA Nonlinear Optics 2021}, publisher={Optica Publishing Group}, author={Hempel, Franz and Reitzig, Sven and Rüsing, Michael and Eng, Lukas M.}, year={2022} }","mla":"Hempel, Franz, et al. “Broadband Coherent Anti-Stokes Raman Scattering on Solid State Systems.” <i>OSA Nonlinear Optics 2021</i>, Optica Publishing Group, 2022, doi:<a href=\"https://doi.org/10.1364/nlo.2021.nf2b.6\">10.1364/nlo.2021.nf2b.6</a>.","short":"F. Hempel, S. Reitzig, M. Rüsing, L.M. Eng, in: OSA Nonlinear Optics 2021, Optica Publishing Group, 2022.","ama":"Hempel F, Reitzig S, Rüsing M, Eng LM. Broadband Coherent Anti-Stokes Raman Scattering on Solid State Systems. In: <i>OSA Nonlinear Optics 2021</i>. Optica Publishing Group; 2022. doi:<a href=\"https://doi.org/10.1364/nlo.2021.nf2b.6\">10.1364/nlo.2021.nf2b.6</a>","ieee":"F. Hempel, S. Reitzig, M. Rüsing, and L. M. Eng, “Broadband Coherent Anti-Stokes Raman Scattering on Solid State Systems,” presented at the OSA Nonlinear Optics 2021, Washington D.C., USA; Online, 2022, doi: <a href=\"https://doi.org/10.1364/nlo.2021.nf2b.6\">10.1364/nlo.2021.nf2b.6</a>.","chicago":"Hempel, Franz, Sven Reitzig, Michael Rüsing, and Lukas M. Eng. “Broadband Coherent Anti-Stokes Raman Scattering on Solid State Systems.” In <i>OSA Nonlinear Optics 2021</i>. Optica Publishing Group, 2022. <a href=\"https://doi.org/10.1364/nlo.2021.nf2b.6\">https://doi.org/10.1364/nlo.2021.nf2b.6</a>."},"publication_status":"published","quality_controlled":"1","language":[{"iso":"eng"}],"_id":"47970","user_id":"22501","abstract":[{"text":"We apply broadband coherent anti-Stokes Raman scattering, an imaging tech- nique mostly applied in biology, to the solid state system lithium niobate, where we show an enhanced full spectrum and a working signal transformation.","lang":"eng"}],"status":"public","type":"conference","publication":"OSA Nonlinear Optics 2021"},{"citation":{"apa":"Schneider, L., Schäpermeier, L., Prager, R. P., Bischl, B., Trautmann, H., &#38; Kerschke, P. (2022). HPO x ELA: Investigating Hyperparameter Optimization Landscapes by Means of Exploratory Landscape Analysis. In G. Rudolph, A. V. Kononova, H. Aguirre, P. Kerschke, G. Ochoa, &#38; T. Tušar (Eds.), <i>Parallel Problem Solving from Nature — PPSN XVII</i> (pp. 575–589). Springer International Publishing. <a href=\"https://doi.org/10.1007/978-3-031-14714-2_40\">https://doi.org/10.1007/978-3-031-14714-2_40</a>","bibtex":"@inproceedings{Schneider_Schäpermeier_Prager_Bischl_Trautmann_Kerschke_2022, place={Cham}, title={HPO x ELA: Investigating Hyperparameter Optimization Landscapes by Means of Exploratory Landscape Analysis}, DOI={<a href=\"https://doi.org/10.1007/978-3-031-14714-2_40\">10.1007/978-3-031-14714-2_40</a>}, booktitle={Parallel Problem Solving from Nature — PPSN XVII}, publisher={Springer International Publishing}, author={Schneider, Lennart and Schäpermeier, Lennart and Prager, Raphael Patrick and Bischl, Bernd and Trautmann, Heike and Kerschke, Pascal}, editor={Rudolph, Günter and Kononova, Anna V. and Aguirre, Hernán and Kerschke, Pascal and Ochoa, Gabriela and Tušar, Tea}, year={2022}, pages={575–589} }","mla":"Schneider, Lennart, et al. “HPO x ELA: Investigating Hyperparameter Optimization Landscapes by Means of Exploratory Landscape Analysis.” <i>Parallel Problem Solving from Nature — PPSN XVII</i>, edited by Günter Rudolph et al., Springer International Publishing, 2022, pp. 575–589, doi:<a href=\"https://doi.org/10.1007/978-3-031-14714-2_40\">10.1007/978-3-031-14714-2_40</a>.","short":"L. Schneider, L. Schäpermeier, R.P. Prager, B. Bischl, H. Trautmann, P. Kerschke, in: G. Rudolph, A.V. Kononova, H. Aguirre, P. Kerschke, G. Ochoa, T. Tušar (Eds.), Parallel Problem Solving from Nature — PPSN XVII, Springer International Publishing, Cham, 2022, pp. 575–589.","ama":"Schneider L, Schäpermeier L, Prager RP, Bischl B, Trautmann H, Kerschke P. HPO x ELA: Investigating Hyperparameter Optimization Landscapes by Means of Exploratory Landscape Analysis. In: Rudolph G, Kononova AV, Aguirre H, Kerschke P, Ochoa G, Tušar T, eds. <i>Parallel Problem Solving from Nature — PPSN XVII</i>. Springer International Publishing; 2022:575–589. doi:<a href=\"https://doi.org/10.1007/978-3-031-14714-2_40\">10.1007/978-3-031-14714-2_40</a>","chicago":"Schneider, Lennart, Lennart Schäpermeier, Raphael Patrick Prager, Bernd Bischl, Heike Trautmann, and Pascal Kerschke. “HPO x ELA: Investigating Hyperparameter Optimization Landscapes by Means of Exploratory Landscape Analysis.” In <i>Parallel Problem Solving from Nature — PPSN XVII</i>, edited by Günter Rudolph, Anna V. Kononova, Hernán Aguirre, Pascal Kerschke, Gabriela Ochoa, and Tea Tušar, 575–589. Cham: Springer International Publishing, 2022. <a href=\"https://doi.org/10.1007/978-3-031-14714-2_40\">https://doi.org/10.1007/978-3-031-14714-2_40</a>.","ieee":"L. Schneider, L. Schäpermeier, R. P. Prager, B. Bischl, H. Trautmann, and P. Kerschke, “HPO x ELA: Investigating Hyperparameter Optimization Landscapes by Means of Exploratory Landscape Analysis,” in <i>Parallel Problem Solving from Nature — PPSN XVII</i>, 2022, pp. 575–589, doi: <a href=\"https://doi.org/10.1007/978-3-031-14714-2_40\">10.1007/978-3-031-14714-2_40</a>."},"page":"575–589","year":"2022","place":"Cham","publication_identifier":{"isbn":["978-3-031-14714-2"]},"doi":"10.1007/978-3-031-14714-2_40","title":"HPO x ELA: Investigating Hyperparameter Optimization Landscapes by Means of Exploratory Landscape Analysis","author":[{"first_name":"Lennart","last_name":"Schneider","full_name":"Schneider, Lennart"},{"first_name":"Lennart","full_name":"Schäpermeier, Lennart","last_name":"Schäpermeier"},{"first_name":"Raphael Patrick","last_name":"Prager","full_name":"Prager, Raphael Patrick"},{"first_name":"Bernd","full_name":"Bischl, Bernd","last_name":"Bischl"},{"full_name":"Trautmann, Heike","id":"100740","orcid":"0000-0002-9788-8282","last_name":"Trautmann","first_name":"Heike"},{"full_name":"Kerschke, Pascal","last_name":"Kerschke","first_name":"Pascal"}],"date_created":"2023-08-04T07:15:16Z","date_updated":"2023-10-16T12:51:27Z","publisher":"Springer International Publishing","status":"public","editor":[{"first_name":"Günter","full_name":"Rudolph, Günter","last_name":"Rudolph"},{"first_name":"Anna V.","last_name":"Kononova","full_name":"Kononova, Anna V."},{"first_name":"Hernán","last_name":"Aguirre","full_name":"Aguirre, Hernán"},{"last_name":"Kerschke","full_name":"Kerschke, Pascal","first_name":"Pascal"},{"first_name":"Gabriela","full_name":"Ochoa, Gabriela","last_name":"Ochoa"},{"full_name":"Tušar, Tea","last_name":"Tušar","first_name":"Tea"}],"abstract":[{"text":"Hyperparameter optimization (HPO) is a key component of machine learning models for achieving peak predictive performance. While numerous methods and algorithms for HPO have been proposed over the last years, little progress has been made in illuminating and examining the actual structure of these black-box optimization problems. Exploratory landscape analysis (ELA) subsumes a set of techniques that can be used to gain knowledge about properties of unknown optimization problems. In this paper, we evaluate the performance of five different black-box optimizers on 30 HPO problems, which consist of two-, three- and five-dimensional continuous search spaces of the XGBoost learner trained on 10 different data sets. This is contrasted with the performance of the same optimizers evaluated on 360 problem instances from the black-box optimization benchmark (BBOB). We then compute ELA features on the HPO and BBOB problems and examine similarities and differences. A cluster analysis of the HPO and BBOB problems in ELA feature space allows us to identify how the HPO problems compare to the BBOB problems on a structural meta-level. We identify a subset of BBOB problems that are close to the HPO problems in ELA feature space and show that optimizer performance is comparably similar on these two sets of benchmark problems. We highlight open challenges of ELA for HPO and discuss potential directions of future research and applications.","lang":"eng"}],"type":"conference","publication":"Parallel Problem Solving from Nature — PPSN XVII","language":[{"iso":"eng"}],"user_id":"15504","department":[{"_id":"34"},{"_id":"819"}],"_id":"46306"},{"type":"journal_article","publication":"Natural Computing","status":"public","abstract":[{"text":"Single-objective continuous optimization can be challenging, especially when dealing with multimodal problems. This work sheds light on the effects that multi-objective optimization may have in the single-objective space. For this purpose, we examine the inner mechanisms of the recently developed sophisticated local search procedure SOMOGSA. This method solves multimodal single-objective continuous optimization problems based on first expanding the problem with an additional objective (e.g., a sphere function) to the bi-objective domain and subsequently exploiting local structures of the resulting landscapes. Our study particularly focuses on the sensitivity of this multiobjectivization approach w.r.t. (1) the parametrization of the artificial second objective, as well as (2) the position of the initial starting points in the search space. As SOMOGSA is a modular framework for encapsulating local search, we integrate Nelder–Mead local search as optimizer in the respective module and compare the performance of the resulting hybrid local search to its original single-objective counterpart. We show that the SOMOGSA framework can significantly boost local search by multiobjectivization. Hence, combined with more sophisticated local search and metaheuristics, this may help solve highly multimodal optimization problems in the future.","lang":"eng"}],"user_id":"15504","department":[{"_id":"34"},{"_id":"819"}],"_id":"46308","language":[{"iso":"eng"}],"citation":{"short":"P. Aspar, V. Steinhoff, L. Schäpermeier, P. Kerschke, H. Trautmann, C. Grimme, Natural Computing 1 (2022) 1–15.","mla":"Aspar, Pelin, et al. “The Objective That Freed Me: A Multi-Objective Local Search Approach for Continuous Single-Objective Optimization.” <i>Natural Computing</i>, vol. 1, 2022, pp. 1–15, doi:<a href=\"https://doi.org/10.1007/s11047-022-09919-w\">10.1007/s11047-022-09919-w</a>.","bibtex":"@article{Aspar_Steinhoff_Schäpermeier_Kerschke_Trautmann_Grimme_2022, title={The objective that freed me: a multi-objective local search approach for continuous single-objective optimization}, volume={1}, DOI={<a href=\"https://doi.org/10.1007/s11047-022-09919-w\">10.1007/s11047-022-09919-w</a>}, journal={Natural Computing}, author={Aspar, Pelin and Steinhoff, Vera and Schäpermeier, Lennart and Kerschke, Pascal and Trautmann, Heike and Grimme, Christian}, year={2022}, pages={1–15} }","apa":"Aspar, P., Steinhoff, V., Schäpermeier, L., Kerschke, P., Trautmann, H., &#38; Grimme, C. (2022). The objective that freed me: a multi-objective local search approach for continuous single-objective optimization. <i>Natural Computing</i>, <i>1</i>, 1–15. <a href=\"https://doi.org/10.1007/s11047-022-09919-w\">https://doi.org/10.1007/s11047-022-09919-w</a>","ieee":"P. Aspar, V. Steinhoff, L. Schäpermeier, P. Kerschke, H. Trautmann, and C. 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