[{"date_created":"2022-03-15T19:13:50Z","place":"Nuremberg, Germany","type":"conference","department":[{"_id":"52"}],"publication":"Proc. IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management (PCIM)","citation":{"mla":"Keuck, Lukas, et al. “Computer-Aided Design and Optimization of an Integrated Transformer with Distributed Air Gap and Leakage Path for LLC Resonant Converter.” <i>Proc. IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management (PCIM)</i>, IEEE, 2019.","ama":"Keuck L, Schafmeister F, Böcker J, Jungwirth H, Schmidhuber M. Computer-Aided Design and Optimization of an Integrated Transformer with Distributed Air Gap and Leakage Path for LLC Resonant Converter. In: <i>Proc. IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management (PCIM)</i>. IEEE; 2019.","bibtex":"@inproceedings{Keuck_Schafmeister_Böcker_Jungwirth_Schmidhuber_2019, place={Nuremberg, Germany}, title={Computer-Aided Design and Optimization of an Integrated Transformer with Distributed Air Gap and Leakage Path for LLC Resonant Converter}, booktitle={Proc. IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management (PCIM)}, publisher={IEEE}, author={Keuck, Lukas and Schafmeister, Frank and Böcker, Joachim and Jungwirth, Herbert and Schmidhuber, Michael}, year={2019} }","apa":"Keuck, L., Schafmeister, F., Böcker, J., Jungwirth, H., &#38; Schmidhuber, M. (2019). Computer-Aided Design and Optimization of an Integrated Transformer with Distributed Air Gap and Leakage Path for LLC Resonant Converter. <i>Proc. IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management (PCIM)</i>. IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management (PCIM 19), Nuremberg, Germany.","ieee":"L. Keuck, F. Schafmeister, J. Böcker, H. Jungwirth, and M. Schmidhuber, “Computer-Aided Design and Optimization of an Integrated Transformer with Distributed Air Gap and Leakage Path for LLC Resonant Converter,” presented at the IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management (PCIM 19), Nuremberg, Germany, 2019.","chicago":"Keuck, Lukas, Frank Schafmeister, Joachim Böcker, Herbert Jungwirth, and Michael Schmidhuber. “Computer-Aided Design and Optimization of an Integrated Transformer with Distributed Air Gap and Leakage Path for LLC Resonant Converter.” In <i>Proc. IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management (PCIM)</i>. Nuremberg, Germany: IEEE, 2019.","short":"L. Keuck, F. Schafmeister, J. Böcker, H. Jungwirth, M. Schmidhuber, in: Proc. IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management (PCIM), IEEE, Nuremberg, Germany, 2019."},"_id":"30335","publisher":"IEEE","language":[{"iso":"eng"}],"user_id":"71291","year":"2019","status":"public","title":"Computer-Aided Design and Optimization of an Integrated Transformer with Distributed Air Gap and Leakage Path for LLC Resonant Converter","author":[{"id":"42519","first_name":"Lukas","last_name":"Keuck","full_name":"Keuck, Lukas"},{"first_name":"Frank","last_name":"Schafmeister","full_name":"Schafmeister, Frank","id":"71291"},{"id":"66","full_name":"Böcker, Joachim","orcid":"0000-0002-8480-7295","first_name":"Joachim","last_name":"Böcker"},{"last_name":"Jungwirth","first_name":"Herbert","full_name":"Jungwirth, Herbert"},{"full_name":"Schmidhuber, Michael","first_name":"Michael","last_name":"Schmidhuber"}],"conference":{"name":"IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management (PCIM 19)","location":"Nuremberg, Germany"},"publication_status":"published","date_updated":"2022-03-15T19:14:06Z"},{"has_accepted_license":"1","date_updated":"2022-04-21T18:14:05Z","conference":{"name":"36th Danubia-Adria Symposium on Advances in Experimental Mechanics","start_date":"2019-09-24","location":"Plzeň, Czech Republic","end_date":"2019-09-27"},"author":[{"full_name":" Terhechte, Johannes ","first_name":"Johannes ","last_name":" Terhechte"},{"full_name":" Berscheid, Anna  Lena","last_name":" Berscheid","first_name":"Anna  Lena"},{"last_name":"Horwath","first_name":"Ilona","full_name":"Horwath, Ilona"}],"title":"DEVELOPMENT OF A CYBER-PHYSICAL SIMULATION ASSISTANCE SYSTEM FOR PARTIALLY AUTOMATED OPTIMIZATION OF THE EXTRUSION PROCESS","status":"public","year":"2019","ddc":["620"],"user_id":"83744","language":[{"iso":"eng"}],"_id":"24464","quality_controlled":"1","citation":{"ama":"Terhechte J,  Berscheid AL, Horwath I. DEVELOPMENT OF A CYBER-PHYSICAL SIMULATION ASSISTANCE SYSTEM FOR PARTIALLY AUTOMATED OPTIMIZATION OF THE EXTRUSION PROCESS. In: ; 2019.","bibtex":"@inproceedings{ Terhechte_ Berscheid_Horwath_2019, title={DEVELOPMENT OF A CYBER-PHYSICAL SIMULATION ASSISTANCE SYSTEM FOR PARTIALLY AUTOMATED OPTIMIZATION OF THE EXTRUSION PROCESS}, author={ Terhechte, Johannes  and  Berscheid, Anna  Lena and Horwath, Ilona}, year={2019} }","mla":"Terhechte, Johannes, et al. <i>DEVELOPMENT OF A CYBER-PHYSICAL SIMULATION ASSISTANCE SYSTEM FOR PARTIALLY AUTOMATED OPTIMIZATION OF THE EXTRUSION PROCESS</i>. 2019.","short":"J.  Terhechte, A.L.  Berscheid, I. Horwath, in: 2019.","chicago":"Terhechte, Johannes , Anna  Lena  Berscheid, and Ilona Horwath. “DEVELOPMENT OF A CYBER-PHYSICAL SIMULATION ASSISTANCE SYSTEM FOR PARTIALLY AUTOMATED OPTIMIZATION OF THE EXTRUSION PROCESS,” 2019.","apa":"Terhechte, J.,  Berscheid, A. L., &#38; Horwath, I. (2019). <i>DEVELOPMENT OF A CYBER-PHYSICAL SIMULATION ASSISTANCE SYSTEM FOR PARTIALLY AUTOMATED OPTIMIZATION OF THE EXTRUSION PROCESS</i>. 36th Danubia-Adria Symposium on Advances in Experimental Mechanics, Plzeň, Czech Republic.","ieee":"J.  Terhechte, A. L.  Berscheid, and I. Horwath, “DEVELOPMENT OF A CYBER-PHYSICAL SIMULATION ASSISTANCE SYSTEM FOR PARTIALLY AUTOMATED OPTIMIZATION OF THE EXTRUSION PROCESS,” presented at the 36th Danubia-Adria Symposium on Advances in Experimental Mechanics, Plzeň, Czech Republic, 2019."},"file_date_updated":"2021-09-14T21:16:39Z","department":[{"_id":"603"}],"type":"conference","date_created":"2021-09-14T21:18:02Z","file":[{"date_created":"2021-09-14T21:16:39Z","creator":"innem","success":1,"content_type":"application/pdf","file_id":"24465","file_size":571978,"access_level":"closed","file_name":"Terhechte_Berscheid_Horwath_2019.pdf","date_updated":"2021-09-14T21:16:39Z","relation":"main_file"}]},{"user_id":"70729","doi":"10.1007/s40194-019-00714-3","volume":63,"page":"867-873","publisher":"Springer","_id":"22047","language":[{"iso":"eng"}],"date_updated":"2022-04-25T08:01:09Z","intvolume":"        63","status":"public","title":"Plastic droplet welding: bond strength between plastic freeforming structures and continuous fiber-reinforced thermoplastic composites","year":"2019","author":[{"full_name":"Moritzer, Elmar","first_name":"Elmar","last_name":"Moritzer","id":"20531"},{"last_name":"Hirsch","first_name":"André","full_name":"Hirsch, André","id":"27599"},{"first_name":"H.P.","last_name":"Heim","full_name":"Heim, H.P."},{"full_name":"Cherif, C.","last_name":"Cherif","first_name":"C."},{"first_name":"W.","last_name":"Truemper","full_name":"Truemper, W."}],"type":"journal_article","department":[{"_id":"219"},{"_id":"624"},{"_id":"367"},{"_id":"321"},{"_id":"9"}],"date_created":"2021-05-07T13:23:30Z","quality_controlled":"1","abstract":[{"lang":"eng","text":"Plastic freeforming (PF) is an additive-manufacturing process for producing three-dimensional plastic parts based on 3D CAD data by applying plastic droplets in layers. This process is used to produce customer-specific and complex geometries (prototypes and small series) on organic sheets. A comparable serial process is the injection of a second component onto organic sheets by injection molding. A sufficient bond between the PF structure and the organic sheets is of particular importance for each application. If this is not guaranteed, the composite system cannot withstand the mechanical load and fails. The force exerted on the system can no longer be transmitted between the PF structure and the organic sheet. The organic sheet is made of glass fiber-reinforced polypropylene (PP). The connection between the organic sheet and the PF structure is achieved by welding the molten polymer droplets and the surface of the organic sheet. The PF structures are made of PP to ensure sufficient compatibility with regard to the weldability of the components. The processing of PP in the PF process is a challenge because PP is a semicrystalline material. The shrinkage of semi-crystalline materials is significantly higher compared to amorphous materials. Due to the layered structure of the components, the shrinkage of the individual layers results in undesired warpage. The adhesive strength between the organic sheet and the PF structure is investigated by determining the bending strength in the 3-point bending test. The investigations include an optimization of the process parameters to maximize the adhesive strength. The experimental investigations show that an increase of the nozzle and build chamber temperature leads to a higher adhesive strength. In further investigations, the temperature of the nozzle shows no significant influence on the surface temperature despite the expected heat radiation. The surface temperature is almost only dependent on the temperature of the build chamber."}],"publication":"Welding in the World","citation":{"short":"E. Moritzer, A. Hirsch, H.P. Heim, C. Cherif, W. Truemper, Welding in the World 63 (2019) 867–873.","chicago":"Moritzer, Elmar, André Hirsch, H.P. Heim, C. Cherif, and W. Truemper. “Plastic Droplet Welding: Bond Strength between Plastic Freeforming Structures and Continuous Fiber-Reinforced Thermoplastic Composites.” <i>Welding in the World</i> 63 (2019): 867–73. <a href=\"https://doi.org/10.1007/s40194-019-00714-3\">https://doi.org/10.1007/s40194-019-00714-3</a>.","ieee":"E. Moritzer, A. Hirsch, H. P. Heim, C. Cherif, and W. Truemper, “Plastic droplet welding: bond strength between plastic freeforming structures and continuous fiber-reinforced thermoplastic composites,” <i>Welding in the World</i>, vol. 63, pp. 867–873, 2019, doi: <a href=\"https://doi.org/10.1007/s40194-019-00714-3\">10.1007/s40194-019-00714-3</a>.","apa":"Moritzer, E., Hirsch, A., Heim, H. P., Cherif, C., &#38; Truemper, W. (2019). Plastic droplet welding: bond strength between plastic freeforming structures and continuous fiber-reinforced thermoplastic composites. <i>Welding in the World</i>, <i>63</i>, 867–873. <a href=\"https://doi.org/10.1007/s40194-019-00714-3\">https://doi.org/10.1007/s40194-019-00714-3</a>","bibtex":"@article{Moritzer_Hirsch_Heim_Cherif_Truemper_2019, title={Plastic droplet welding: bond strength between plastic freeforming structures and continuous fiber-reinforced thermoplastic composites}, volume={63}, DOI={<a href=\"https://doi.org/10.1007/s40194-019-00714-3\">10.1007/s40194-019-00714-3</a>}, journal={Welding in the World}, publisher={Springer}, author={Moritzer, Elmar and Hirsch, André and Heim, H.P. and Cherif, C. and Truemper, W.}, year={2019}, pages={867–873} }","ama":"Moritzer E, Hirsch A, Heim HP, Cherif C, Truemper W. Plastic droplet welding: bond strength between plastic freeforming structures and continuous fiber-reinforced thermoplastic composites. <i>Welding in the World</i>. 2019;63:867-873. doi:<a href=\"https://doi.org/10.1007/s40194-019-00714-3\">10.1007/s40194-019-00714-3</a>","mla":"Moritzer, Elmar, et al. “Plastic Droplet Welding: Bond Strength between Plastic Freeforming Structures and Continuous Fiber-Reinforced Thermoplastic Composites.” <i>Welding in the World</i>, vol. 63, Springer, 2019, pp. 867–73, doi:<a href=\"https://doi.org/10.1007/s40194-019-00714-3\">10.1007/s40194-019-00714-3</a>."}},{"type":"conference","department":[{"_id":"219"},{"_id":"624"},{"_id":"367"},{"_id":"321"},{"_id":"9"}],"date_created":"2021-05-07T13:23:08Z","quality_controlled":"1","abstract":[{"lang":"eng","text":"The mechanical properties of thin-walled plastic components are limited. One approach to improve the strength or stiffness of these components is to reinforce the thin-walled areas with an individually adapted Fused Deposition Modeling structure. Fused Deposition Modeling (FDM) is one of the most commonly used additive manufacturing processes. This process is characterized by the deposition of a fused, thermoplastic filament. Depending on the form of the reinforcement structure, the resulting hybrid structure should show higher strength or stiffness. The objective of the project is to determine constructive design and process guidelines for FDM structures. The FDM structure is to be used as a partial reinforcement for lightweight components and be adapted to the respective load conditions. Because of the lightweight application, the FDM structure should also have the lowest possible weight. The optimization of the FDM parts for different load cases is realized by adapting the design parameters. These parameters influence the layer generation and therefore also the inner structure of the FDM parts. In preliminary studies, the manufacturing restrictions of the FDM process are defined. The specimens are manufactured based on the Design of Experiments. To determine the static strength properties, different tests (tensile, compression, flexural, torsion and impact) are carried out. The investigations show that the filling strategy affects the mechanical properties. As a result of the investigations, design and process guidelines for the FDM structures are established according to the load conditions."}],"publication":"AIP Conference Proceedings","issue":"1","citation":{"mla":"Moritzer, Elmar, et al. “Development and Modeling of Design and Process Guidelines for FDM Structures for the Partial Reinforcement of Hybrid Structures.” <i>AIP Conference Proceedings</i>, vol. 2065, no. 1, AIP Publishing, 2019, doi:<a href=\"https://doi.org/10.1063/1.5088314\">10.1063/1.5088314</a>.","bibtex":"@inproceedings{Moritzer_Hirsch_Bürenhaus_2019, title={Development and Modeling of Design and Process Guidelines for FDM Structures for the Partial Reinforcement of Hybrid Structures}, volume={2065}, DOI={<a href=\"https://doi.org/10.1063/1.5088314\">10.1063/1.5088314</a>}, number={1}, booktitle={AIP Conference Proceedings}, publisher={AIP Publishing}, author={Moritzer, Elmar and Hirsch, André and Bürenhaus, Franziska Isabelle}, year={2019} }","ama":"Moritzer E, Hirsch A, Bürenhaus FI. Development and Modeling of Design and Process Guidelines for FDM Structures for the Partial Reinforcement of Hybrid Structures. In: <i>AIP Conference Proceedings</i>. Vol 2065. AIP Publishing; 2019. doi:<a href=\"https://doi.org/10.1063/1.5088314\">10.1063/1.5088314</a>","ieee":"E. Moritzer, A. Hirsch, and F. I. Bürenhaus, “Development and Modeling of Design and Process Guidelines for FDM Structures for the Partial Reinforcement of Hybrid Structures,” in <i>AIP Conference Proceedings</i>, 2019, vol. 2065, no. 1, doi: <a href=\"https://doi.org/10.1063/1.5088314\">10.1063/1.5088314</a>.","apa":"Moritzer, E., Hirsch, A., &#38; Bürenhaus, F. I. (2019). Development and Modeling of Design and Process Guidelines for FDM Structures for the Partial Reinforcement of Hybrid Structures. <i>AIP Conference Proceedings</i>, <i>2065</i>(1). <a href=\"https://doi.org/10.1063/1.5088314\">https://doi.org/10.1063/1.5088314</a>","short":"E. Moritzer, A. Hirsch, F.I. Bürenhaus, in: AIP Conference Proceedings, AIP Publishing, 2019.","chicago":"Moritzer, Elmar, André Hirsch, and Franziska Isabelle Bürenhaus. “Development and Modeling of Design and Process Guidelines for FDM Structures for the Partial Reinforcement of Hybrid Structures.” In <i>AIP Conference Proceedings</i>, Vol. 2065. AIP Publishing, 2019. <a href=\"https://doi.org/10.1063/1.5088314\">https://doi.org/10.1063/1.5088314</a>."},"user_id":"70729","doi":"10.1063/1.5088314","volume":2065,"_id":"22028","publisher":"AIP Publishing","language":[{"iso":"eng"}],"date_updated":"2022-04-25T08:00:20Z","intvolume":"      2065","status":"public","year":"2019","title":"Development and Modeling of Design and Process Guidelines for FDM Structures for the Partial Reinforcement of Hybrid Structures","author":[{"id":"20531","first_name":"Elmar","last_name":"Moritzer","full_name":"Moritzer, Elmar"},{"full_name":"Hirsch, André","first_name":"André","last_name":"Hirsch","id":"27599"},{"first_name":"Franziska Isabelle","last_name":"Bürenhaus","full_name":"Bürenhaus, Franziska Isabelle","id":"41055"}]},{"date_updated":"2022-05-04T06:15:02Z","publication_status":"published","intvolume":"        22","article_type":"original","title":"Portfolio Benefits of Adding Corporate Credit Default Swap Indices: Evidence from North America and Europe","year":"2019","author":[{"id":"48476","full_name":"Hippert, Benjamin","first_name":"Benjamin","last_name":"Hippert"},{"full_name":"Uhde, André","orcid":"https://orcid.org/0000-0002-8058-8857","last_name":"Uhde","first_name":"André","id":"36049"},{"id":"48837","orcid":"0000-0002-7820-3903","first_name":"Sascha Tobias","last_name":"Wengerek","full_name":"Wengerek, Sascha Tobias"}],"doi":"https://doi.org/10.1007/s11147-018-9148-8","language":[{"iso":"eng"}],"abstract":[{"lang":"eng","text":"Employing main and sector-specific investment-grade CDS indices from the North American and European CDS market and performing mean-variance out-of-sample analyses for conservative and aggressive investors over the period from 2006 to 2014, this paper analyzes portfolio benefits of adding corporate CDS indices to a traditional financial portfolio consisting of stock and sovereign bond indices. As a baseline result, we initially find an increase in portfolio (downside) risk-diversification when adding CDS indices, which is observed irrespective of both CDS markets, investor-types and different sub-periods, including the global financial crisis and European sovereign debt crisis. In addition, the analysis reveals higher portfolio excess returns and performance in CDS index portfolios, however, these effects clearly differ between markets, investor-types and sub-periods. Overall, portfolio benefits of adding CDS indices mainly result from the fact that institutional investors replace sovereign bond indices rather than stock indices by CDS indices due to better risk-return characteristics. Our baseline findings remain robust under a variety of robustness checks. Results from sensitivity analyses provide further important implications for institutional investors with a strategic focus on a long-term conservative portfolio management."}],"issue":"2","publication":"Review of Derivatives Research ","type":"journal_article","keyword":["Corporate credit default swap indices","Mean-variance asset allocation","Out-of-sample portfolio optimization","Portfolio risk-diversification","Portfolio performance evaluation"],"department":[{"_id":"188"},{"_id":"186"}],"date_created":"2018-10-01T12:17:35Z","status":"public","jel":["C61","G01","G11","G15","G23"],"user_id":"36049","volume":22,"page":"203-259","_id":"4562","citation":{"mla":"Hippert, Benjamin, et al. “Portfolio Benefits of Adding Corporate Credit Default Swap Indices: Evidence from North America and Europe.” <i>Review of Derivatives Research </i>, vol. 22, no. 2, 2019, pp. 203–59, doi:<a href=\"https://doi.org/10.1007/s11147-018-9148-8\">https://doi.org/10.1007/s11147-018-9148-8</a>.","ama":"Hippert B, Uhde A, Wengerek ST. Portfolio Benefits of Adding Corporate Credit Default Swap Indices: Evidence from North America and Europe. <i>Review of Derivatives Research </i>. 2019;22(2):203-259. doi:<a href=\"https://doi.org/10.1007/s11147-018-9148-8\">https://doi.org/10.1007/s11147-018-9148-8</a>","bibtex":"@article{Hippert_Uhde_Wengerek_2019, title={Portfolio Benefits of Adding Corporate Credit Default Swap Indices: Evidence from North America and Europe}, volume={22}, DOI={<a href=\"https://doi.org/10.1007/s11147-018-9148-8\">https://doi.org/10.1007/s11147-018-9148-8</a>}, number={2}, journal={Review of Derivatives Research }, author={Hippert, Benjamin and Uhde, André and Wengerek, Sascha Tobias}, year={2019}, pages={203–259} }","apa":"Hippert, B., Uhde, A., &#38; Wengerek, S. T. (2019). Portfolio Benefits of Adding Corporate Credit Default Swap Indices: Evidence from North America and Europe. <i>Review of Derivatives Research </i>, <i>22</i>(2), 203–259. <a href=\"https://doi.org/10.1007/s11147-018-9148-8\">https://doi.org/10.1007/s11147-018-9148-8</a>","ieee":"B. Hippert, A. Uhde, and S. T. Wengerek, “Portfolio Benefits of Adding Corporate Credit Default Swap Indices: Evidence from North America and Europe,” <i>Review of Derivatives Research </i>, vol. 22, no. 2, pp. 203–259, 2019, doi: <a href=\"https://doi.org/10.1007/s11147-018-9148-8\">https://doi.org/10.1007/s11147-018-9148-8</a>.","short":"B. Hippert, A. Uhde, S.T. Wengerek, Review of Derivatives Research  22 (2019) 203–259.","chicago":"Hippert, Benjamin, André Uhde, and Sascha Tobias Wengerek. “Portfolio Benefits of Adding Corporate Credit Default Swap Indices: Evidence from North America and Europe.” <i>Review of Derivatives Research </i> 22, no. 2 (2019): 203–59. <a href=\"https://doi.org/10.1007/s11147-018-9148-8\">https://doi.org/10.1007/s11147-018-9148-8</a>."}},{"type":"journal_article","date_created":"2020-09-11T09:48:23Z","publication":"GAMM-Mitteilungen","citation":{"ama":"Mäck M, Caylak I, Edler P, et al. Optimization with constraints considering polymorphic uncertainties. <i>GAMM-Mitteilungen</i>. Published online 2019. doi:<a href=\"https://doi.org/10.1002/gamm.201900005\">10.1002/gamm.201900005</a>","bibtex":"@article{Mäck_Caylak_Edler_Freitag_Hanss_Mahnken_Meschke_Penner_2019, title={Optimization with constraints considering polymorphic uncertainties}, DOI={<a href=\"https://doi.org/10.1002/gamm.201900005\">10.1002/gamm.201900005</a>}, number={e201900005}, journal={GAMM-Mitteilungen}, author={Mäck, Markus and Caylak, Ismail and Edler, Philipp and Freitag, Steffen and Hanss, Michael and Mahnken, Rolf and Meschke, Günther and Penner, Eduard}, year={2019} }","mla":"Mäck, Markus, et al. “Optimization with Constraints Considering Polymorphic Uncertainties.” <i>GAMM-Mitteilungen</i>, e201900005, 2019, doi:<a href=\"https://doi.org/10.1002/gamm.201900005\">10.1002/gamm.201900005</a>.","short":"M. Mäck, I. Caylak, P. Edler, S. Freitag, M. Hanss, R. Mahnken, G. Meschke, E. Penner, GAMM-Mitteilungen (2019).","chicago":"Mäck, Markus, Ismail Caylak, Philipp Edler, Steffen Freitag, Michael Hanss, Rolf Mahnken, Günther Meschke, and Eduard Penner. “Optimization with Constraints Considering Polymorphic Uncertainties.” <i>GAMM-Mitteilungen</i>, 2019. <a href=\"https://doi.org/10.1002/gamm.201900005\">https://doi.org/10.1002/gamm.201900005</a>.","apa":"Mäck, M., Caylak, I., Edler, P., Freitag, S., Hanss, M., Mahnken, R., Meschke, G., &#38; Penner, E. (2019). Optimization with constraints considering polymorphic uncertainties. <i>GAMM-Mitteilungen</i>, Article e201900005. <a href=\"https://doi.org/10.1002/gamm.201900005\">https://doi.org/10.1002/gamm.201900005</a>","ieee":"M. Mäck <i>et al.</i>, “Optimization with constraints considering polymorphic uncertainties,” <i>GAMM-Mitteilungen</i>, Art. no. e201900005, 2019, doi: <a href=\"https://doi.org/10.1002/gamm.201900005\">10.1002/gamm.201900005</a>."},"doi":"10.1002/gamm.201900005","user_id":"27973","article_number":"e201900005","language":[{"iso":"eng"}],"_id":"19300","date_updated":"2022-07-27T07:04:05Z","publication_status":"published","title":"Optimization with constraints considering polymorphic uncertainties","year":"2019","status":"public","publication_identifier":{"issn":["0936-7195"]},"author":[{"full_name":"Mäck, Markus","last_name":"Mäck","first_name":"Markus"},{"id":"75","full_name":"Caylak, Ismail","first_name":"Ismail","last_name":"Caylak"},{"first_name":"Philipp","last_name":"Edler","full_name":"Edler, Philipp"},{"first_name":"Steffen","last_name":"Freitag","full_name":"Freitag, Steffen"},{"full_name":"Hanss, Michael","first_name":"Michael","last_name":"Hanss"},{"full_name":"Mahnken, Rolf","last_name":"Mahnken","first_name":"Rolf"},{"full_name":"Meschke, Günther","last_name":"Meschke","first_name":"Günther"},{"id":"27973","last_name":"Penner","first_name":"Eduard","full_name":"Penner, Eduard"}]},{"date_updated":"2022-09-15T09:50:10Z","publication_status":"published","year":"2019","status":"public","title":"Vitamin D and the Risk of Depression: A Causal Relationship? Findings from a Mendelian Randomization Study","author":[{"first_name":"Lars","last_name":"Libuda","orcid":"0000-0003-1603-3133","full_name":"Libuda, Lars","id":"88682"},{"last_name":"Laabs","first_name":"Björn-Hergen","full_name":"Laabs, Björn-Hergen"},{"full_name":"Ludwig, Christine","first_name":"Christine","last_name":"Ludwig"},{"id":"89838","last_name":"Bühlmeier","first_name":"Judith","full_name":"Bühlmeier, Judith"},{"first_name":"Jochen","last_name":"Antel","full_name":"Antel, Jochen"},{"first_name":"Anke","last_name":"Hinney","full_name":"Hinney, Anke"},{"last_name":"Naaresh","first_name":"Roaa","full_name":"Naaresh, Roaa"},{"first_name":"Manuel","last_name":"Föcker","full_name":"Föcker, Manuel"},{"last_name":"Hebebrand","first_name":"Johannes","full_name":"Hebebrand, Johannes"},{"first_name":"Inke R.","last_name":"König","full_name":"König, Inke R."},{"full_name":"Peters, Triinu","last_name":"Peters","first_name":"Triinu"}],"publication_identifier":{"issn":["2072-6643"]},"doi":"10.3390/nu11051085","user_id":"89838","article_number":"1085","language":[{"iso":"eng"}],"_id":"27026","abstract":[{"lang":"eng","text":"<jats:p>While observational studies show an association between 25(OH)vitamin D concentrations and depressive symptoms, intervention studies, which examine the preventive effects of vitamin D supplementation on the development of depression, are lacking. To estimate the role of lowered 25(OH)vitamin D concentrations in the etiology of depressive disorders, we conducted a two-sample Mendelian randomization (MR) study on depression, i.e., “depressive symptoms” (DS, n = 161,460) and “broad depression” (BD, n = 113,769 cases and 208,811 controls). Six single nucleotide polymorphisms (SNPs), which were genome-wide significantly associated with 25(OH)vitamin D concentrations in 79,366 subjects from the SUNLIGHT genome-wide association study (GWAS), were used as an instrumental variable. None of the six SNPs was associated with DS or BD (all p &gt; 0.05). MR analysis revealed no causal effects of 25(OH)vitamin D concentration, either on DS (inverse variance weighted (IVW); b = 0.025, SE = 0.038, p = 0.52) or on BD (IVW; b = 0.020, SE = 0.012, p = 0.10). Sensitivity analyses confirmed that 25(OH)vitamin D concentrations were not significantly associated with DS or BD. The findings from this MR study indicate no causal relationship between vitamin D concentrations and depressive symptoms, or broad depression. Conflicting findings from observational studies might have resulted from residual confounding or reverse causation.</jats:p>"}],"extern":"1","publication":"Nutrients","citation":{"short":"L. Libuda, B.-H. Laabs, C. Ludwig, J. Bühlmeier, J. Antel, A. Hinney, R. Naaresh, M. Föcker, J. Hebebrand, I.R. König, T. Peters, Nutrients (2019).","chicago":"Libuda, Lars, Björn-Hergen Laabs, Christine Ludwig, Judith Bühlmeier, Jochen Antel, Anke Hinney, Roaa Naaresh, et al. “Vitamin D and the Risk of Depression: A Causal Relationship? Findings from a Mendelian Randomization Study.” <i>Nutrients</i>, 2019. <a href=\"https://doi.org/10.3390/nu11051085\">https://doi.org/10.3390/nu11051085</a>.","ieee":"L. Libuda <i>et al.</i>, “Vitamin D and the Risk of Depression: A Causal Relationship? Findings from a Mendelian Randomization Study,” <i>Nutrients</i>, Art. no. 1085, 2019, doi: <a href=\"https://doi.org/10.3390/nu11051085\">10.3390/nu11051085</a>.","apa":"Libuda, L., Laabs, B.-H., Ludwig, C., Bühlmeier, J., Antel, J., Hinney, A., Naaresh, R., Föcker, M., Hebebrand, J., König, I. R., &#38; Peters, T. (2019). Vitamin D and the Risk of Depression: A Causal Relationship? Findings from a Mendelian Randomization Study. <i>Nutrients</i>, Article 1085. <a href=\"https://doi.org/10.3390/nu11051085\">https://doi.org/10.3390/nu11051085</a>","bibtex":"@article{Libuda_Laabs_Ludwig_Bühlmeier_Antel_Hinney_Naaresh_Föcker_Hebebrand_König_et al._2019, title={Vitamin D and the Risk of Depression: A Causal Relationship? Findings from a Mendelian Randomization Study}, DOI={<a href=\"https://doi.org/10.3390/nu11051085\">10.3390/nu11051085</a>}, number={1085}, journal={Nutrients}, author={Libuda, Lars and Laabs, Björn-Hergen and Ludwig, Christine and Bühlmeier, Judith and Antel, Jochen and Hinney, Anke and Naaresh, Roaa and Föcker, Manuel and Hebebrand, Johannes and König, Inke R. and et al.}, year={2019} }","ama":"Libuda L, Laabs B-H, Ludwig C, et al. Vitamin D and the Risk of Depression: A Causal Relationship? Findings from a Mendelian Randomization Study. <i>Nutrients</i>. Published online 2019. doi:<a href=\"https://doi.org/10.3390/nu11051085\">10.3390/nu11051085</a>","mla":"Libuda, Lars, et al. “Vitamin D and the Risk of Depression: A Causal Relationship? Findings from a Mendelian Randomization Study.” <i>Nutrients</i>, 1085, 2019, doi:<a href=\"https://doi.org/10.3390/nu11051085\">10.3390/nu11051085</a>."},"type":"journal_article","department":[{"_id":"35"},{"_id":"22"},{"_id":"395"}],"date_created":"2021-11-01T19:27:13Z"},{"type":"journal_article","department":[{"_id":"35"},{"_id":"22"},{"_id":"395"}],"date_created":"2021-11-01T19:22:52Z","extern":"1","publication":"Eating and Weight Disorders - Studies on Anorexia, Bulimia and Obesity","citation":{"bibtex":"@article{Knoll-Pientka_Bühlmeier_Peters_Albrecht_Adams_Wustrau_Teufel_Hebebrand_Föcker_Libuda_2019, title={Risk factors for a low weight gain in the early stage of adolescent anorexia nervosa inpatient treatment: findings from a pilot study}, DOI={<a href=\"https://doi.org/10.1007/s40519-019-00705-9\">10.1007/s40519-019-00705-9</a>}, journal={Eating and Weight Disorders - Studies on Anorexia, Bulimia and Obesity}, author={Knoll-Pientka, Nadja and Bühlmeier, Judith and Peters, Triinu and Albrecht, Muriel and Adams, Frederike and Wustrau, Katharina and Teufel, Martin and Hebebrand, Johannes and Föcker, Manuel and Libuda, Lars}, year={2019}, pages={911–919} }","ama":"Knoll-Pientka N, Bühlmeier J, Peters T, et al. Risk factors for a low weight gain in the early stage of adolescent anorexia nervosa inpatient treatment: findings from a pilot study. <i>Eating and Weight Disorders - Studies on Anorexia, Bulimia and Obesity</i>. Published online 2019:911-919. doi:<a href=\"https://doi.org/10.1007/s40519-019-00705-9\">10.1007/s40519-019-00705-9</a>","mla":"Knoll-Pientka, Nadja, et al. “Risk Factors for a Low Weight Gain in the Early Stage of Adolescent Anorexia Nervosa Inpatient Treatment: Findings from a Pilot Study.” <i>Eating and Weight Disorders - Studies on Anorexia, Bulimia and Obesity</i>, 2019, pp. 911–19, doi:<a href=\"https://doi.org/10.1007/s40519-019-00705-9\">10.1007/s40519-019-00705-9</a>.","short":"N. Knoll-Pientka, J. Bühlmeier, T. Peters, M. Albrecht, F. Adams, K. Wustrau, M. Teufel, J. Hebebrand, M. Föcker, L. Libuda, Eating and Weight Disorders - Studies on Anorexia, Bulimia and Obesity (2019) 911–919.","chicago":"Knoll-Pientka, Nadja, Judith Bühlmeier, Triinu Peters, Muriel Albrecht, Frederike Adams, Katharina Wustrau, Martin Teufel, Johannes Hebebrand, Manuel Föcker, and Lars Libuda. “Risk Factors for a Low Weight Gain in the Early Stage of Adolescent Anorexia Nervosa Inpatient Treatment: Findings from a Pilot Study.” <i>Eating and Weight Disorders - Studies on Anorexia, Bulimia and Obesity</i>, 2019, 911–19. <a href=\"https://doi.org/10.1007/s40519-019-00705-9\">https://doi.org/10.1007/s40519-019-00705-9</a>.","ieee":"N. Knoll-Pientka <i>et al.</i>, “Risk factors for a low weight gain in the early stage of adolescent anorexia nervosa inpatient treatment: findings from a pilot study,” <i>Eating and Weight Disorders - Studies on Anorexia, Bulimia and Obesity</i>, pp. 911–919, 2019, doi: <a href=\"https://doi.org/10.1007/s40519-019-00705-9\">10.1007/s40519-019-00705-9</a>.","apa":"Knoll-Pientka, N., Bühlmeier, J., Peters, T., Albrecht, M., Adams, F., Wustrau, K., Teufel, M., Hebebrand, J., Föcker, M., &#38; Libuda, L. (2019). Risk factors for a low weight gain in the early stage of adolescent anorexia nervosa inpatient treatment: findings from a pilot study. <i>Eating and Weight Disorders - Studies on Anorexia, Bulimia and Obesity</i>, 911–919. <a href=\"https://doi.org/10.1007/s40519-019-00705-9\">https://doi.org/10.1007/s40519-019-00705-9</a>"},"user_id":"89838","doi":"10.1007/s40519-019-00705-9","page":"911-919","_id":"27025","language":[{"iso":"eng"}],"publication_status":"published","date_updated":"2022-09-15T09:49:32Z","status":"public","title":"Risk factors for a low weight gain in the early stage of adolescent anorexia nervosa inpatient treatment: findings from a pilot study","year":"2019","publication_identifier":{"issn":["1590-1262"]},"author":[{"full_name":"Knoll-Pientka, Nadja","last_name":"Knoll-Pientka","first_name":"Nadja"},{"id":"89838","last_name":"Bühlmeier","first_name":"Judith","full_name":"Bühlmeier, Judith"},{"first_name":"Triinu","last_name":"Peters","full_name":"Peters, Triinu"},{"full_name":"Albrecht, Muriel","first_name":"Muriel","last_name":"Albrecht"},{"full_name":"Adams, Frederike","last_name":"Adams","first_name":"Frederike"},{"first_name":"Katharina","last_name":"Wustrau","full_name":"Wustrau, Katharina"},{"last_name":"Teufel","first_name":"Martin","full_name":"Teufel, Martin"},{"full_name":"Hebebrand, Johannes","last_name":"Hebebrand","first_name":"Johannes"},{"full_name":"Föcker, Manuel","last_name":"Föcker","first_name":"Manuel"},{"full_name":"Libuda, Lars","last_name":"Libuda","first_name":"Lars","orcid":"0000-0003-1603-3133","id":"88682"}]},{"extern":"1","citation":{"ieee":"J. Hebebrand <i>et al.</i>, “Clinical Trials Required to Assess Potential Benefits and Side Effects of Treatment of Patients With Anorexia Nervosa With Recombinant Human Leptin,” <i>Frontiers in Psychology</i>, 2019, doi: <a href=\"https://doi.org/10.3389/fpsyg.2019.00769\">10.3389/fpsyg.2019.00769</a>.","apa":"Hebebrand, J., Milos, G., Wabitsch, M., Teufel, M., Führer, D., Bühlmeier, J., Libuda, L., Ludwig, C., &#38; Antel, J. (2019). Clinical Trials Required to Assess Potential Benefits and Side Effects of Treatment of Patients With Anorexia Nervosa With Recombinant Human Leptin. <i>Frontiers in Psychology</i>. <a href=\"https://doi.org/10.3389/fpsyg.2019.00769\">https://doi.org/10.3389/fpsyg.2019.00769</a>","short":"J. Hebebrand, G. Milos, M. Wabitsch, M. Teufel, D. Führer, J. Bühlmeier, L. Libuda, C. Ludwig, J. Antel, Frontiers in Psychology (2019).","chicago":"Hebebrand, Johannes, Gabriella Milos, Martin Wabitsch, Martin Teufel, Dagmar Führer, Judith Bühlmeier, Lars Libuda, Christine Ludwig, and Jochen Antel. “Clinical Trials Required to Assess Potential Benefits and Side Effects of Treatment of Patients With Anorexia Nervosa With Recombinant Human Leptin.” <i>Frontiers in Psychology</i>, 2019. <a href=\"https://doi.org/10.3389/fpsyg.2019.00769\">https://doi.org/10.3389/fpsyg.2019.00769</a>.","mla":"Hebebrand, Johannes, et al. “Clinical Trials Required to Assess Potential Benefits and Side Effects of Treatment of Patients With Anorexia Nervosa With Recombinant Human Leptin.” <i>Frontiers in Psychology</i>, 2019, doi:<a href=\"https://doi.org/10.3389/fpsyg.2019.00769\">10.3389/fpsyg.2019.00769</a>.","bibtex":"@article{Hebebrand_Milos_Wabitsch_Teufel_Führer_Bühlmeier_Libuda_Ludwig_Antel_2019, title={Clinical Trials Required to Assess Potential Benefits and Side Effects of Treatment of Patients With Anorexia Nervosa With Recombinant Human Leptin}, DOI={<a href=\"https://doi.org/10.3389/fpsyg.2019.00769\">10.3389/fpsyg.2019.00769</a>}, journal={Frontiers in Psychology}, author={Hebebrand, Johannes and Milos, Gabriella and Wabitsch, Martin and Teufel, Martin and Führer, Dagmar and Bühlmeier, Judith and Libuda, Lars and Ludwig, Christine and Antel, Jochen}, year={2019} }","ama":"Hebebrand J, Milos G, Wabitsch M, et al. Clinical Trials Required to Assess Potential Benefits and Side Effects of Treatment of Patients With Anorexia Nervosa With Recombinant Human Leptin. <i>Frontiers in Psychology</i>. Published online 2019. doi:<a href=\"https://doi.org/10.3389/fpsyg.2019.00769\">10.3389/fpsyg.2019.00769</a>"},"publication":"Frontiers in Psychology","department":[{"_id":"35"},{"_id":"22"},{"_id":"395"}],"type":"journal_article","date_created":"2021-11-17T11:03:32Z","publication_status":"published","date_updated":"2022-09-15T09:49:02Z","publication_identifier":{"issn":["1664-1078"]},"author":[{"full_name":"Hebebrand, Johannes","last_name":"Hebebrand","first_name":"Johannes"},{"first_name":"Gabriella","last_name":"Milos","full_name":"Milos, Gabriella"},{"first_name":"Martin","last_name":"Wabitsch","full_name":"Wabitsch, Martin"},{"full_name":"Teufel, Martin","first_name":"Martin","last_name":"Teufel"},{"last_name":"Führer","first_name":"Dagmar","full_name":"Führer, Dagmar"},{"id":"89838","full_name":"Bühlmeier, Judith","first_name":"Judith","last_name":"Bühlmeier"},{"orcid":"0000-0003-1603-3133","last_name":"Libuda","first_name":"Lars","full_name":"Libuda, Lars","id":"88682"},{"full_name":"Ludwig, Christine","last_name":"Ludwig","first_name":"Christine"},{"full_name":"Antel, Jochen","last_name":"Antel","first_name":"Jochen"}],"status":"public","title":"Clinical Trials Required to Assess Potential Benefits and Side Effects of Treatment of Patients With Anorexia Nervosa With Recombinant Human Leptin","year":"2019","user_id":"89838","doi":"10.3389/fpsyg.2019.00769","language":[{"iso":"eng"}],"_id":"27521"},{"language":[{"iso":"eng"}],"doi":"10.1109/mnano.2019.2916115","publication_identifier":{"issn":["1932-4510","1942-7808"]},"author":[{"id":"22501","last_name":"Rüsing","first_name":"Michael","orcid":"0000-0003-4682-4577","full_name":"Rüsing, Michael"},{"first_name":"Peter O.","last_name":"Weigel","full_name":"Weigel, Peter O."},{"full_name":"Zhao, Jie","last_name":"Zhao","first_name":"Jie"},{"full_name":"Mookherjea, Shayan","last_name":"Mookherjea","first_name":"Shayan"}],"title":"Toward 3D Integrated Photonics Including Lithium Niobate Thin Films: A Bridge Between Electronics, Radio Frequency, and Optical Technology","year":"2019","article_type":"review","intvolume":"        13","publication_status":"published","date_updated":"2023-10-11T07:39:53Z","date_created":"2023-10-11T07:39:07Z","keyword":["Electrical and Electronic Engineering","Mechanical Engineering"],"type":"journal_article","publication":"IEEE Nanotechnology Magazine","issue":"4","extern":"1","_id":"47947","publisher":"Institute of Electrical and Electronics Engineers (IEEE)","page":"18-33","volume":13,"user_id":"22501","status":"public","citation":{"mla":"Rüsing, Michael, et al. “Toward 3D Integrated Photonics Including Lithium Niobate Thin Films: A Bridge Between Electronics, Radio Frequency, and Optical Technology.” <i>IEEE Nanotechnology Magazine</i>, vol. 13, no. 4, Institute of Electrical and Electronics Engineers (IEEE), 2019, pp. 18–33, doi:<a href=\"https://doi.org/10.1109/mnano.2019.2916115\">10.1109/mnano.2019.2916115</a>.","ama":"Rüsing M, Weigel PO, Zhao J, Mookherjea S. Toward 3D Integrated Photonics Including Lithium Niobate Thin Films: A Bridge Between Electronics, Radio Frequency, and Optical Technology. <i>IEEE Nanotechnology Magazine</i>. 2019;13(4):18-33. doi:<a href=\"https://doi.org/10.1109/mnano.2019.2916115\">10.1109/mnano.2019.2916115</a>","bibtex":"@article{Rüsing_Weigel_Zhao_Mookherjea_2019, title={Toward 3D Integrated Photonics Including Lithium Niobate Thin Films: A Bridge Between Electronics, Radio Frequency, and Optical Technology}, volume={13}, DOI={<a href=\"https://doi.org/10.1109/mnano.2019.2916115\">10.1109/mnano.2019.2916115</a>}, number={4}, journal={IEEE Nanotechnology Magazine}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Rüsing, Michael and Weigel, Peter O. and Zhao, Jie and Mookherjea, Shayan}, year={2019}, pages={18–33} }","apa":"Rüsing, M., Weigel, P. O., Zhao, J., &#38; Mookherjea, S. (2019). Toward 3D Integrated Photonics Including Lithium Niobate Thin Films: A Bridge Between Electronics, Radio Frequency, and Optical Technology. <i>IEEE Nanotechnology Magazine</i>, <i>13</i>(4), 18–33. <a href=\"https://doi.org/10.1109/mnano.2019.2916115\">https://doi.org/10.1109/mnano.2019.2916115</a>","ieee":"M. Rüsing, P. O. Weigel, J. Zhao, and S. Mookherjea, “Toward 3D Integrated Photonics Including Lithium Niobate Thin Films: A Bridge Between Electronics, Radio Frequency, and Optical Technology,” <i>IEEE Nanotechnology Magazine</i>, vol. 13, no. 4, pp. 18–33, 2019, doi: <a href=\"https://doi.org/10.1109/mnano.2019.2916115\">10.1109/mnano.2019.2916115</a>.","short":"M. Rüsing, P.O. Weigel, J. Zhao, S. Mookherjea, IEEE Nanotechnology Magazine 13 (2019) 18–33.","chicago":"Rüsing, Michael, Peter O. Weigel, Jie Zhao, and Shayan Mookherjea. “Toward 3D Integrated Photonics Including Lithium Niobate Thin Films: A Bridge Between Electronics, Radio Frequency, and Optical Technology.” <i>IEEE Nanotechnology Magazine</i> 13, no. 4 (2019): 18–33. <a href=\"https://doi.org/10.1109/mnano.2019.2916115\">https://doi.org/10.1109/mnano.2019.2916115</a>."},"quality_controlled":"1"},{"status":"public","user_id":"15504","editor":[{"full_name":"Deb, Kalyanmoy","last_name":"Deb","first_name":"Kalyanmoy"},{"first_name":"Erik","last_name":"Goodman","full_name":"Goodman, Erik"},{"last_name":"Coello","first_name":"Coello Carlos A.","full_name":"Coello, Coello Carlos A."},{"last_name":"Klamroth","first_name":"Kathrin","full_name":"Klamroth, Kathrin"},{"first_name":"Kaisa","last_name":"Miettinen","full_name":"Miettinen, Kaisa"},{"last_name":"Mostaghim","first_name":"Sanaz","full_name":"Mostaghim, Sanaz"},{"first_name":"Patrick","last_name":"Reed","full_name":"Reed, Patrick"}],"volume":11411,"page":"126–138","_id":"46343","publisher":"Springer","citation":{"mla":"Grimme, Christian, et al. “Multimodality in Multi-Objective Optimization — More Boon than Bane?” <i>Proceedings of the 10$^th$ International Conference on Evolutionary Multi-Criterion Optimization (EMO)</i>, edited by Kalyanmoy Deb et al., vol. 11411, Springer, 2019, pp. 126–138, doi:<a href=\"https://doi.org/10.1007/978-3-030-12598-1_11\">10.1007/978-3-030-12598-1_11</a>.","ama":"Grimme C, Kerschke P, Trautmann H. Multimodality in Multi-Objective Optimization — More Boon than Bane? In: Deb K, Goodman E, Coello CCA, et al., eds. <i>Proceedings of the 10$^th$ International Conference on Evolutionary Multi-Criterion Optimization (EMO)</i>. Vol 11411. Lecture Notes in Computer Science. Springer; 2019:126–138. doi:<a href=\"https://doi.org/10.1007/978-3-030-12598-1_11\">10.1007/978-3-030-12598-1_11</a>","bibtex":"@inproceedings{Grimme_Kerschke_Trautmann_2019, place={East Lansing, MI, USA}, series={Lecture Notes in Computer Science}, title={Multimodality in Multi-Objective Optimization — More Boon than Bane?}, volume={11411}, DOI={<a href=\"https://doi.org/10.1007/978-3-030-12598-1_11\">10.1007/978-3-030-12598-1_11</a>}, booktitle={Proceedings of the 10$^th$ International Conference on Evolutionary Multi-Criterion Optimization (EMO)}, publisher={Springer}, author={Grimme, Christian and Kerschke, Pascal and Trautmann, Heike}, editor={Deb, Kalyanmoy and Goodman, Erik and Coello, Coello Carlos A. and Klamroth, Kathrin and Miettinen, Kaisa and Mostaghim, Sanaz and Reed, Patrick}, year={2019}, pages={126–138}, collection={Lecture Notes in Computer Science} }","apa":"Grimme, C., Kerschke, P., &#38; Trautmann, H. (2019). Multimodality in Multi-Objective Optimization — More Boon than Bane? In K. Deb, E. Goodman, C. C. A. Coello, K. Klamroth, K. Miettinen, S. Mostaghim, &#38; P. Reed (Eds.), <i>Proceedings of the 10$^th$ International Conference on Evolutionary Multi-Criterion Optimization (EMO)</i> (Vol. 11411, pp. 126–138). Springer. <a href=\"https://doi.org/10.1007/978-3-030-12598-1_11\">https://doi.org/10.1007/978-3-030-12598-1_11</a>","ieee":"C. Grimme, P. Kerschke, and H. Trautmann, “Multimodality in Multi-Objective Optimization — More Boon than Bane?,” in <i>Proceedings of the 10$^th$ International Conference on Evolutionary Multi-Criterion Optimization (EMO)</i>, 2019, vol. 11411, pp. 126–138, doi: <a href=\"https://doi.org/10.1007/978-3-030-12598-1_11\">10.1007/978-3-030-12598-1_11</a>.","chicago":"Grimme, Christian, Pascal Kerschke, and Heike Trautmann. “Multimodality in Multi-Objective Optimization — More Boon than Bane?” In <i>Proceedings of the 10$^th$ International Conference on Evolutionary Multi-Criterion Optimization (EMO)</i>, edited by Kalyanmoy Deb, Erik Goodman, Coello Carlos A. Coello, Kathrin Klamroth, Kaisa Miettinen, Sanaz Mostaghim, and Patrick Reed, 11411:126–138. Lecture Notes in Computer Science. East Lansing, MI, USA: Springer, 2019. <a href=\"https://doi.org/10.1007/978-3-030-12598-1_11\">https://doi.org/10.1007/978-3-030-12598-1_11</a>.","short":"C. Grimme, P. Kerschke, H. Trautmann, in: K. Deb, E. Goodman, C.C.A. Coello, K. Klamroth, K. Miettinen, S. Mostaghim, P. Reed (Eds.), Proceedings of the 10$^th$ International Conference on Evolutionary Multi-Criterion Optimization (EMO), Springer, East Lansing, MI, USA, 2019, pp. 126–138."},"place":"East Lansing, MI, USA","date_updated":"2023-10-16T13:31:03Z","intvolume":"     11411","year":"2019","title":"Multimodality in Multi-Objective Optimization — More Boon than Bane?","author":[{"full_name":"Grimme, Christian","first_name":"Christian","last_name":"Grimme"},{"last_name":"Kerschke","first_name":"Pascal","full_name":"Kerschke, Pascal"},{"orcid":"0000-0002-9788-8282","last_name":"Trautmann","first_name":"Heike","full_name":"Trautmann, Heike","id":"100740"}],"doi":"10.1007/978-3-030-12598-1_11","language":[{"iso":"eng"}],"series_title":"Lecture Notes in Computer Science","abstract":[{"lang":"eng","text":"This paper addresses multimodality of multi-objective (MO) optimization landscapes. Contrary to common perception of local optima, according to which they are hindering the progress of optimization algorithms, it will be shown that local efficient sets in a multi-objective setting can assist optimizers in finding global efficient sets. We use sophisticated visualization techniques, which rely on gradient field heatmaps, to highlight those insights into landscape characteristics. Finally, the MO local optimizer MOGSA is introduced, which exploits those observations by sliding down the multi-objective gradient hill and moving along the local efficient sets."}],"publication":"Proceedings of the 10$^th$ International Conference on Evolutionary Multi-Criterion Optimization (EMO)","type":"conference","department":[{"_id":"34"},{"_id":"819"}],"date_created":"2023-08-04T07:49:08Z"},{"doi":"10.1063/1.5090019","user_id":"15504","page":"020052-1-020052-4","_id":"46342","publisher":"AIP Publishing","language":[{"iso":"eng"}],"date_updated":"2023-10-16T13:30:43Z","status":"public","year":"2019","title":"Sliding to the Global Optimum: How to Benefit from Non-Global Optima in Multimodal Multi-Objective Optimization","author":[{"first_name":"Christian","last_name":"Grimme","full_name":"Grimme, Christian"},{"full_name":"Kerschke, Pascal","first_name":"Pascal","last_name":"Kerschke"},{"full_name":"Emmerich, Michael T M","first_name":"Michael T M","last_name":"Emmerich"},{"last_name":"Preuss","first_name":"Mike","full_name":"Preuss, Mike"},{"full_name":"Deutz, André H","first_name":"André H","last_name":"Deutz"},{"id":"100740","orcid":"0000-0002-9788-8282","last_name":"Trautmann","first_name":"Heike","full_name":"Trautmann, Heike"}],"type":"conference","department":[{"_id":"34"},{"_id":"819"}],"place":"Leiden, The Netherlands","date_created":"2023-08-04T07:48:15Z","abstract":[{"lang":"eng","text":"There is a range of phenomena in continuous, global multi-objective optimization, that cannot occur in single-objective optimization. For instance, in some multi-objective optimization problems it is possible to follow continuous paths of gradients of straightforward weighted scalarization functions, starting from locally efficient solutions, in order to reach globally Pareto optimal solutions. This paper seeks to better characterize multimodal multi-objective landscapes and to better understand the transitions from local optima to global optima in simple, path-oriented search procedures."}],"publication":"AIP Conference Proceedings","citation":{"ieee":"C. Grimme, P. Kerschke, M. T. M. Emmerich, M. Preuss, A. H. Deutz, and H. Trautmann, “Sliding to the Global Optimum: How to Benefit from Non-Global Optima in Multimodal Multi-Objective Optimization,” in <i>AIP Conference Proceedings</i>, 2019, pp. 020052-1-020052–4, doi: <a href=\"https://doi.org/10.1063/1.5090019\">10.1063/1.5090019</a>.","apa":"Grimme, C., Kerschke, P., Emmerich, M. T. M., Preuss, M., Deutz, A. H., &#38; Trautmann, H. (2019). Sliding to the Global Optimum: How to Benefit from Non-Global Optima in Multimodal Multi-Objective Optimization. <i>AIP Conference Proceedings</i>, 020052-1-020052–020054. <a href=\"https://doi.org/10.1063/1.5090019\">https://doi.org/10.1063/1.5090019</a>","chicago":"Grimme, Christian, Pascal Kerschke, Michael T M Emmerich, Mike Preuss, André H Deutz, and Heike Trautmann. “Sliding to the Global Optimum: How to Benefit from Non-Global Optima in Multimodal Multi-Objective Optimization.” In <i>AIP Conference Proceedings</i>, 020052-1-020052–54. Leiden, The Netherlands: AIP Publishing, 2019. <a href=\"https://doi.org/10.1063/1.5090019\">https://doi.org/10.1063/1.5090019</a>.","short":"C. Grimme, P. Kerschke, M.T.M. Emmerich, M. Preuss, A.H. Deutz, H. Trautmann, in: AIP Conference Proceedings, AIP Publishing, Leiden, The Netherlands, 2019, pp. 020052-1-020052–4.","mla":"Grimme, Christian, et al. “Sliding to the Global Optimum: How to Benefit from Non-Global Optima in Multimodal Multi-Objective Optimization.” <i>AIP Conference Proceedings</i>, AIP Publishing, 2019, pp. 020052-1-020052–54, doi:<a href=\"https://doi.org/10.1063/1.5090019\">10.1063/1.5090019</a>.","bibtex":"@inproceedings{Grimme_Kerschke_Emmerich_Preuss_Deutz_Trautmann_2019, place={Leiden, The Netherlands}, title={Sliding to the Global Optimum: How to Benefit from Non-Global Optima in Multimodal Multi-Objective Optimization}, DOI={<a href=\"https://doi.org/10.1063/1.5090019\">10.1063/1.5090019</a>}, booktitle={AIP Conference Proceedings}, publisher={AIP Publishing}, author={Grimme, Christian and Kerschke, Pascal and Emmerich, Michael T M and Preuss, Mike and Deutz, André H and Trautmann, Heike}, year={2019}, pages={020052-1-020052–4} }","ama":"Grimme C, Kerschke P, Emmerich MTM, Preuss M, Deutz AH, Trautmann H. Sliding to the Global Optimum: How to Benefit from Non-Global Optima in Multimodal Multi-Objective Optimization. In: <i>AIP Conference Proceedings</i>. AIP Publishing; 2019:020052-1-020052-020054. doi:<a href=\"https://doi.org/10.1063/1.5090019\">10.1063/1.5090019</a>"}},{"type":"book_chapter","date_created":"2023-10-19T12:10:09Z","place":"Berlin","citation":{"mla":"Wille, Manuel. “Prinzipien Und Strategien Der Textgliederung in Den Zeitungen Des 18. Jahrhunderts – Eine Computerbasierte Korpusanalyse.” <i>Textgliederungsprinzipien. Ihre Kennzeichnungsformen Und Funktionen Vom 8. Bis 18. Jahrhundert. Akten Zum Internationalen Kongress Vom 22. Bis 24. Juni 2017 an Der Universität St. Petersburg</i>, edited by Franz Simmler and Galina Baeva, vol. 34, Weidler, 2019, pp. 507–31.","ama":"Wille M. Prinzipien und Strategien der Textgliederung in den Zeitungen des 18. Jahrhunderts – Eine computerbasierte Korpusanalyse. In: Simmler F, Baeva G, eds. <i>Textgliederungsprinzipien. Ihre Kennzeichnungsformen Und Funktionen Vom 8. Bis 18. Jahrhundert. Akten Zum Internationalen Kongress Vom 22. Bis 24. Juni 2017 an Der Universität St. Petersburg</i>. Vol 34. Berliner Sprachwissenschaftliche Studien. Weidler; 2019:507-531.","bibtex":"@inbook{Wille_2019, place={Berlin}, series={Berliner Sprachwissenschaftliche Studien}, title={Prinzipien und Strategien der Textgliederung in den Zeitungen des 18. Jahrhunderts – Eine computerbasierte Korpusanalyse}, volume={34}, booktitle={Textgliederungsprinzipien. Ihre Kennzeichnungsformen und Funktionen vom 8. bis 18. Jahrhundert. Akten zum Internationalen Kongress vom 22. bis 24. Juni 2017 an der Universität St. Petersburg}, publisher={Weidler}, author={Wille, Manuel}, editor={Simmler, Franz and Baeva, Galina}, year={2019}, pages={507–531}, collection={Berliner Sprachwissenschaftliche Studien} }","apa":"Wille, M. (2019). Prinzipien und Strategien der Textgliederung in den Zeitungen des 18. Jahrhunderts – Eine computerbasierte Korpusanalyse. In F. Simmler &#38; G. Baeva (Eds.), <i>Textgliederungsprinzipien. Ihre Kennzeichnungsformen und Funktionen vom 8. bis 18. Jahrhundert. Akten zum Internationalen Kongress vom 22. bis 24. Juni 2017 an der Universität St. Petersburg</i> (Vol. 34, pp. 507–531). Weidler.","ieee":"M. Wille, “Prinzipien und Strategien der Textgliederung in den Zeitungen des 18. Jahrhunderts – Eine computerbasierte Korpusanalyse,” in <i>Textgliederungsprinzipien. Ihre Kennzeichnungsformen und Funktionen vom 8. bis 18. Jahrhundert. Akten zum Internationalen Kongress vom 22. bis 24. Juni 2017 an der Universität St. Petersburg</i>, vol. 34, F. Simmler and G. Baeva, Eds. Berlin: Weidler, 2019, pp. 507–531.","chicago":"Wille, Manuel. “Prinzipien Und Strategien Der Textgliederung in Den Zeitungen Des 18. Jahrhunderts – Eine Computerbasierte Korpusanalyse.” In <i>Textgliederungsprinzipien. Ihre Kennzeichnungsformen Und Funktionen Vom 8. Bis 18. Jahrhundert. Akten Zum Internationalen Kongress Vom 22. Bis 24. Juni 2017 an Der Universität St. Petersburg</i>, edited by Franz Simmler and Galina Baeva, 34:507–31. Berliner Sprachwissenschaftliche Studien. Berlin: Weidler, 2019.","short":"M. Wille, in: F. Simmler, G. Baeva (Eds.), Textgliederungsprinzipien. Ihre Kennzeichnungsformen Und Funktionen Vom 8. Bis 18. Jahrhundert. Akten Zum Internationalen Kongress Vom 22. Bis 24. Juni 2017 an Der Universität St. Petersburg, Weidler, Berlin, 2019, pp. 507–531."},"publication":"Textgliederungsprinzipien. Ihre Kennzeichnungsformen und Funktionen vom 8. bis 18. Jahrhundert. Akten zum Internationalen Kongress vom 22. bis 24. Juni 2017 an der Universität St. Petersburg","volume":34,"editor":[{"full_name":"Simmler, Franz","last_name":"Simmler","first_name":"Franz"},{"last_name":"Baeva","first_name":"Galina","full_name":"Baeva, Galina"}],"user_id":"9310","_id":"48341","publisher":"Weidler","series_title":"Berliner Sprachwissenschaftliche Studien","language":[{"iso":"eng"}],"page":"507 - 531","intvolume":"        34","date_updated":"2023-10-19T12:33:38Z","author":[{"last_name":"Wille","first_name":"Manuel","full_name":"Wille, Manuel","id":"9310"}],"publication_identifier":{"unknown":[" \t978-3-89693-736-0"]},"title":"Prinzipien und Strategien der Textgliederung in den Zeitungen des 18. Jahrhunderts – Eine computerbasierte Korpusanalyse","year":"2019","status":"public"},{"citation":{"chicago":"Schuster, Britt-Marie. “Textgliederungsprinzipien und Beziehungsgestaltung im Stammbuch von 1559–1878.” In <i>Textgliederungsprinzipien. Ihre Kennzeichnungsformen und Funktionen in Texten vom 8. bis 18. Jahrhundert. Akten zum Internationalen Kongress an der Staatlichen Universität St. Petersburg vom 22. bis 24. Juni 2017</i>, edited by Franz  Simmler and Galina Baeva, 293–312. Berlin : WEIDLER, 2019.","short":"B.-M. Schuster, in: F. Simmler, G. Baeva (Eds.), Textgliederungsprinzipien. Ihre Kennzeichnungsformen und Funktionen in Texten vom 8. bis 18. Jahrhundert. Akten zum Internationalen Kongress an der Staatlichen Universität St. Petersburg vom 22. bis 24. Juni 2017, WEIDLER, Berlin , 2019, pp. 293–312.","apa":"Schuster, B.-M. (2019). Textgliederungsprinzipien und Beziehungsgestaltung im Stammbuch von 1559–1878. In F. Simmler &#38; G. Baeva (Eds.), <i>Textgliederungsprinzipien. Ihre Kennzeichnungsformen und Funktionen in Texten vom 8. bis 18. Jahrhundert. Akten zum Internationalen Kongress an der Staatlichen Universität St. Petersburg vom 22. bis 24. Juni 2017</i> (pp. 293–312). WEIDLER.","ieee":"B.-M. Schuster, “Textgliederungsprinzipien und Beziehungsgestaltung im Stammbuch von 1559–1878,” in <i>Textgliederungsprinzipien. Ihre Kennzeichnungsformen und Funktionen in Texten vom 8. bis 18. Jahrhundert. Akten zum Internationalen Kongress an der Staatlichen Universität St. Petersburg vom 22. bis 24. Juni 2017</i>, F. Simmler and G. Baeva, Eds. Berlin : WEIDLER, 2019, pp. 293–312.","ama":"Schuster B-M. Textgliederungsprinzipien und Beziehungsgestaltung im Stammbuch von 1559–1878. In: Simmler F, Baeva G, eds. <i>Textgliederungsprinzipien. Ihre Kennzeichnungsformen und Funktionen in Texten vom 8. bis 18. Jahrhundert. Akten zum Internationalen Kongress an der Staatlichen Universität St. Petersburg vom 22. bis 24. Juni 2017</i>. WEIDLER; 2019:293–312.","bibtex":"@inbook{Schuster_2019, place={Berlin }, title={Textgliederungsprinzipien und Beziehungsgestaltung im Stammbuch von 1559–1878}, booktitle={Textgliederungsprinzipien. Ihre Kennzeichnungsformen und Funktionen in Texten vom 8. bis 18. Jahrhundert. Akten zum Internationalen Kongress an der Staatlichen Universität St. Petersburg vom 22. bis 24. Juni 2017}, publisher={WEIDLER}, author={Schuster, Britt-Marie}, editor={Simmler, Franz  and Baeva, Galina}, year={2019}, pages={293–312} }","mla":"Schuster, Britt-Marie. “Textgliederungsprinzipien und Beziehungsgestaltung im Stammbuch von 1559–1878.” <i>Textgliederungsprinzipien. Ihre Kennzeichnungsformen und Funktionen in Texten vom 8. bis 18. Jahrhundert. Akten zum Internationalen Kongress an der Staatlichen Universität St. Petersburg vom 22. bis 24. Juni 2017</i>, edited by Franz  Simmler and Galina Baeva, WEIDLER, 2019, pp. 293–312."},"publication":"Textgliederungsprinzipien. Ihre Kennzeichnungsformen und Funktionen in Texten vom 8. bis 18. Jahrhundert. Akten zum Internationalen Kongress an der Staatlichen Universität St. Petersburg vom 22. bis 24. Juni 2017","department":[{"_id":"745"}],"keyword":["Textsortengeschichte"],"type":"book_chapter","date_created":"2022-05-09T13:15:16Z","place":"Berlin ","date_updated":"2023-10-12T13:23:02Z","author":[{"id":"17386","last_name":"Schuster","first_name":"Britt-Marie","full_name":"Schuster, Britt-Marie"}],"title":"Textgliederungsprinzipien und Beziehungsgestaltung im Stammbuch von 1559–1878","year":"2019","status":"public","editor":[{"full_name":"Simmler, Franz ","last_name":"Simmler","first_name":"Franz "},{"full_name":"Baeva, Galina","first_name":"Galina","last_name":"Baeva"}],"user_id":"17386","_id":"31142","publisher":"WEIDLER","language":[{"iso":"ger"}],"page":"293–312"},{"author":[{"full_name":"Kerschke, Pascal","first_name":"Pascal","last_name":"Kerschke"},{"orcid":"0000-0002-9788-8282","last_name":"Trautmann","first_name":"Heike","full_name":"Trautmann, Heike","id":"100740"}],"status":"public","title":"Comprehensive Feature-Based Landscape Analysis of Continuous and Constrained Optimization Problems Using the R-package flacco","year":"2019","date_updated":"2023-10-16T13:08:22Z","publisher":"Springer","_id":"46336","language":[{"iso":"eng"}],"page":"93–123","editor":[{"full_name":"Bauer, Nadja","first_name":"Nadja","last_name":"Bauer"},{"last_name":"Ickstadt","first_name":"Katja","full_name":"Ickstadt, Katja"},{"full_name":"Lübke, Karsten","first_name":"Karsten","last_name":"Lübke"},{"last_name":"Szepannek","first_name":"Gero","full_name":"Szepannek, Gero"},{"full_name":"Trautmann, Heike","first_name":"Heike","last_name":"Trautmann"},{"full_name":"Vichi, Maurizio","last_name":"Vichi","first_name":"Maurizio"}],"user_id":"15504","doi":"10.1007/978-3-030-25147-5_7","citation":{"apa":"Kerschke, P., &#38; Trautmann, H. (2019). Comprehensive Feature-Based Landscape Analysis of Continuous and Constrained Optimization Problems Using the R-package flacco. In N. Bauer, K. Ickstadt, K. Lübke, G. Szepannek, H. Trautmann, &#38; M. Vichi (Eds.), <i>Applications in Statistical Computing</i> (pp. 93–123). Springer. <a href=\"https://doi.org/10.1007/978-3-030-25147-5_7\">https://doi.org/10.1007/978-3-030-25147-5_7</a>","ieee":"P. Kerschke and H. Trautmann, “Comprehensive Feature-Based Landscape Analysis of Continuous and Constrained Optimization Problems Using the R-package flacco,” in <i>Applications in Statistical Computing</i>, N. Bauer, K. Ickstadt, K. Lübke, G. Szepannek, H. Trautmann, and M. Vichi, Eds. Springer, 2019, pp. 93–123.","short":"P. Kerschke, H. Trautmann, in: N. Bauer, K. Ickstadt, K. Lübke, G. Szepannek, H. Trautmann, M. Vichi (Eds.), Applications in Statistical Computing, Springer, 2019, pp. 93–123.","chicago":"Kerschke, Pascal, and Heike Trautmann. “Comprehensive Feature-Based Landscape Analysis of Continuous and Constrained Optimization Problems Using the R-Package Flacco.” In <i>Applications in Statistical Computing</i>, edited by Nadja Bauer, Katja Ickstadt, Karsten Lübke, Gero Szepannek, Heike Trautmann, and Maurizio Vichi, 93–123. Springer, 2019. <a href=\"https://doi.org/10.1007/978-3-030-25147-5_7\">https://doi.org/10.1007/978-3-030-25147-5_7</a>.","mla":"Kerschke, Pascal, and Heike Trautmann. “Comprehensive Feature-Based Landscape Analysis of Continuous and Constrained Optimization Problems Using the R-Package Flacco.” <i>Applications in Statistical Computing</i>, edited by Nadja Bauer et al., Springer, 2019, pp. 93–123, doi:<a href=\"https://doi.org/10.1007/978-3-030-25147-5_7\">10.1007/978-3-030-25147-5_7</a>.","ama":"Kerschke P, Trautmann H. Comprehensive Feature-Based Landscape Analysis of Continuous and Constrained Optimization Problems Using the R-package flacco. In: Bauer N, Ickstadt K, Lübke K, Szepannek G, Trautmann H, Vichi M, eds. <i>Applications in Statistical Computing</i>. Springer; 2019:93–123. doi:<a href=\"https://doi.org/10.1007/978-3-030-25147-5_7\">10.1007/978-3-030-25147-5_7</a>","bibtex":"@inbook{Kerschke_Trautmann_2019, title={Comprehensive Feature-Based Landscape Analysis of Continuous and Constrained Optimization Problems Using the R-package flacco}, DOI={<a href=\"https://doi.org/10.1007/978-3-030-25147-5_7\">10.1007/978-3-030-25147-5_7</a>}, booktitle={Applications in Statistical Computing}, publisher={Springer}, author={Kerschke, Pascal and Trautmann, Heike}, editor={Bauer, Nadja and Ickstadt, Katja and Lübke, Karsten and Szepannek, Gero and Trautmann, Heike and Vichi, Maurizio}, year={2019}, pages={93–123} }"},"publication":"Applications in Statistical Computing","abstract":[{"lang":"eng","text":"Choosing the best-performing optimizer(s) out of a portfolio of optimization algorithms is usually a difficult and complex task. It gets even worse, if the underlying functions are unknown, i.e., so-called black-box problems, and function evaluations are considered to be expensive. In case of continuous single-objective optimization problems, exploratory landscape analysis (ELA), a sophisticated and effective approach for characterizing the landscapes of such problems by means of numerical values before actually performing the optimization task itself, is advantageous. Unfortunately, until now it has been quite complicated to compute multiple ELA features simultaneously, as the corresponding code has been—if at all—spread across multiple platforms or at least across several packages within these platforms. This article presents a broad summary of existing ELA approaches and introduces flacco, an R-package for feature-based landscape analysis of continuous and constrained optimization problems. Although its functions neither solve the optimization problem itself nor the related algorithm selection problem (ASP), it offers easy access to an essential ingredient of the ASP by providing a wide collection of ELA features on a single platform—even within a single package. In addition, flacco provides multiple visualization techniques, which enhance the understanding of some of these numerical features, and thereby make certain landscape properties more comprehensible. On top of that, we will introduce the package’s built-in, as well as web-hosted and hence platform-independent, graphical user interface (GUI). It facilitates the usage of the package—especially for people who are not familiar with R—and thus makes flacco a very convenient toolbox when working towards algorithm selection of continuous single-objective optimization problems."}],"date_created":"2023-08-04T07:43:30Z","department":[{"_id":"34"},{"_id":"819"}],"type":"book_chapter"},{"doi":"10.1162/evco_a_00236","user_id":"15504","volume":27,"page":"99–127","language":[{"iso":"eng"}],"_id":"46346","date_updated":"2023-10-16T13:31:57Z","intvolume":"        27","year":"2019","title":"Automated Algorithm Selection on Continuous Black-Box Problems By Combining Exploratory Landscape Analysis and Machine Learning","status":"public","author":[{"first_name":"Pascal","last_name":"Kerschke","full_name":"Kerschke, Pascal"},{"first_name":"Heike","orcid":"0000-0002-9788-8282","last_name":"Trautmann","full_name":"Trautmann, Heike","id":"100740"}],"type":"journal_article","department":[{"_id":"34"},{"_id":"819"}],"date_created":"2023-08-04T07:51:18Z","abstract":[{"lang":"eng","text":"In this article, we build upon previous work on designing informative and efficient Exploratory Landscape Analysis features for characterizing problems' landscapes and show their effectiveness in automatically constructing algorithm selection models in continuous black-box optimization problems. Focusing on algorithm performance results of the COCO platform of several years, we construct a representative set of high-performing complementary solvers and present an algorithm selection model that, compared to the portfolio's single best solver, on average requires less than half of the resources for solving a given problem. Therefore, there is a huge gain in efficiency compared to classical ensemble methods combined with an increased insight into problem characteristics and algorithm properties by using informative features. The model acts on the assumption that the function set of the Black-Box Optimization Benchmark is representative enough for practical applications. The model allows for selecting the best suited optimization algorithm within the considered set for unseen problems prior to the optimization itself based on a small sample of function evaluations. Note that such a sample can even be reused for the initial population of an evolutionary (optimization) algorithm so that even the feature costs become negligible."}],"issue":"1","publication":"Evolutionary Computation (ECJ)","citation":{"bibtex":"@article{Kerschke_Trautmann_2019, title={Automated Algorithm Selection on Continuous Black-Box Problems By Combining Exploratory Landscape Analysis and Machine Learning}, volume={27}, DOI={<a href=\"https://doi.org/10.1162/evco_a_00236\">10.1162/evco_a_00236</a>}, number={1}, journal={Evolutionary Computation (ECJ)}, author={Kerschke, Pascal and Trautmann, Heike}, year={2019}, pages={99–127} }","ama":"Kerschke P, Trautmann H. Automated Algorithm Selection on Continuous Black-Box Problems By Combining Exploratory Landscape Analysis and Machine Learning. <i>Evolutionary Computation (ECJ)</i>. 2019;27(1):99–127. doi:<a href=\"https://doi.org/10.1162/evco_a_00236\">10.1162/evco_a_00236</a>","mla":"Kerschke, Pascal, and Heike Trautmann. “Automated Algorithm Selection on Continuous Black-Box Problems By Combining Exploratory Landscape Analysis and Machine Learning.” <i>Evolutionary Computation (ECJ)</i>, vol. 27, no. 1, 2019, pp. 99–127, doi:<a href=\"https://doi.org/10.1162/evco_a_00236\">10.1162/evco_a_00236</a>.","short":"P. Kerschke, H. Trautmann, Evolutionary Computation (ECJ) 27 (2019) 99–127.","chicago":"Kerschke, Pascal, and Heike Trautmann. “Automated Algorithm Selection on Continuous Black-Box Problems By Combining Exploratory Landscape Analysis and Machine Learning.” <i>Evolutionary Computation (ECJ)</i> 27, no. 1 (2019): 99–127. <a href=\"https://doi.org/10.1162/evco_a_00236\">https://doi.org/10.1162/evco_a_00236</a>.","ieee":"P. Kerschke and H. Trautmann, “Automated Algorithm Selection on Continuous Black-Box Problems By Combining Exploratory Landscape Analysis and Machine Learning,” <i>Evolutionary Computation (ECJ)</i>, vol. 27, no. 1, pp. 99–127, 2019, doi: <a href=\"https://doi.org/10.1162/evco_a_00236\">10.1162/evco_a_00236</a>.","apa":"Kerschke, P., &#38; Trautmann, H. (2019). Automated Algorithm Selection on Continuous Black-Box Problems By Combining Exploratory Landscape Analysis and Machine Learning. <i>Evolutionary Computation (ECJ)</i>, <i>27</i>(1), 99–127. <a href=\"https://doi.org/10.1162/evco_a_00236\">https://doi.org/10.1162/evco_a_00236</a>"}},{"citation":{"chicago":"Kerschke, Pascal, Hao Wang, Mike Preuss, Christian Grimme, André Deutz, Heike Trautmann, and Michael Emmerich. “Search Dynamics on Multimodal Multi-Objective Problems.” <i>Evolutionary Computation (ECJ)</i> 27, no. 4 (2019): 577–609. <a href=\"https://doi.org/10.1162/evco_a_00234\">https://doi.org/10.1162/evco_a_00234</a>.","short":"P. Kerschke, H. Wang, M. Preuss, C. Grimme, A. Deutz, H. Trautmann, M. Emmerich, Evolutionary Computation (ECJ) 27 (2019) 577–609.","apa":"Kerschke, P., Wang, H., Preuss, M., Grimme, C., Deutz, A., Trautmann, H., &#38; Emmerich, M. (2019). Search Dynamics on Multimodal Multi-Objective Problems. <i>Evolutionary Computation (ECJ)</i>, <i>27</i>(4), 577–609. <a href=\"https://doi.org/10.1162/evco_a_00234\">https://doi.org/10.1162/evco_a_00234</a>","ieee":"P. Kerschke <i>et al.</i>, “Search Dynamics on Multimodal Multi-Objective Problems,” <i>Evolutionary Computation (ECJ)</i>, vol. 27, no. 4, pp. 577–609, 2019, doi: <a href=\"https://doi.org/10.1162/evco_a_00234\">10.1162/evco_a_00234</a>.","ama":"Kerschke P, Wang H, Preuss M, et al. Search Dynamics on Multimodal Multi-Objective Problems. <i>Evolutionary Computation (ECJ)</i>. 2019;27(4):577–609. doi:<a href=\"https://doi.org/10.1162/evco_a_00234\">10.1162/evco_a_00234</a>","bibtex":"@article{Kerschke_Wang_Preuss_Grimme_Deutz_Trautmann_Emmerich_2019, title={Search Dynamics on Multimodal Multi-Objective Problems}, volume={27}, DOI={<a href=\"https://doi.org/10.1162/evco_a_00234\">10.1162/evco_a_00234</a>}, number={4}, journal={Evolutionary Computation (ECJ)}, author={Kerschke, Pascal and Wang, Hao and Preuss, Mike and Grimme, Christian and Deutz, André and Trautmann, Heike and Emmerich, Michael}, year={2019}, pages={577–609} }","mla":"Kerschke, Pascal, et al. “Search Dynamics on Multimodal Multi-Objective Problems.” <i>Evolutionary Computation (ECJ)</i>, vol. 27, no. 4, 2019, pp. 577–609, doi:<a href=\"https://doi.org/10.1162/evco_a_00234\">10.1162/evco_a_00234</a>."},"issue":"4","publication":"Evolutionary Computation (ECJ)","abstract":[{"text":"We continue recent work on the definition of multimodality in multiobjective optimization (MO) and the introduction of a test bed for multimodal MO problems. This goes beyond well-known diversity maintenance approaches but instead focuses on the landscape topology induced by the objective functions. More general multimodal MO problems are considered by allowing ellipsoid contours for single-objective subproblems. An experimental analysis compares two MO algorithms, one that explicitly relies on hypervolume gradient approximation, and one that is based on local search, both on a selection of generated example problems. We do not focus on performance but on the interaction induced by the problems and algorithms, which can be described by means of specific characteristics explicitly designed for the multimodal MO setting. Furthermore, we widen the scope of our analysis by additionally applying visualization techniques in the decision space. This strengthens and extends the foundations for Exploratory Landscape Analysis (ELA) in MO.","lang":"eng"}],"date_created":"2023-08-04T07:52:06Z","department":[{"_id":"34"},{"_id":"819"}],"type":"journal_article","author":[{"last_name":"Kerschke","first_name":"Pascal","full_name":"Kerschke, Pascal"},{"full_name":"Wang, Hao","first_name":"Hao","last_name":"Wang"},{"last_name":"Preuss","first_name":"Mike","full_name":"Preuss, Mike"},{"full_name":"Grimme, Christian","last_name":"Grimme","first_name":"Christian"},{"last_name":"Deutz","first_name":"André","full_name":"Deutz, André"},{"first_name":"Heike","orcid":"0000-0002-9788-8282","last_name":"Trautmann","full_name":"Trautmann, Heike","id":"100740"},{"full_name":"Emmerich, Michael","last_name":"Emmerich","first_name":"Michael"}],"year":"2019","title":"Search Dynamics on Multimodal Multi-Objective Problems","status":"public","intvolume":"        27","date_updated":"2023-10-16T13:32:18Z","_id":"46347","language":[{"iso":"eng"}],"page":"577–609","volume":27,"doi":"10.1162/evco_a_00234","user_id":"15504"},{"type":"conference","department":[{"_id":"152"}],"date_created":"2021-09-03T06:37:14Z","quality_controlled":"1","abstract":[{"lang":"eng","text":"Die Instandsetzung von sicherheitskritischen Komponenten durch Besatzungsmitglieder auf See erfordert technische und organisa-torische Unterstützungsmaßnahmen. Zur Instandsetzung kritischer Systeme auf See bietet AR-Technologie erkennbare Potenziale (Räumliche Visualisierung, Kontextualisierung). Zugleich sollen Instandsetzungs-Einsätze im Sinne des informellen arbeits- und einsatzbezogenen Lernens zum Kompetenzerwerb genutzt werden. Dazu wird eine AR-Architektur vorgestellt, die das Lernen im Anwendungsfall ‚Instandsetzung‘ integriert."}],"publication":"Go-3D 2019 \"Mit 3D Richtung Maritim 4.0\" - Tagungsband zur Konferenz Go-3D 2019","citation":{"mla":"Gräßler, Iris, et al. “Unterstützung des Lernens für kritische Situationen: Potenzial von Augmented Reality für die Instandsetzung auf See.” <i>Go-3D 2019 “Mit 3D Richtung Maritim 4.0” - Tagungsband zur Konferenz Go-3D 2019</i>, edited by Uwe Lukas et al., Fraunhofer Verlag, 2019, pp. 45–57.","ama":"Gräßler I, Pottebaum J, Taplick P, Roesmann D, Preuß D. Unterstützung des Lernens für kritische Situationen: Potenzial von Augmented Reality für die Instandsetzung auf See. In: Lukas U, Bauer K, Dolereit T, eds. <i>Go-3D 2019 “Mit 3D Richtung Maritim 4.0” - Tagungsband zur Konferenz Go-3D 2019</i>. Fraunhofer Verlag; 2019:45-57.","bibtex":"@inproceedings{Gräßler_Pottebaum_Taplick_Roesmann_Preuß_2019, title={Unterstützung des Lernens für kritische Situationen: Potenzial von Augmented Reality für die Instandsetzung auf See}, booktitle={Go-3D 2019 “Mit 3D Richtung Maritim 4.0” - Tagungsband zur Konferenz Go-3D 2019}, publisher={Fraunhofer Verlag}, author={Gräßler, Iris and Pottebaum, Jens and Taplick, Patrick and Roesmann, Daniel and Preuß, Daniel}, editor={Lukas, Uwe and Bauer, Kristine and Dolereit, Tim}, year={2019}, pages={45–57} }","apa":"Gräßler, I., Pottebaum, J., Taplick, P., Roesmann, D., &#38; Preuß, D. (2019). Unterstützung des Lernens für kritische Situationen: Potenzial von Augmented Reality für die Instandsetzung auf See. In U. Lukas, K. Bauer, &#38; T. Dolereit (Eds.), <i>Go-3D 2019 “Mit 3D Richtung Maritim 4.0” - Tagungsband zur Konferenz Go-3D 2019</i> (pp. 45–57). Fraunhofer Verlag.","ieee":"I. Gräßler, J. Pottebaum, P. Taplick, D. Roesmann, and D. Preuß, “Unterstützung des Lernens für kritische Situationen: Potenzial von Augmented Reality für die Instandsetzung auf See,” in <i>Go-3D 2019 “Mit 3D Richtung Maritim 4.0” - Tagungsband zur Konferenz Go-3D 2019</i>, 2019, pp. 45–57.","chicago":"Gräßler, Iris, Jens Pottebaum, Patrick Taplick, Daniel Roesmann, and Daniel Preuß. “Unterstützung des Lernens für kritische Situationen: Potenzial von Augmented Reality für die Instandsetzung auf See.” In <i>Go-3D 2019 “Mit 3D Richtung Maritim 4.0” - Tagungsband zur Konferenz Go-3D 2019</i>, edited by Uwe Lukas, Kristine Bauer, and Tim Dolereit, 45–57. Fraunhofer Verlag, 2019.","short":"I. Gräßler, J. Pottebaum, P. Taplick, D. Roesmann, D. Preuß, in: U. Lukas, K. Bauer, T. Dolereit (Eds.), Go-3D 2019 “Mit 3D Richtung Maritim 4.0” - Tagungsband zur Konferenz Go-3D 2019, Fraunhofer Verlag, 2019, pp. 45–57."},"user_id":"405","editor":[{"full_name":"Lukas, Uwe","last_name":"Lukas","first_name":"Uwe"},{"full_name":"Bauer, Kristine","first_name":"Kristine","last_name":"Bauer"},{"last_name":"Dolereit","first_name":"Tim","full_name":"Dolereit, Tim"}],"page":"45-57","publisher":"Fraunhofer Verlag","_id":"23720","language":[{"iso":"ger"}],"date_updated":"2023-11-16T09:24:58Z","status":"public","title":"Unterstützung des Lernens für kritische Situationen: Potenzial von Augmented Reality für die Instandsetzung auf See","year":"2019","author":[{"id":"47565","orcid":"0000-0001-5765-971X","first_name":"Iris","last_name":"Gräßler","full_name":"Gräßler, Iris"},{"id":"405","full_name":"Pottebaum, Jens","last_name":"Pottebaum","orcid":"http://orcid.org/0000-0001-8778-2989","first_name":"Jens"},{"last_name":"Taplick","first_name":"Patrick","full_name":"Taplick, Patrick"},{"full_name":"Roesmann, Daniel","first_name":"Daniel","last_name":"Roesmann","id":"54680"},{"id":"40253","full_name":"Preuß, Daniel","first_name":"Daniel","last_name":"Preuß"}]},{"citation":{"mla":"Bossek, Jakob, et al. “Bi-Objective Orienteering: Towards a Dynamic Multi-Objective Evolutionary Algorithm.” <i>Evolutionary Multi-Criterion Optimization (EMO)</i>, edited by Kalyanmoy Deb et al., Springer International Publishing, 2019, pp. 516–528, doi:<a href=\"https://doi.org/10.1007/978-3-030-12598-1_41\">10.1007/978-3-030-12598-1_41</a>.","ama":"Bossek J, Grimme C, Meisel S, Rudolph G, Trautmann H. Bi-Objective Orienteering: Towards a Dynamic Multi-objective Evolutionary Algorithm. In: Deb K, Goodman E, Coello Coello CA, et al., eds. <i>Evolutionary Multi-Criterion Optimization (EMO)</i>. Lecture Notes in Computer Science. Springer International Publishing; 2019:516–528. doi:<a href=\"https://doi.org/10.1007/978-3-030-12598-1_41\">10.1007/978-3-030-12598-1_41</a>","bibtex":"@inproceedings{Bossek_Grimme_Meisel_Rudolph_Trautmann_2019, place={Cham}, series={Lecture Notes in Computer Science}, title={Bi-Objective Orienteering: Towards a Dynamic Multi-objective Evolutionary Algorithm}, DOI={<a href=\"https://doi.org/10.1007/978-3-030-12598-1_41\">10.1007/978-3-030-12598-1_41</a>}, booktitle={Evolutionary Multi-Criterion Optimization (EMO)}, publisher={Springer International Publishing}, author={Bossek, Jakob and Grimme, Christian and Meisel, Stephan and Rudolph, Günter and Trautmann, Heike}, editor={Deb, Kalyanmoy and Goodman, Erik and Coello Coello, Carlos A. and Klamroth, Kathrin and Miettinen, Kaisa and Mostaghim, Sanaz and Reed, Patrick}, year={2019}, pages={516–528}, collection={Lecture Notes in Computer Science} }","apa":"Bossek, J., Grimme, C., Meisel, S., Rudolph, G., &#38; Trautmann, H. (2019). Bi-Objective Orienteering: Towards a Dynamic Multi-objective Evolutionary Algorithm. In K. Deb, E. Goodman, C. A. Coello Coello, K. Klamroth, K. Miettinen, S. Mostaghim, &#38; P. Reed (Eds.), <i>Evolutionary Multi-Criterion Optimization (EMO)</i> (pp. 516–528). Springer International Publishing. <a href=\"https://doi.org/10.1007/978-3-030-12598-1_41\">https://doi.org/10.1007/978-3-030-12598-1_41</a>","ieee":"J. Bossek, C. Grimme, S. Meisel, G. Rudolph, and H. Trautmann, “Bi-Objective Orienteering: Towards a Dynamic Multi-objective Evolutionary Algorithm,” in <i>Evolutionary Multi-Criterion Optimization (EMO)</i>, 2019, pp. 516–528, doi: <a href=\"https://doi.org/10.1007/978-3-030-12598-1_41\">10.1007/978-3-030-12598-1_41</a>.","short":"J. Bossek, C. Grimme, S. Meisel, G. Rudolph, H. Trautmann, in: K. Deb, E. Goodman, C.A. Coello Coello, K. Klamroth, K. Miettinen, S. Mostaghim, P. Reed (Eds.), Evolutionary Multi-Criterion Optimization (EMO), Springer International Publishing, Cham, 2019, pp. 516–528.","chicago":"Bossek, Jakob, Christian Grimme, Stephan Meisel, Günter Rudolph, and Heike Trautmann. “Bi-Objective Orienteering: Towards a Dynamic Multi-Objective Evolutionary Algorithm.” In <i>Evolutionary Multi-Criterion Optimization (EMO)</i>, edited by Kalyanmoy Deb, Erik Goodman, Carlos A. Coello Coello, Kathrin Klamroth, Kaisa Miettinen, Sanaz Mostaghim, and Patrick Reed, 516–528. Lecture Notes in Computer Science. Cham: Springer International Publishing, 2019. <a href=\"https://doi.org/10.1007/978-3-030-12598-1_41\">https://doi.org/10.1007/978-3-030-12598-1_41</a>."},"place":"Cham","status":"public","_id":"48841","publisher":"Springer International Publishing","page":"516–528","editor":[{"last_name":"Deb","first_name":"Kalyanmoy","full_name":"Deb, Kalyanmoy"},{"last_name":"Goodman","first_name":"Erik","full_name":"Goodman, Erik"},{"last_name":"Coello Coello","first_name":"Carlos A.","full_name":"Coello Coello, Carlos A."},{"last_name":"Klamroth","first_name":"Kathrin","full_name":"Klamroth, Kathrin"},{"full_name":"Miettinen, Kaisa","last_name":"Miettinen","first_name":"Kaisa"},{"full_name":"Mostaghim, Sanaz","first_name":"Sanaz","last_name":"Mostaghim"},{"last_name":"Reed","first_name":"Patrick","full_name":"Reed, Patrick"}],"user_id":"102979","publication":"Evolutionary Multi-Criterion Optimization (EMO)","extern":"1","abstract":[{"text":"We tackle a bi-objective dynamic orienteering problem where customer requests arise as time passes by. The goal is to minimize the tour length traveled by a single delivery vehicle while simultaneously keeping the number of dismissed dynamic customers to a minimum. We propose a dynamic Evolutionary Multi-Objective Algorithm which is grounded on insights gained from a previous series of work on an a-posteriori version of the problem, where all request times are known in advance. In our experiments, we simulate different decision maker strategies and evaluate the development of the Pareto-front approximations on exemplary problem instances. It turns out, that despite severely reduced computational budget and no oracle-knowledge of request times the dynamic EMOA is capable of producing approximations which partially dominate the results of the a-posteriori EMOA and dynamic integer linear programming strategies.","lang":"eng"}],"date_created":"2023-11-14T15:58:52Z","department":[{"_id":"819"}],"keyword":["Combinatorial optimization","Dynamic optimization","Metaheuristics","Multi-objective optimization","Vehicle routing"],"type":"conference","author":[{"last_name":"Bossek","orcid":"0000-0002-4121-4668","first_name":"Jakob","full_name":"Bossek, Jakob","id":"102979"},{"full_name":"Grimme, Christian","last_name":"Grimme","first_name":"Christian"},{"full_name":"Meisel, Stephan","last_name":"Meisel","first_name":"Stephan"},{"full_name":"Rudolph, Günter","last_name":"Rudolph","first_name":"Günter"},{"full_name":"Trautmann, Heike","last_name":"Trautmann","first_name":"Heike"}],"publication_identifier":{"isbn":["978-3-030-12598-1"]},"title":"Bi-Objective Orienteering: Towards a Dynamic Multi-objective Evolutionary Algorithm","year":"2019","publication_status":"published","date_updated":"2023-12-13T10:43:07Z","language":[{"iso":"eng"}],"series_title":"Lecture Notes in Computer Science","doi":"10.1007/978-3-030-12598-1_41"},{"doi":"10.1145/3299904.3340307","series_title":"FOGA ’19","language":[{"iso":"eng"}],"publication_status":"published","date_updated":"2023-12-13T10:42:57Z","publication_identifier":{"isbn":["978-1-4503-6254-2"]},"author":[{"full_name":"Bossek, Jakob","first_name":"Jakob","last_name":"Bossek","orcid":"0000-0002-4121-4668","id":"102979"},{"full_name":"Kerschke, Pascal","last_name":"Kerschke","first_name":"Pascal"},{"full_name":"Neumann, Aneta","first_name":"Aneta","last_name":"Neumann"},{"last_name":"Wagner","first_name":"Markus","full_name":"Wagner, Markus"},{"last_name":"Neumann","first_name":"Frank","full_name":"Neumann, Frank"},{"first_name":"Heike","last_name":"Trautmann","full_name":"Trautmann, Heike"}],"year":"2019","title":"Evolving Diverse TSP Instances by Means of Novel and Creative Mutation Operators","department":[{"_id":"819"}],"type":"conference","keyword":["benchmarking","instance features","optimization","problem generation","traveling salesperson problem"],"date_created":"2023-11-14T15:58:52Z","extern":"1","abstract":[{"lang":"eng","text":"Evolutionary algorithms have successfully been applied to evolve problem instances that exhibit a significant difference in performance for a given algorithm or a pair of algorithms inter alia for the Traveling Salesperson Problem (TSP). Creating a large variety of instances is crucial for successful applications in the blooming field of algorithm selection. In this paper, we introduce new and creative mutation operators for evolving instances of the TSP. We show that adopting those operators in an evolutionary algorithm allows for the generation of benchmark sets with highly desirable properties: (1) novelty by clear visual distinction to established benchmark sets in the field, (2) visual and quantitative diversity in the space of TSP problem characteristics, and (3) significant performance differences with respect to the restart versions of heuristic state-of-the-art TSP solvers EAX and LKH. The important aspect of diversity is addressed and achieved solely by the proposed mutation operators and not enforced by explicit diversity preservation."}],"publication":"Proceedings of the 15th ACM/SIGEVO Conference on Foundations of Genetic Algorithms","user_id":"102979","publisher":"Association for Computing Machinery","_id":"48842","page":"58–71","status":"public","place":"New York, NY, USA","citation":{"mla":"Bossek, Jakob, et al. “Evolving Diverse TSP Instances by Means of Novel and Creative Mutation Operators.” <i>Proceedings of the 15th ACM/SIGEVO Conference on Foundations of Genetic Algorithms</i>, Association for Computing Machinery, 2019, pp. 58–71, doi:<a href=\"https://doi.org/10.1145/3299904.3340307\">10.1145/3299904.3340307</a>.","ama":"Bossek J, Kerschke P, Neumann A, Wagner M, Neumann F, Trautmann H. Evolving Diverse TSP Instances by Means of Novel and Creative Mutation Operators. In: <i>Proceedings of the 15th ACM/SIGEVO Conference on Foundations of Genetic Algorithms</i>. FOGA ’19. Association for Computing Machinery; 2019:58–71. doi:<a href=\"https://doi.org/10.1145/3299904.3340307\">10.1145/3299904.3340307</a>","bibtex":"@inproceedings{Bossek_Kerschke_Neumann_Wagner_Neumann_Trautmann_2019, place={New York, NY, USA}, series={FOGA ’19}, title={Evolving Diverse TSP Instances by Means of Novel and Creative Mutation Operators}, DOI={<a href=\"https://doi.org/10.1145/3299904.3340307\">10.1145/3299904.3340307</a>}, booktitle={Proceedings of the 15th ACM/SIGEVO Conference on Foundations of Genetic Algorithms}, publisher={Association for Computing Machinery}, author={Bossek, Jakob and Kerschke, Pascal and Neumann, Aneta and Wagner, Markus and Neumann, Frank and Trautmann, Heike}, year={2019}, pages={58–71}, collection={FOGA ’19} }","apa":"Bossek, J., Kerschke, P., Neumann, A., Wagner, M., Neumann, F., &#38; Trautmann, H. (2019). Evolving Diverse TSP Instances by Means of Novel and Creative Mutation Operators. <i>Proceedings of the 15th ACM/SIGEVO Conference on Foundations of Genetic Algorithms</i>, 58–71. <a href=\"https://doi.org/10.1145/3299904.3340307\">https://doi.org/10.1145/3299904.3340307</a>","ieee":"J. Bossek, P. Kerschke, A. Neumann, M. Wagner, F. Neumann, and H. Trautmann, “Evolving Diverse TSP Instances by Means of Novel and Creative Mutation Operators,” in <i>Proceedings of the 15th ACM/SIGEVO Conference on Foundations of Genetic Algorithms</i>, 2019, pp. 58–71, doi: <a href=\"https://doi.org/10.1145/3299904.3340307\">10.1145/3299904.3340307</a>.","chicago":"Bossek, Jakob, Pascal Kerschke, Aneta Neumann, Markus Wagner, Frank Neumann, and Heike Trautmann. “Evolving Diverse TSP Instances by Means of Novel and Creative Mutation Operators.” In <i>Proceedings of the 15th ACM/SIGEVO Conference on Foundations of Genetic Algorithms</i>, 58–71. FOGA ’19. New York, NY, USA: Association for Computing Machinery, 2019. <a href=\"https://doi.org/10.1145/3299904.3340307\">https://doi.org/10.1145/3299904.3340307</a>.","short":"J. Bossek, P. Kerschke, A. Neumann, M. Wagner, F. Neumann, H. Trautmann, in: Proceedings of the 15th ACM/SIGEVO Conference on Foundations of Genetic Algorithms, Association for Computing Machinery, New York, NY, USA, 2019, pp. 58–71."}}]
