--- _id: '19524' abstract: - lang: eng text: "Object ranking is an important problem in the realm of preference learning.\r\nOn the basis of training data in the form of a set of rankings of objects,\r\nwhich are typically represented as feature vectors, the goal is to learn a\r\nranking function that predicts a linear order of any new set of objects.\r\nCurrent approaches commonly focus on ranking by scoring, i.e., on learning an\r\nunderlying latent utility function that seeks to capture the inherent utility\r\nof each object. These approaches, however, are not able to take possible\r\neffects of context-dependence into account, where context-dependence means that\r\nthe utility or usefulness of an object may also depend on what other objects\r\nare available as alternatives. In this paper, we formalize the problem of\r\ncontext-dependent ranking and present two general approaches based on two\r\nnatural representations of context-dependent ranking functions. Both approaches\r\nare instantiated by means of appropriate neural network architectures, which\r\nare evaluated on suitable benchmark task." author: - first_name: Karlson full_name: Pfannschmidt, Karlson last_name: Pfannschmidt - first_name: Pritha full_name: Gupta, Pritha last_name: Gupta - first_name: Eyke full_name: Hüllermeier, Eyke last_name: Hüllermeier citation: ama: Pfannschmidt K, Gupta P, Hüllermeier E. Deep Architectures for Learning Context-dependent Ranking Functions. arXiv:180305796. 2018. apa: Pfannschmidt, K., Gupta, P., & Hüllermeier, E. (2018). Deep Architectures for Learning Context-dependent Ranking Functions. ArXiv:1803.05796. bibtex: '@article{Pfannschmidt_Gupta_Hüllermeier_2018, title={Deep Architectures for Learning Context-dependent Ranking Functions}, journal={arXiv:1803.05796}, author={Pfannschmidt, Karlson and Gupta, Pritha and Hüllermeier, Eyke}, year={2018} }' chicago: Pfannschmidt, Karlson, Pritha Gupta, and Eyke Hüllermeier. “Deep Architectures for Learning Context-Dependent Ranking Functions.” ArXiv:1803.05796, 2018. ieee: K. Pfannschmidt, P. Gupta, and E. Hüllermeier, “Deep Architectures for Learning Context-dependent Ranking Functions,” arXiv:1803.05796. 2018. mla: Pfannschmidt, Karlson, et al. “Deep Architectures for Learning Context-Dependent Ranking Functions.” ArXiv:1803.05796, 2018. short: K. Pfannschmidt, P. Gupta, E. Hüllermeier, ArXiv:1803.05796 (2018). date_created: 2020-09-17T10:53:39Z date_updated: 2022-01-06T06:54:06Z department: - _id: '7' - _id: '355' language: - iso: eng project: - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing publication: arXiv:1803.05796 status: public title: Deep Architectures for Learning Context-dependent Ranking Functions type: preprint user_id: '13472' year: '2018' ... --- _id: '19868' author: - first_name: Alan Adam full_name: Camberg, Alan Adam id: '60544' last_name: Camberg - first_name: Thomas full_name: Tröster, Thomas id: '553' last_name: Tröster - first_name: Nikolay full_name: Sotirov, Nikolay last_name: Sotirov - first_name: Jörn full_name: Tölle, Jörn last_name: Tölle - first_name: Friedrich full_name: Bohner, Friedrich last_name: Bohner citation: ama: 'Camberg AA, Tröster T, Sotirov N, Tölle J, Bohner F. Investigation of ductility and damage characteristics of EN AW-5182 H18 at non-isothermal forming conditions. In: Materials Science and Engineering (MSE) Congress 2018. Darmstadt; 2018.' apa: Camberg, A. A., Tröster, T., Sotirov, N., Tölle, J., & Bohner, F. (2018). Investigation of ductility and damage characteristics of EN AW-5182 H18 at non-isothermal forming conditions. In Materials Science and Engineering (MSE) Congress 2018. Darmstadt. bibtex: '@inproceedings{Camberg_Tröster_Sotirov_Tölle_Bohner_2018, place={Darmstadt}, title={Investigation of ductility and damage characteristics of EN AW-5182 H18 at non-isothermal forming conditions}, booktitle={Materials Science and Engineering (MSE) Congress 2018}, author={Camberg, Alan Adam and Tröster, Thomas and Sotirov, Nikolay and Tölle, Jörn and Bohner, Friedrich}, year={2018} }' chicago: Camberg, Alan Adam, Thomas Tröster, Nikolay Sotirov, Jörn Tölle, and Friedrich Bohner. “Investigation of Ductility and Damage Characteristics of EN AW-5182 H18 at Non-Isothermal Forming Conditions.” In Materials Science and Engineering (MSE) Congress 2018. Darmstadt, 2018. ieee: A. A. Camberg, T. Tröster, N. Sotirov, J. Tölle, and F. Bohner, “Investigation of ductility and damage characteristics of EN AW-5182 H18 at non-isothermal forming conditions,” in Materials Science and Engineering (MSE) Congress 2018, Darmstadt, 2018. mla: Camberg, Alan Adam, et al. “Investigation of Ductility and Damage Characteristics of EN AW-5182 H18 at Non-Isothermal Forming Conditions.” Materials Science and Engineering (MSE) Congress 2018, 2018. short: 'A.A. Camberg, T. Tröster, N. Sotirov, J. Tölle, F. Bohner, in: Materials Science and Engineering (MSE) Congress 2018, Darmstadt, 2018.' conference: end_date: 2018-09-27 location: Darmstadt name: Materials Science and Engineering (MSE) Congress 2018 start_date: 2018-09-25 date_created: 2020-10-04T19:23:56Z date_updated: 2022-01-06T06:54:14Z department: - _id: '9' - _id: '321' - _id: '149' language: - iso: eng place: Darmstadt project: - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing publication: Materials Science and Engineering (MSE) Congress 2018 publication_status: published status: public title: Investigation of ductility and damage characteristics of EN AW-5182 H18 at non-isothermal forming conditions type: conference_abstract user_id: '60544' year: '2018' ... --- _id: '20' abstract: - lang: eng text: "Approximate computing has shown to provide new ways to improve performance\r\nand power consumption of error-resilient applications. While many of these\r\napplications can be found in image processing, data classification or machine\r\nlearning, we demonstrate its suitability to a problem from scientific\r\ncomputing. Utilizing the self-correcting behavior of iterative algorithms, we\r\nshow that approximate computing can be applied to the calculation of inverse\r\nmatrix p-th roots which are required in many applications in scientific\r\ncomputing. Results show great opportunities to reduce the computational effort\r\nand bandwidth required for the execution of the discussed algorithm, especially\r\nwhen targeting special accelerator hardware." author: - first_name: Michael full_name: Lass, Michael id: '24135' last_name: Lass orcid: 0000-0002-5708-7632 - first_name: Thomas full_name: Kühne, Thomas id: '49079' last_name: Kühne - first_name: Christian full_name: Plessl, Christian id: '16153' last_name: Plessl orcid: 0000-0001-5728-9982 citation: ama: Lass M, Kühne T, Plessl C. Using Approximate Computing for the Calculation of Inverse Matrix p-th Roots. Embedded Systems Letters. 2018;10(2):33-36. doi:10.1109/LES.2017.2760923 apa: Lass, M., Kühne, T., & Plessl, C. (2018). Using Approximate Computing for the Calculation of Inverse Matrix p-th Roots. Embedded Systems Letters, 10(2), 33–36. https://doi.org/10.1109/LES.2017.2760923 bibtex: '@article{Lass_Kühne_Plessl_2018, title={Using Approximate Computing for the Calculation of Inverse Matrix p-th Roots}, volume={10}, DOI={10.1109/LES.2017.2760923}, number={2}, journal={Embedded Systems Letters}, publisher={IEEE}, author={Lass, Michael and Kühne, Thomas and Plessl, Christian}, year={2018}, pages={33–36} }' chicago: 'Lass, Michael, Thomas Kühne, and Christian Plessl. “Using Approximate Computing for the Calculation of Inverse Matrix P-Th Roots.” Embedded Systems Letters 10, no. 2 (2018): 33–36. https://doi.org/10.1109/LES.2017.2760923.' ieee: M. Lass, T. Kühne, and C. Plessl, “Using Approximate Computing for the Calculation of Inverse Matrix p-th Roots,” Embedded Systems Letters, vol. 10, no. 2, pp. 33–36, 2018. mla: Lass, Michael, et al. “Using Approximate Computing for the Calculation of Inverse Matrix P-Th Roots.” Embedded Systems Letters, vol. 10, no. 2, IEEE, 2018, pp. 33–36, doi:10.1109/LES.2017.2760923. short: M. Lass, T. Kühne, C. Plessl, Embedded Systems Letters 10 (2018) 33–36. date_created: 2017-07-25T14:41:08Z date_updated: 2022-01-06T06:54:18Z department: - _id: '27' - _id: '518' - _id: '304' doi: 10.1109/LES.2017.2760923 external_id: arxiv: - '1703.02283' intvolume: ' 10' issue: '2' language: - iso: eng page: ' 33-36' project: - _id: '32' grant_number: PL 595/2-1 name: Performance and Efficiency in HPC with Custom Computing - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing publication: Embedded Systems Letters publication_identifier: eissn: - 1943-0671 issn: - 1943-0663 publication_status: published publisher: IEEE status: public title: Using Approximate Computing for the Calculation of Inverse Matrix p-th Roots type: journal_article user_id: '16153' volume: 10 year: '2018' ... --- _id: '3510' abstract: - lang: eng text: Automated machine learning (AutoML) seeks to automatically select, compose, and parametrize machine learning algorithms, so as to achieve optimal performance on a given task (dataset). Although current approaches to AutoML have already produced impressive results, the field is still far from mature, and new techniques are still being developed. In this paper, we present ML-Plan, a new approach to AutoML based on hierarchical planning. To highlight the potential of this approach, we compare ML-Plan to the state-of-the-art frameworks Auto-WEKA, auto-sklearn, and TPOT. In an extensive series of experiments, we show that ML-Plan is highly competitive and often outperforms existing approaches. article_type: original author: - first_name: Felix full_name: Mohr, Felix last_name: Mohr - first_name: Marcel Dominik full_name: Wever, Marcel Dominik id: '33176' last_name: Wever orcid: ' https://orcid.org/0000-0001-9782-6818' - first_name: Eyke full_name: Hüllermeier, Eyke id: '48129' last_name: Hüllermeier citation: ama: 'Mohr F, Wever MD, Hüllermeier E. ML-Plan: Automated Machine Learning via Hierarchical Planning. Machine Learning. Published online 2018:1495-1515. doi:10.1007/s10994-018-5735-z' apa: 'Mohr, F., Wever, M. D., & Hüllermeier, E. (2018). ML-Plan: Automated Machine Learning via Hierarchical Planning. Machine Learning, 1495–1515. https://doi.org/10.1007/s10994-018-5735-z' bibtex: '@article{Mohr_Wever_Hüllermeier_2018, title={ML-Plan: Automated Machine Learning via Hierarchical Planning}, DOI={10.1007/s10994-018-5735-z}, journal={Machine Learning}, publisher={Springer}, author={Mohr, Felix and Wever, Marcel Dominik and Hüllermeier, Eyke}, year={2018}, pages={1495–1515} }' chicago: 'Mohr, Felix, Marcel Dominik Wever, and Eyke Hüllermeier. “ML-Plan: Automated Machine Learning via Hierarchical Planning.” Machine Learning, 2018, 1495–1515. https://doi.org/10.1007/s10994-018-5735-z.' ieee: 'F. Mohr, M. D. Wever, and E. Hüllermeier, “ML-Plan: Automated Machine Learning via Hierarchical Planning,” Machine Learning, pp. 1495–1515, 2018, doi: 10.1007/s10994-018-5735-z.' mla: 'Mohr, Felix, et al. “ML-Plan: Automated Machine Learning via Hierarchical Planning.” Machine Learning, Springer, 2018, pp. 1495–515, doi:10.1007/s10994-018-5735-z.' short: F. Mohr, M.D. Wever, E. Hüllermeier, Machine Learning (2018) 1495–1515. conference: end_date: 2018-09-14 location: Dublin, Ireland name: European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases start_date: 2018-09-10 date_created: 2018-07-08T14:06:14Z date_updated: 2022-01-06T06:59:21Z ddc: - '000' department: - _id: '355' - _id: '34' - _id: '7' - _id: '26' doi: 10.1007/s10994-018-5735-z file: - access_level: closed content_type: application/pdf creator: ups date_created: 2018-11-02T15:32:16Z date_updated: 2018-11-02T15:32:16Z file_id: '5306' file_name: ML-PlanAutomatedMachineLearnin.pdf file_size: 1070937 relation: main_file success: 1 file_date_updated: 2018-11-02T15:32:16Z has_accepted_license: '1' keyword: - AutoML - Hierarchical Planning - HTN planning - ML-Plan language: - iso: eng main_file_link: - open_access: '1' url: https://rdcu.be/3Nc2 oa: '1' page: 1495-1515 project: - _id: '1' name: SFB 901 - _id: '3' name: SFB 901 - Project Area B - _id: '10' name: SFB 901 - Subproject B2 - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing publication: Machine Learning publication_identifier: eissn: - 1573-0565 issn: - 0885-6125 publication_status: epub_ahead publisher: Springer status: public title: 'ML-Plan: Automated Machine Learning via Hierarchical Planning' type: journal_article user_id: '5786' year: '2018' ... --- _id: '3586' abstract: - lang: eng text: Existing approaches and tools for the generation of approximate circuits often lack generality and are restricted to certain circuit types, approximation techniques, and quality assurance methods. Moreover, only few tools are publicly available. This hinders the development and evaluation of new techniques for approximating circuits and their comparison to previous approaches. In this paper, we first analyze and classify related approaches and then present CIRCA, our flexible framework for search-based approximate circuit generation. CIRCA is developed with a focus on modularity and extensibility. We present the architecture of CIRCA with its clear separation into stages and functional blocks, report on the current prototype, and show initial experiments. author: - first_name: Linus Matthias full_name: Witschen, Linus Matthias id: '49051' last_name: Witschen - first_name: Tobias full_name: Wiersema, Tobias id: '3118' last_name: Wiersema - first_name: Hassan full_name: Ghasemzadeh Mohammadi, Hassan id: '61186' last_name: Ghasemzadeh Mohammadi - first_name: Muhammad full_name: Awais, Muhammad id: '64665' last_name: Awais orcid: https://orcid.org/0000-0003-4148-2969 - first_name: Marco full_name: Platzner, Marco id: '398' last_name: Platzner citation: ama: 'Witschen LM, Wiersema T, Ghasemzadeh Mohammadi H, Awais M, Platzner M. CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation. Third Workshop on Approximate Computing (AxC 2018).' apa: 'Witschen, L. M., Wiersema, T., Ghasemzadeh Mohammadi, H., Awais, M., & Platzner, M. (n.d.). CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation. Third Workshop on Approximate Computing (AxC 2018).' bibtex: '@article{Witschen_Wiersema_Ghasemzadeh Mohammadi_Awais_Platzner, title={CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation}, journal={Third Workshop on Approximate Computing (AxC 2018)}, author={Witschen, Linus Matthias and Wiersema, Tobias and Ghasemzadeh Mohammadi, Hassan and Awais, Muhammad and Platzner, Marco} }' chicago: 'Witschen, Linus Matthias, Tobias Wiersema, Hassan Ghasemzadeh Mohammadi, Muhammad Awais, and Marco Platzner. “CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation.” Third Workshop on Approximate Computing (AxC 2018), n.d.' ieee: 'L. M. Witschen, T. Wiersema, H. Ghasemzadeh Mohammadi, M. Awais, and M. Platzner, “CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation,” Third Workshop on Approximate Computing (AxC 2018). .' mla: 'Witschen, Linus Matthias, et al. “CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation.” Third Workshop on Approximate Computing (AxC 2018).' short: L.M. Witschen, T. Wiersema, H. Ghasemzadeh Mohammadi, M. Awais, M. Platzner, Third Workshop on Approximate Computing (AxC 2018) (n.d.). date_created: 2018-07-20T14:10:46Z date_updated: 2022-01-06T06:59:26Z ddc: - '000' department: - _id: '78' file: - access_level: closed content_type: application/pdf creator: tobias82 date_created: 2018-07-20T14:13:31Z date_updated: 2018-07-20T14:13:31Z file_id: '3587' file_name: WitschenWMAP2018.pdf file_size: 285348 relation: main_file success: 1 file_date_updated: 2018-07-20T14:13:31Z has_accepted_license: '1' keyword: - Approximate Computing - Framework - Pareto Front - Accuracy language: - iso: eng page: '6' project: - _id: '12' name: SFB 901 - Subproject B4 - _id: '1' name: SFB 901 - _id: '3' name: SFB 901 - Project Area B - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing publication: Third Workshop on Approximate Computing (AxC 2018) publication_status: accepted status: public title: 'CIRCA: Towards a Modular and Extensible Framework for Approximate Circuit Generation' type: preprint user_id: '49051' year: '2018' ... --- _id: '3588' abstract: - lang: eng text: 'In scientific computing, unstructured meshes are a crucial foundation for the simulation of real-world physical phenomena. Compared to regular grids, they allow resembling the computational domain with a much higher accuracy, which in turn leads to more efficient computations.
There exists a wealth of supporting libraries and frameworks that aid programmers with the implementation of applications working on such grids, each built on top of existing parallelization technologies. However, many approaches require the programmer to introduce a different programming paradigm into their application or provide different variants of the code. SYCL is a new programming standard providing a remedy to this dilemma by building on standard C ++17 with its so-called single-source approach: Programmers write standard C ++ code and expose parallelism using C++17 keywords. The application is
then transformed into a concrete implementation by the SYCL implementation. By encapsulating the OpenCL ecosystem, different SYCL implementations enable not only the programming of CPUs but also of heterogeneous platforms such as GPUs or other devices. For the first time, this paper showcases a SYCL-
based solver for the nodal Discontinuous Galerkin method for Maxwell’s equations on unstructured meshes. We compare our solution to a previous C-based implementation with respect to programmability and performance on heterogeneous platforms.Proceedings of the 29th Annual IEEE International Conference on Application-Specific Systems, Architectures and Processors (ASAP). ; 2018:49-56. doi:10.1109/ASAP.2018.8445127' apa: 'Afzal, A., Schmitt, C., Alhaddad, S., Grynko, Y., Teich, J., Förstner, J., & Hannig, F. (2018). Solving Maxwell’s Equations with Modern C++ and SYCL: A Case Study. In Proceedings of the 29th Annual IEEE International Conference on Application-specific Systems, Architectures and Processors (ASAP) (pp. 49–56). https://doi.org/10.1109/ASAP.2018.8445127' bibtex: '@inproceedings{Afzal_Schmitt_Alhaddad_Grynko_Teich_Förstner_Hannig_2018, title={Solving Maxwell’s Equations with Modern C++ and SYCL: A Case Study}, DOI={10.1109/ASAP.2018.8445127}, booktitle={Proceedings of the 29th Annual IEEE International Conference on Application-specific Systems, Architectures and Processors (ASAP)}, author={Afzal, Ayesha and Schmitt, Christian and Alhaddad, Samer and Grynko, Yevgen and Teich, Jürgen and Förstner, Jens and Hannig, Frank}, year={2018}, pages={49–56} }' chicago: 'Afzal, Ayesha, Christian Schmitt, Samer Alhaddad, Yevgen Grynko, Jürgen Teich, Jens Förstner, and Frank Hannig. “Solving Maxwell’s Equations with Modern C++ and SYCL: A Case Study.” In Proceedings of the 29th Annual IEEE International Conference on Application-Specific Systems, Architectures and Processors (ASAP), 49–56, 2018. https://doi.org/10.1109/ASAP.2018.8445127.' ieee: 'A. Afzal et al., “Solving Maxwell’s Equations with Modern C++ and SYCL: A Case Study,” in Proceedings of the 29th Annual IEEE International Conference on Application-specific Systems, Architectures and Processors (ASAP), 2018, pp. 49–56.' mla: 'Afzal, Ayesha, et al. “Solving Maxwell’s Equations with Modern C++ and SYCL: A Case Study.” Proceedings of the 29th Annual IEEE International Conference on Application-Specific Systems, Architectures and Processors (ASAP), 2018, pp. 49–56, doi:10.1109/ASAP.2018.8445127.' short: 'A. Afzal, C. Schmitt, S. Alhaddad, Y. Grynko, J. Teich, J. Förstner, F. Hannig, in: Proceedings of the 29th Annual IEEE International Conference on Application-Specific Systems, Architectures and Processors (ASAP), 2018, pp. 49–56.' date_created: 2018-07-23T07:12:03Z date_updated: 2022-01-06T06:59:26Z ddc: - '004' department: - _id: '61' doi: 10.1109/ASAP.2018.8445127 file: - access_level: request content_type: application/pdf creator: fossie date_created: 2018-08-21T10:12:05Z date_updated: 2022-01-06T06:59:26Z embargo: 2019-09-03 embargo_to: open_access file_id: '3986' file_name: 2018-08 Afzal - ASAP Proceedings - Solving Maxwell equations with modern C++ and SYCL.pdf file_size: 252186 relation: main_file file_date_updated: 2022-01-06T06:59:26Z has_accepted_license: '1' keyword: - tet_topic_hpc language: - iso: eng page: 49-56 project: - _id: '33' grant_number: 01|H16005 name: HighPerMeshes - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing publication: Proceedings of the 29th Annual IEEE International Conference on Application-specific Systems, Architectures and Processors (ASAP) publication_identifier: isbn: - 978-1-5386-7479-6 status: public title: 'Solving Maxwell''s Equations with Modern C++ and SYCL: A Case Study' type: conference user_id: '158' year: '2018' ... --- _id: '1165' author: - first_name: Linus Matthias full_name: Witschen, Linus Matthias id: '49051' last_name: Witschen - first_name: Tobias full_name: Wiersema, Tobias id: '3118' last_name: Wiersema - first_name: Marco full_name: Platzner, Marco id: '398' last_name: Platzner citation: ama: Witschen LM, Wiersema T, Platzner M. Making the Case for Proof-carrying Approximate Circuits. 4th Workshop On Approximate Computing (WAPCO 2018). 2018. apa: Witschen, L. M., Wiersema, T., & Platzner, M. (2018). Making the Case for Proof-carrying Approximate Circuits. 4th Workshop On Approximate Computing (WAPCO 2018). bibtex: '@article{Witschen_Wiersema_Platzner_2018, title={Making the Case for Proof-carrying Approximate Circuits}, journal={4th Workshop On Approximate Computing (WAPCO 2018)}, author={Witschen, Linus Matthias and Wiersema, Tobias and Platzner, Marco}, year={2018} }' chicago: Witschen, Linus Matthias, Tobias Wiersema, and Marco Platzner. “Making the Case for Proof-Carrying Approximate Circuits.” 4th Workshop On Approximate Computing (WAPCO 2018), 2018. ieee: L. M. Witschen, T. Wiersema, and M. Platzner, “Making the Case for Proof-carrying Approximate Circuits,” 4th Workshop On Approximate Computing (WAPCO 2018). 2018. mla: Witschen, Linus Matthias, et al. “Making the Case for Proof-Carrying Approximate Circuits.” 4th Workshop On Approximate Computing (WAPCO 2018), 2018. short: L.M. Witschen, T. Wiersema, M. Platzner, 4th Workshop On Approximate Computing (WAPCO 2018) (2018). date_created: 2018-02-01T14:24:54Z date_updated: 2022-01-06T06:51:06Z ddc: - '000' department: - _id: '7' - _id: '34' - _id: '78' file: - access_level: closed content_type: application/pdf creator: tobias82 date_created: 2018-11-26T08:00:53Z date_updated: 2018-11-26T08:00:53Z file_id: '5821' file_name: WitschenWP2018[1].pdf file_size: 287224 relation: main_file success: 1 file_date_updated: 2018-11-26T08:00:53Z has_accepted_license: '1' language: - iso: eng project: - _id: '1' name: SFB 901 - _id: '3' name: SFB 901 - Project Area B - _id: '12' name: SFB 901 - Subproject B4 - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing publication: 4th Workshop On Approximate Computing (WAPCO 2018) status: public title: Making the Case for Proof-carrying Approximate Circuits type: preprint user_id: '49051' year: '2018' ... --- _id: '2109' abstract: - lang: eng text: In multinomial classification, reduction techniques are commonly used to decompose the original learning problem into several simpler problems. For example, by recursively bisecting the original set of classes, so-called nested dichotomies define a set of binary classification problems that are organized in the structure of a binary tree. In contrast to the existing one-shot heuristics for constructing nested dichotomies and motivated by recent work on algorithm configuration, we propose a genetic algorithm for optimizing the structure of such dichotomies. A key component of this approach is the proposed genetic representation that facilitates the application of standard genetic operators, while still supporting the exchange of partial solutions under recombination. We evaluate the approach in an extensive experimental study, showing that it yields classifiers with superior generalization performance. author: - first_name: Marcel Dominik full_name: Wever, Marcel Dominik id: '33176' last_name: Wever orcid: ' https://orcid.org/0000-0001-9782-6818' - first_name: Felix full_name: Mohr, Felix last_name: Mohr - first_name: Eyke full_name: Hüllermeier, Eyke id: '48129' last_name: Hüllermeier citation: ama: 'Wever MD, Mohr F, Hüllermeier E. Ensembles of Evolved Nested Dichotomies for Classification. In: Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2018, Kyoto, Japan, July 15-19, 2018. Kyoto, Japan: ACM; 2018. doi:10.1145/3205455.3205562' apa: 'Wever, M. D., Mohr, F., & Hüllermeier, E. (2018). Ensembles of Evolved Nested Dichotomies for Classification. In Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2018, Kyoto, Japan, July 15-19, 2018. Kyoto, Japan: ACM. https://doi.org/10.1145/3205455.3205562' bibtex: '@inproceedings{Wever_Mohr_Hüllermeier_2018, place={Kyoto, Japan}, title={Ensembles of Evolved Nested Dichotomies for Classification}, DOI={10.1145/3205455.3205562}, booktitle={Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2018, Kyoto, Japan, July 15-19, 2018}, publisher={ACM}, author={Wever, Marcel Dominik and Mohr, Felix and Hüllermeier, Eyke}, year={2018} }' chicago: 'Wever, Marcel Dominik, Felix Mohr, and Eyke Hüllermeier. “Ensembles of Evolved Nested Dichotomies for Classification.” In Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2018, Kyoto, Japan, July 15-19, 2018. Kyoto, Japan: ACM, 2018. https://doi.org/10.1145/3205455.3205562.' ieee: M. D. Wever, F. Mohr, and E. Hüllermeier, “Ensembles of Evolved Nested Dichotomies for Classification,” in Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2018, Kyoto, Japan, July 15-19, 2018, Kyoto, Japan, 2018. mla: Wever, Marcel Dominik, et al. “Ensembles of Evolved Nested Dichotomies for Classification.” Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2018, Kyoto, Japan, July 15-19, 2018, ACM, 2018, doi:10.1145/3205455.3205562. short: 'M.D. Wever, F. Mohr, E. Hüllermeier, in: Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2018, Kyoto, Japan, July 15-19, 2018, ACM, Kyoto, Japan, 2018.' conference: end_date: 2018-07-19 location: Kyoto, Japan name: GECCO 2018 start_date: 2018-07-15 date_created: 2018-03-31T13:51:23Z date_updated: 2022-01-06T06:54:45Z ddc: - '000' department: - _id: '355' doi: 10.1145/3205455.3205562 file: - access_level: closed content_type: application/pdf creator: ups date_created: 2018-11-02T14:33:54Z date_updated: 2018-11-02T14:33:54Z file_id: '5275' file_name: p561-wever.pdf file_size: 875404 relation: main_file success: 1 file_date_updated: 2018-11-02T14:33:54Z has_accepted_license: '1' keyword: - Classification - Hierarchical Decomposition - Indirect Encoding language: - iso: eng main_file_link: - open_access: '1' url: https://dl.acm.org/citation.cfm?doid=3205455.3205562 oa: '1' place: Kyoto, Japan project: - _id: '1' name: SFB 901 - _id: '3' name: SFB 901 - Project Area B - _id: '10' name: SFB 901 - Subproject B2 - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing publication: Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2018, Kyoto, Japan, July 15-19, 2018 publication_status: published publisher: ACM status: public title: Ensembles of Evolved Nested Dichotomies for Classification type: conference user_id: '33176' year: '2018' ... --- _id: '17713' author: - first_name: Marcel Dominik full_name: Wever, Marcel Dominik id: '33176' last_name: Wever orcid: ' https://orcid.org/0000-0001-9782-6818' - first_name: Felix full_name: Mohr, Felix last_name: Mohr - first_name: Eyke full_name: Hüllermeier, Eyke id: '48129' last_name: Hüllermeier citation: ama: Wever MD, Mohr F, Hüllermeier E. Automated Multi-Label Classification based on ML-Plan. Published online 2018. apa: Wever, M. D., Mohr, F., & Hüllermeier, E. (2018). Automated Multi-Label Classification based on ML-Plan. Arxiv. bibtex: '@article{Wever_Mohr_Hüllermeier_2018, title={Automated Multi-Label Classification based on ML-Plan}, publisher={Arxiv}, author={Wever, Marcel Dominik and Mohr, Felix and Hüllermeier, Eyke}, year={2018} }' chicago: Wever, Marcel Dominik, Felix Mohr, and Eyke Hüllermeier. “Automated Multi-Label Classification Based on ML-Plan.” Arxiv, 2018. ieee: M. D. Wever, F. Mohr, and E. Hüllermeier, “Automated Multi-Label Classification based on ML-Plan.” Arxiv, 2018. mla: Wever, Marcel Dominik, et al. Automated Multi-Label Classification Based on ML-Plan. Arxiv, 2018. short: M.D. Wever, F. Mohr, E. Hüllermeier, (2018). date_created: 2020-08-07T11:38:10Z date_updated: 2022-01-06T06:53:17Z department: - _id: '34' - _id: '355' - _id: '26' language: - iso: eng main_file_link: - open_access: '1' url: https://arxiv.org/pdf/1811.04060.pdf oa: '1' project: - _id: '1' name: SFB 901 - _id: '3' name: SFB 901 - Project Area B - _id: '10' name: SFB 901 - Subproject B2 - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing publisher: Arxiv status: public title: Automated Multi-Label Classification based on ML-Plan type: preprint user_id: '5786' year: '2018' ... --- _id: '17714' author: - first_name: Felix full_name: Mohr, Felix last_name: Mohr - first_name: Marcel Dominik full_name: Wever, Marcel Dominik id: '33176' last_name: Wever orcid: ' https://orcid.org/0000-0001-9782-6818' - first_name: Eyke full_name: Hüllermeier, Eyke id: '48129' last_name: Hüllermeier citation: ama: Mohr F, Wever MD, Hüllermeier E. Automated machine learning service composition. Published online 2018. apa: Mohr, F., Wever, M. D., & Hüllermeier, E. (2018). Automated machine learning service composition. bibtex: '@article{Mohr_Wever_Hüllermeier_2018, title={Automated machine learning service composition}, author={Mohr, Felix and Wever, Marcel Dominik and Hüllermeier, Eyke}, year={2018} }' chicago: Mohr, Felix, Marcel Dominik Wever, and Eyke Hüllermeier. “Automated Machine Learning Service Composition,” 2018. ieee: F. Mohr, M. D. Wever, and E. Hüllermeier, “Automated machine learning service composition.” 2018. mla: Mohr, Felix, et al. Automated Machine Learning Service Composition. 2018. short: F. Mohr, M.D. Wever, E. Hüllermeier, (2018). date_created: 2020-08-07T11:40:13Z date_updated: 2022-01-06T06:53:17Z department: - _id: '34' - _id: '355' - _id: '26' language: - iso: eng main_file_link: - open_access: '1' url: https://arxiv.org/pdf/1809.00486.pdf oa: '1' project: - _id: '1' name: SFB 901 - _id: '3' name: SFB 901 - Project Area B - _id: '10' name: SFB 901 - Subproject B2 - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing status: public title: Automated machine learning service composition type: preprint user_id: '5786' year: '2018' ... --- _id: '23968' author: - first_name: Alexander full_name: Zibart, Alexander id: '11029' last_name: Zibart - first_name: Eugeny full_name: Kenig, Eugeny id: '665' last_name: Kenig citation: ama: 'Zibart A, Kenig E. FALLING LIQUID FILM FLOW OVER THE WAVY SURFACE OF VERTICAL PILLOW PLATES − A NUMERICAL INVESTIGATION. In: ; 2018. doi:10.1615/IHTC16.mpf.024081' apa: Zibart, A., & Kenig, E. (2018). FALLING LIQUID FILM FLOW OVER THE WAVY SURFACE OF VERTICAL PILLOW PLATES − A NUMERICAL INVESTIGATION. Presented at the International Heat Transfer Conference 16, Beijing, China. https://doi.org/10.1615/IHTC16.mpf.024081 bibtex: '@inproceedings{Zibart_Kenig_2018, title={FALLING LIQUID FILM FLOW OVER THE WAVY SURFACE OF VERTICAL PILLOW PLATES − A NUMERICAL INVESTIGATION}, DOI={10.1615/IHTC16.mpf.024081}, author={Zibart, Alexander and Kenig, Eugeny}, year={2018} }' chicago: Zibart, Alexander, and Eugeny Kenig. “FALLING LIQUID FILM FLOW OVER THE WAVY SURFACE OF VERTICAL PILLOW PLATES − A NUMERICAL INVESTIGATION,” 2018. https://doi.org/10.1615/IHTC16.mpf.024081. ieee: A. Zibart and E. Kenig, “FALLING LIQUID FILM FLOW OVER THE WAVY SURFACE OF VERTICAL PILLOW PLATES − A NUMERICAL INVESTIGATION,” presented at the International Heat Transfer Conference 16, Beijing, China, 2018. mla: Zibart, Alexander, and Eugeny Kenig. FALLING LIQUID FILM FLOW OVER THE WAVY SURFACE OF VERTICAL PILLOW PLATES − A NUMERICAL INVESTIGATION. 2018, doi:10.1615/IHTC16.mpf.024081. short: 'A. Zibart, E. Kenig, in: 2018.' conference: location: Beijing, China name: ' International Heat Transfer Conference 16' date_created: 2021-09-08T10:55:35Z date_updated: 2022-01-06T06:56:04Z department: - _id: '9' - _id: '145' doi: 10.1615/IHTC16.mpf.024081 language: - iso: eng project: - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing status: public title: FALLING LIQUID FILM FLOW OVER THE WAVY SURFACE OF VERTICAL PILLOW PLATES − A NUMERICAL INVESTIGATION type: conference_abstract user_id: '11029' year: '2018' ... --- _id: '23971' author: - first_name: Alexander full_name: Zibart, Alexander id: '11029' last_name: Zibart - first_name: Eugeny full_name: Kenig, Eugeny id: '665' last_name: Kenig citation: ama: 'Zibart A, Kenig E. Numerische Untersuchung der gravitationsgetriebenen Filmströmung auf der welligen Oberfläche von Kissenplattenwärmeübertragern. In: ; 2018.' apa: Zibart, A., & Kenig, E. (2018). Numerische Untersuchung der gravitationsgetriebenen Filmströmung auf der welligen Oberfläche von Kissenplattenwärmeübertragern. Presented at the Jahrestreffen der ProcessNet-Fachgruppe Wärme- und Stoffübertragung, Bremen. bibtex: '@inproceedings{Zibart_Kenig_2018, title={Numerische Untersuchung der gravitationsgetriebenen Filmströmung auf der welligen Oberfläche von Kissenplattenwärmeübertragern}, author={Zibart, Alexander and Kenig, Eugeny}, year={2018} }' chicago: Zibart, Alexander, and Eugeny Kenig. “Numerische Untersuchung Der Gravitationsgetriebenen Filmströmung Auf Der Welligen Oberfläche von Kissenplattenwärmeübertragern,” 2018. ieee: A. Zibart and E. Kenig, “Numerische Untersuchung der gravitationsgetriebenen Filmströmung auf der welligen Oberfläche von Kissenplattenwärmeübertragern,” presented at the Jahrestreffen der ProcessNet-Fachgruppe Wärme- und Stoffübertragung, Bremen, 2018. mla: Zibart, Alexander, and Eugeny Kenig. Numerische Untersuchung Der Gravitationsgetriebenen Filmströmung Auf Der Welligen Oberfläche von Kissenplattenwärmeübertragern. 2018. short: 'A. Zibart, E. Kenig, in: 2018.' conference: location: Bremen name: Jahrestreffen der ProcessNet-Fachgruppe Wärme- und Stoffübertragung date_created: 2021-09-08T11:05:47Z date_updated: 2022-01-06T06:56:04Z department: - _id: '9' - _id: '145' language: - iso: eng project: - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing status: public title: Numerische Untersuchung der gravitationsgetriebenen Filmströmung auf der welligen Oberfläche von Kissenplattenwärmeübertragern type: conference_abstract user_id: '11029' year: '2018' ... --- _id: '4581' author: - first_name: Yevgen full_name: Grynko, Yevgen id: '26059' last_name: Grynko - first_name: Jens full_name: Förstner, Jens id: '158' last_name: Förstner orcid: 0000-0001-7059-9862 citation: ama: 'Grynko Y, Förstner J. Application of the Discontinuous Galerkin Time Domain Method in Nonlinear Nanoplasmonics. In: 2018 IEEE 17th International Conference on Mathematical Methods in Electromagnetic Theory (MMET). IEEE; 2018. doi:10.1109/mmet.2018.8460261' apa: Grynko, Y., & Förstner, J. (2018). Application of the Discontinuous Galerkin Time Domain Method in Nonlinear Nanoplasmonics. In 2018 IEEE 17th International Conference on Mathematical Methods in Electromagnetic Theory (MMET). IEEE. https://doi.org/10.1109/mmet.2018.8460261 bibtex: '@inproceedings{Grynko_Förstner_2018, title={Application of the Discontinuous Galerkin Time Domain Method in Nonlinear Nanoplasmonics}, DOI={10.1109/mmet.2018.8460261}, booktitle={2018 IEEE 17th International Conference on Mathematical Methods in Electromagnetic Theory (MMET)}, publisher={IEEE}, author={Grynko, Yevgen and Förstner, Jens}, year={2018} }' chicago: Grynko, Yevgen, and Jens Förstner. “Application of the Discontinuous Galerkin Time Domain Method in Nonlinear Nanoplasmonics.” In 2018 IEEE 17th International Conference on Mathematical Methods in Electromagnetic Theory (MMET). IEEE, 2018. https://doi.org/10.1109/mmet.2018.8460261. ieee: Y. Grynko and J. Förstner, “Application of the Discontinuous Galerkin Time Domain Method in Nonlinear Nanoplasmonics,” in 2018 IEEE 17th International Conference on Mathematical Methods in Electromagnetic Theory (MMET), 2018. mla: Grynko, Yevgen, and Jens Förstner. “Application of the Discontinuous Galerkin Time Domain Method in Nonlinear Nanoplasmonics.” 2018 IEEE 17th International Conference on Mathematical Methods in Electromagnetic Theory (MMET), IEEE, 2018, doi:10.1109/mmet.2018.8460261. short: 'Y. Grynko, J. Förstner, in: 2018 IEEE 17th International Conference on Mathematical Methods in Electromagnetic Theory (MMET), IEEE, 2018.' date_created: 2018-10-04T22:21:39Z date_updated: 2022-01-06T07:01:14Z ddc: - '530' department: - _id: '61' doi: 10.1109/mmet.2018.8460261 file: - access_level: closed content_type: application/pdf creator: fossie date_created: 2018-10-04T22:25:59Z date_updated: 2018-10-04T22:25:59Z file_id: '4582' file_name: 2018-09 Grynko - MMET (preprint).pdf file_size: 1131678 relation: main_file success: 1 file_date_updated: 2018-10-04T22:25:59Z has_accepted_license: '1' keyword: - tet_topic_numerics - tet_topic_shg language: - iso: eng project: - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing publication: 2018 IEEE 17th International Conference on Mathematical Methods in Electromagnetic Theory (MMET) publication_identifier: isbn: - '9781538654385' publication_status: published publisher: IEEE status: public title: Application of the Discontinuous Galerkin Time Domain Method in Nonlinear Nanoplasmonics type: conference user_id: '158' year: '2018' ... --- _id: '8754' abstract: - lang: eng text: In this chapter, we combine a global, derivative-free subdivision algorithm for multiobjective optimization problems with a posteriori error estimates for reduced-order models based on Proper Orthogonal Decomposition in order to efficiently solve multiobjective optimization problems governed by partial differential equations. An error bound for a semilinear heat equation is developed in such a way that the errors in the conflicting objectives can be estimated individually. The resulting algorithm constructs a library of locally valid reduced-order models online using a Greedy (worst-first) search. Using this approach, the number of evaluations of the full-order model can be reduced by a factor of more than 1000. author: - first_name: Dennis full_name: Beermann, Dennis last_name: Beermann - first_name: Michael full_name: Dellnitz, Michael last_name: Dellnitz - first_name: Sebastian full_name: Peitz, Sebastian id: '47427' last_name: Peitz orcid: https://orcid.org/0000-0002-3389-793X - first_name: Stefan full_name: Volkwein, Stefan last_name: Volkwein citation: ama: 'Beermann D, Dellnitz M, Peitz S, Volkwein S. Set-Oriented Multiobjective Optimal Control of PDEs Using Proper Orthogonal Decomposition. In: Reduced-Order Modeling (ROM) for Simulation and Optimization. Cham; 2018:47-72. doi:10.1007/978-3-319-75319-5_3' apa: Beermann, D., Dellnitz, M., Peitz, S., & Volkwein, S. (2018). Set-Oriented Multiobjective Optimal Control of PDEs Using Proper Orthogonal Decomposition. In Reduced-Order Modeling (ROM) for Simulation and Optimization (pp. 47–72). Cham. https://doi.org/10.1007/978-3-319-75319-5_3 bibtex: '@inbook{Beermann_Dellnitz_Peitz_Volkwein_2018, place={Cham}, title={Set-Oriented Multiobjective Optimal Control of PDEs Using Proper Orthogonal Decomposition}, DOI={10.1007/978-3-319-75319-5_3}, booktitle={Reduced-Order Modeling (ROM) for Simulation and Optimization}, author={Beermann, Dennis and Dellnitz, Michael and Peitz, Sebastian and Volkwein, Stefan}, year={2018}, pages={47–72} }' chicago: Beermann, Dennis, Michael Dellnitz, Sebastian Peitz, and Stefan Volkwein. “Set-Oriented Multiobjective Optimal Control of PDEs Using Proper Orthogonal Decomposition.” In Reduced-Order Modeling (ROM) for Simulation and Optimization, 47–72. Cham, 2018. https://doi.org/10.1007/978-3-319-75319-5_3. ieee: D. Beermann, M. Dellnitz, S. Peitz, and S. Volkwein, “Set-Oriented Multiobjective Optimal Control of PDEs Using Proper Orthogonal Decomposition,” in Reduced-Order Modeling (ROM) for Simulation and Optimization, Cham, 2018, pp. 47–72. mla: Beermann, Dennis, et al. “Set-Oriented Multiobjective Optimal Control of PDEs Using Proper Orthogonal Decomposition.” Reduced-Order Modeling (ROM) for Simulation and Optimization, 2018, pp. 47–72, doi:10.1007/978-3-319-75319-5_3. short: 'D. Beermann, M. Dellnitz, S. Peitz, S. Volkwein, in: Reduced-Order Modeling (ROM) for Simulation and Optimization, Cham, 2018, pp. 47–72.' date_created: 2019-03-29T13:31:20Z date_updated: 2022-01-06T07:04:00Z department: - _id: '101' doi: 10.1007/978-3-319-75319-5_3 language: - iso: eng page: 47-72 place: Cham project: - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing publication: Reduced-Order Modeling (ROM) for Simulation and Optimization publication_identifier: isbn: - '9783319753188' - '9783319753195' publication_status: published status: public title: Set-Oriented Multiobjective Optimal Control of PDEs Using Proper Orthogonal Decomposition type: book_chapter user_id: '47427' year: '2018' ... --- _id: '8755' abstract: - lang: eng text: Dynamic mode decomposition (DMD) is a recently developed tool for the analysis of the behavior of complex dynamical systems. In this paper, we will propose an extension of DMD that exploits low-rank tensor decompositions of potentially high-dimensional data sets to compute the corresponding DMD modes and eigenvalues. The goal is to reduce the computational complexity and also the amount of memory required to store the data in order to mitigate the curse of dimensionality. The efficiency of these tensor-based methods will be illustrated with the aid of several different fluid dynamics problems such as the von Kármán vortex street and the simulation of two merging vortices. article_type: original author: - first_name: Stefan full_name: Klus, Stefan last_name: Klus - first_name: Patrick full_name: Gelß, Patrick last_name: Gelß - first_name: Sebastian full_name: Peitz, Sebastian id: '47427' last_name: Peitz orcid: https://orcid.org/0000-0002-3389-793X - first_name: Christof full_name: Schütte, Christof last_name: Schütte citation: ama: Klus S, Gelß P, Peitz S, Schütte C. Tensor-based dynamic mode decomposition. Nonlinearity. 2018;31(7):3359-3380. doi:10.1088/1361-6544/aabc8f apa: Klus, S., Gelß, P., Peitz, S., & Schütte, C. (2018). Tensor-based dynamic mode decomposition. Nonlinearity, 31(7), 3359–3380. https://doi.org/10.1088/1361-6544/aabc8f bibtex: '@article{Klus_Gelß_Peitz_Schütte_2018, title={Tensor-based dynamic mode decomposition}, volume={31}, DOI={10.1088/1361-6544/aabc8f}, number={7}, journal={Nonlinearity}, author={Klus, Stefan and Gelß, Patrick and Peitz, Sebastian and Schütte, Christof}, year={2018}, pages={3359–3380} }' chicago: 'Klus, Stefan, Patrick Gelß, Sebastian Peitz, and Christof Schütte. “Tensor-Based Dynamic Mode Decomposition.” Nonlinearity 31, no. 7 (2018): 3359–80. https://doi.org/10.1088/1361-6544/aabc8f.' ieee: S. Klus, P. Gelß, S. Peitz, and C. Schütte, “Tensor-based dynamic mode decomposition,” Nonlinearity, vol. 31, no. 7, pp. 3359–3380, 2018. mla: Klus, Stefan, et al. “Tensor-Based Dynamic Mode Decomposition.” Nonlinearity, vol. 31, no. 7, 2018, pp. 3359–80, doi:10.1088/1361-6544/aabc8f. short: S. Klus, P. Gelß, S. Peitz, C. Schütte, Nonlinearity 31 (2018) 3359–3380. date_created: 2019-03-29T13:32:04Z date_updated: 2022-01-06T07:04:00Z department: - _id: '101' doi: 10.1088/1361-6544/aabc8f intvolume: ' 31' issue: '7' language: - iso: eng page: 3359-3380 project: - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing publication: Nonlinearity publication_identifier: issn: - 0951-7715 - 1361-6544 publication_status: published status: public title: Tensor-based dynamic mode decomposition type: journal_article user_id: '47427' volume: 31 year: '2018' ... --- _id: '8757' abstract: - lang: eng text: A framework for set‐oriented multiobjective optimal control of partial differential equations using reduced order modeling has recently been developed [1]. Following concepts from localized reduced bases methods, error estimators for the reduced cost functionals are utilized to construct a library of locally valid reduced order models. This way, a superset of the Pareto set can efficiently be computed while maintaining a prescribed error bound. In this article, this algorithm is applied to a problem with non‐smooth objective functionals. Using an academic example, we show that the extension to non‐smooth problems can be realized in a straightforward manner. We then discuss the implications on the numerical results. author: - first_name: Dennis full_name: Beermann, Dennis last_name: Beermann - first_name: Michael full_name: Dellnitz, Michael last_name: Dellnitz - first_name: Sebastian full_name: Peitz, Sebastian id: '47427' last_name: Peitz orcid: https://orcid.org/0000-0002-3389-793X - first_name: Stefan full_name: Volkwein, Stefan last_name: Volkwein citation: ama: 'Beermann D, Dellnitz M, Peitz S, Volkwein S. POD-based multiobjective optimal control of PDEs with non-smooth objectives. In: PAMM. ; 2018:51-54. doi:10.1002/pamm.201710015' apa: Beermann, D., Dellnitz, M., Peitz, S., & Volkwein, S. (2018). POD-based multiobjective optimal control of PDEs with non-smooth objectives. In PAMM (pp. 51–54). https://doi.org/10.1002/pamm.201710015 bibtex: '@inproceedings{Beermann_Dellnitz_Peitz_Volkwein_2018, title={POD-based multiobjective optimal control of PDEs with non-smooth objectives}, DOI={10.1002/pamm.201710015}, booktitle={PAMM}, author={Beermann, Dennis and Dellnitz, Michael and Peitz, Sebastian and Volkwein, Stefan}, year={2018}, pages={51–54} }' chicago: Beermann, Dennis, Michael Dellnitz, Sebastian Peitz, and Stefan Volkwein. “POD-Based Multiobjective Optimal Control of PDEs with Non-Smooth Objectives.” In PAMM, 51–54, 2018. https://doi.org/10.1002/pamm.201710015. ieee: D. Beermann, M. Dellnitz, S. Peitz, and S. Volkwein, “POD-based multiobjective optimal control of PDEs with non-smooth objectives,” in PAMM, 2018, pp. 51–54. mla: Beermann, Dennis, et al. “POD-Based Multiobjective Optimal Control of PDEs with Non-Smooth Objectives.” PAMM, 2018, pp. 51–54, doi:10.1002/pamm.201710015. short: 'D. Beermann, M. Dellnitz, S. Peitz, S. Volkwein, in: PAMM, 2018, pp. 51–54.' date_created: 2019-03-29T13:34:25Z date_updated: 2022-01-06T07:04:00Z department: - _id: '101' doi: 10.1002/pamm.201710015 language: - iso: eng page: 51-54 project: - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing publication: PAMM publication_identifier: issn: - 1617-7061 publication_status: published status: public title: POD-based multiobjective optimal control of PDEs with non-smooth objectives type: conference user_id: '47427' year: '2018' ... --- _id: '6567' author: - first_name: Sarah full_name: Johannesmann, Sarah id: '29190' last_name: Johannesmann - first_name: Julia full_name: Düchting, Julia last_name: Düchting - first_name: Manuel full_name: Webersen, Manuel id: '11289' last_name: Webersen orcid: 0000-0001-6411-4232 - first_name: Leander full_name: Claes, Leander id: '11829' last_name: Claes orcid: 0000-0002-4393-268X - first_name: Bernd full_name: Henning, Bernd id: '213' last_name: Henning citation: ama: Johannesmann S, Düchting J, Webersen M, Claes L, Henning B. An acoustic waveguide-based approach to the complete characterisation of linear elastic, orthotropic material behaviour. tm - Technisches Messen. 2018;2018(85):478-486. doi:10.1515/teme-2017-0132 apa: Johannesmann, S., Düchting, J., Webersen, M., Claes, L., & Henning, B. (2018). An acoustic waveguide-based approach to the complete characterisation of linear elastic, orthotropic material behaviour. Tm - Technisches Messen, 2018(85), 478–486. https://doi.org/10.1515/teme-2017-0132 bibtex: '@article{Johannesmann_Düchting_Webersen_Claes_Henning_2018, title={An acoustic waveguide-based approach to the complete characterisation of linear elastic, orthotropic material behaviour}, volume={2018}, DOI={10.1515/teme-2017-0132}, number={85}, journal={tm - Technisches Messen}, author={Johannesmann, Sarah and Düchting, Julia and Webersen, Manuel and Claes, Leander and Henning, Bernd}, year={2018}, pages={478–486} }' chicago: 'Johannesmann, Sarah, Julia Düchting, Manuel Webersen, Leander Claes, and Bernd Henning. “An Acoustic Waveguide-Based Approach to the Complete Characterisation of Linear Elastic, Orthotropic Material Behaviour.” Tm - Technisches Messen 2018, no. 85 (2018): 478–86. https://doi.org/10.1515/teme-2017-0132.' ieee: S. Johannesmann, J. Düchting, M. Webersen, L. Claes, and B. Henning, “An acoustic waveguide-based approach to the complete characterisation of linear elastic, orthotropic material behaviour,” tm - Technisches Messen, vol. 2018, no. 85, pp. 478–486, 2018. mla: Johannesmann, Sarah, et al. “An Acoustic Waveguide-Based Approach to the Complete Characterisation of Linear Elastic, Orthotropic Material Behaviour.” Tm - Technisches Messen, vol. 2018, no. 85, 2018, pp. 478–86, doi:10.1515/teme-2017-0132. short: S. Johannesmann, J. Düchting, M. Webersen, L. Claes, B. Henning, Tm - Technisches Messen 2018 (2018) 478–486. date_created: 2019-01-09T14:37:15Z date_updated: 2022-01-06T07:03:12Z department: - _id: '49' doi: 10.1515/teme-2017-0132 intvolume: ' 2018' issue: '85' keyword: - Continous-fibre reinforced plastics - material parameters - orthotropy - ultrasonics language: - iso: eng page: 478-486 project: - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing - _id: '88' grant_number: '260306237' name: Ermittlung des hydrothermischen Alterungsverhaltens endlosfaserverstärkter Thermoplaste und Entwicklung eines ultraschallbasierten Messsystems zur zerstörungsfreien Charakterisierung des Alterungszustands für die Komponentenüberwachung und Restlebenszeitprädiktion publication: tm - Technisches Messen publication_identifier: issn: - 0171-8096 quality_controlled: '1' status: public title: An acoustic waveguide-based approach to the complete characterisation of linear elastic, orthotropic material behaviour type: journal_article user_id: '11829' volume: 2018 year: '2018' ... --- _id: '6568' author: - first_name: Sarah full_name: Johannesmann, Sarah id: '29190' last_name: Johannesmann - first_name: Tobias full_name: Brockschmidt, Tobias last_name: Brockschmidt - first_name: Friedhelm full_name: Rump, Friedhelm last_name: Rump - first_name: Manuel full_name: Webersen, Manuel id: '11289' last_name: Webersen orcid: 0000-0001-6411-4232 - first_name: Leander full_name: Claes, Leander id: '11829' last_name: Claes orcid: 0000-0002-4393-268X - first_name: Bernd full_name: Henning, Bernd id: '213' last_name: Henning citation: ama: 'Johannesmann S, Brockschmidt T, Rump F, Webersen M, Claes L, Henning B. Acoustic material characterization of prestressed, plate-shaped specimens. In: Sensoren Und Messsysteme. VDE Verlag GmbH; 2018:231-234.' apa: Johannesmann, S., Brockschmidt, T., Rump, F., Webersen, M., Claes, L., & Henning, B. (2018). Acoustic material characterization of prestressed, plate-shaped specimens. In Sensoren und Messsysteme (pp. 231–234). VDE Verlag GmbH. bibtex: '@inproceedings{Johannesmann_Brockschmidt_Rump_Webersen_Claes_Henning_2018, title={Acoustic material characterization of prestressed, plate-shaped specimens}, booktitle={Sensoren und Messsysteme}, publisher={VDE Verlag GmbH}, author={Johannesmann, Sarah and Brockschmidt, Tobias and Rump, Friedhelm and Webersen, Manuel and Claes, Leander and Henning, Bernd}, year={2018}, pages={231–234} }' chicago: Johannesmann, Sarah, Tobias Brockschmidt, Friedhelm Rump, Manuel Webersen, Leander Claes, and Bernd Henning. “Acoustic Material Characterization of Prestressed, Plate-Shaped Specimens.” In Sensoren Und Messsysteme, 231–34. VDE Verlag GmbH, 2018. ieee: S. Johannesmann, T. Brockschmidt, F. Rump, M. Webersen, L. Claes, and B. Henning, “Acoustic material characterization of prestressed, plate-shaped specimens,” in Sensoren und Messsysteme, 2018, pp. 231–234. mla: Johannesmann, Sarah, et al. “Acoustic Material Characterization of Prestressed, Plate-Shaped Specimens.” Sensoren Und Messsysteme, VDE Verlag GmbH, 2018, pp. 231–34. short: 'S. Johannesmann, T. Brockschmidt, F. Rump, M. Webersen, L. Claes, B. Henning, in: Sensoren Und Messsysteme, VDE Verlag GmbH, 2018, pp. 231–234.' date_created: 2019-01-09T14:37:17Z date_updated: 2022-01-06T07:03:12Z department: - _id: '49' language: - iso: eng page: 231-234 project: - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing - _id: '88' grant_number: '260306237' name: Ermittlung des hydrothermischen Alterungsverhaltens endlosfaserverstärkter Thermoplaste und Entwicklung eines ultraschallbasierten Messsystems zur zerstörungsfreien Charakterisierung des Alterungszustands für die Komponentenüberwachung und Restlebenszeitprädiktion publication: Sensoren und Messsysteme publisher: VDE Verlag GmbH status: public title: Acoustic material characterization of prestressed, plate-shaped specimens type: conference user_id: '11829' year: '2018' ... --- _id: '6577' author: - first_name: Manuel full_name: Webersen, Manuel id: '11289' last_name: Webersen orcid: 0000-0001-6411-4232 - first_name: Sarah full_name: Johannesmann, Sarah id: '29190' last_name: Johannesmann - first_name: Julia full_name: Düchting, Julia last_name: Düchting - first_name: Leander full_name: Claes, Leander id: '11829' last_name: Claes orcid: 0000-0002-4393-268X - first_name: Bernd full_name: Henning, Bernd id: '213' last_name: Henning citation: ama: Webersen M, Johannesmann S, Düchting J, Claes L, Henning B. Guided ultrasonic waves for determining effective orthotropic material parameters of continuous-fiber reinforced thermoplastic plates. Ultrasonics. 2018;84:53-62. doi:10.1016/j.ultras.2017.10.005 apa: Webersen, M., Johannesmann, S., Düchting, J., Claes, L., & Henning, B. (2018). Guided ultrasonic waves for determining effective orthotropic material parameters of continuous-fiber reinforced thermoplastic plates. Ultrasonics, 84, 53–62. https://doi.org/10.1016/j.ultras.2017.10.005 bibtex: '@article{Webersen_Johannesmann_Düchting_Claes_Henning_2018, title={Guided ultrasonic waves for determining effective orthotropic material parameters of continuous-fiber reinforced thermoplastic plates}, volume={84}, DOI={10.1016/j.ultras.2017.10.005}, journal={Ultrasonics}, author={Webersen, Manuel and Johannesmann, Sarah and Düchting, Julia and Claes, Leander and Henning, Bernd}, year={2018}, pages={53–62} }' chicago: 'Webersen, Manuel, Sarah Johannesmann, Julia Düchting, Leander Claes, and Bernd Henning. “Guided Ultrasonic Waves for Determining Effective Orthotropic Material Parameters of Continuous-Fiber Reinforced Thermoplastic Plates.” Ultrasonics 84 (2018): 53–62. https://doi.org/10.1016/j.ultras.2017.10.005.' ieee: M. Webersen, S. Johannesmann, J. Düchting, L. Claes, and B. Henning, “Guided ultrasonic waves for determining effective orthotropic material parameters of continuous-fiber reinforced thermoplastic plates,” Ultrasonics, vol. 84, pp. 53–62, 2018. mla: Webersen, Manuel, et al. “Guided Ultrasonic Waves for Determining Effective Orthotropic Material Parameters of Continuous-Fiber Reinforced Thermoplastic Plates.” Ultrasonics, vol. 84, 2018, pp. 53–62, doi:10.1016/j.ultras.2017.10.005. short: M. Webersen, S. Johannesmann, J. Düchting, L. Claes, B. Henning, Ultrasonics 84 (2018) 53–62. date_created: 2019-01-09T14:37:27Z date_updated: 2022-01-06T07:03:12Z department: - _id: '49' doi: 10.1016/j.ultras.2017.10.005 intvolume: ' 84' language: - iso: eng page: 53-62 project: - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing - _id: '88' grant_number: '260306237' name: Ermittlung des hydrothermischen Alterungsverhaltens endlosfaserverstärkter Thermoplaste und Entwicklung eines ultraschallbasierten Messsystems zur zerstörungsfreien Charakterisierung des Alterungszustands für die Komponentenüberwachung und Restlebenszeitprädiktion publication: Ultrasonics quality_controlled: '1' status: public title: Guided ultrasonic waves for determining effective orthotropic material parameters of continuous-fiber reinforced thermoplastic plates type: journal_article user_id: '11829' volume: 84 year: '2018' ... --- _id: '6578' author: - first_name: Manuel full_name: Webersen, Manuel id: '11289' last_name: Webersen orcid: 0000-0001-6411-4232 - first_name: Sarah full_name: Johannesmann, Sarah id: '29190' last_name: Johannesmann - first_name: Julia full_name: Düchting, Julia last_name: Düchting - first_name: Leander full_name: Claes, Leander id: '11829' last_name: Claes orcid: 0000-0002-4393-268X - first_name: Bernd full_name: Henning, Bernd id: '213' last_name: Henning citation: ama: 'Webersen M, Johannesmann S, Düchting J, Claes L, Henning B. Akustische Charakterisierung der richtungsabhängigen elastischen Eigenschaften faserverstärkter Kunststoffe. In: Fortschritte Der Akustik - DAGA 2018. ; 2018:1263-1266.' apa: Webersen, M., Johannesmann, S., Düchting, J., Claes, L., & Henning, B. (2018). Akustische Charakterisierung der richtungsabhängigen elastischen Eigenschaften faserverstärkter Kunststoffe. In Fortschritte der Akustik - DAGA 2018 (pp. 1263–1266). bibtex: '@inproceedings{Webersen_Johannesmann_Düchting_Claes_Henning_2018, title={Akustische Charakterisierung der richtungsabhängigen elastischen Eigenschaften faserverstärkter Kunststoffe}, booktitle={Fortschritte der Akustik - DAGA 2018}, author={Webersen, Manuel and Johannesmann, Sarah and Düchting, Julia and Claes, Leander and Henning, Bernd}, year={2018}, pages={1263–1266} }' chicago: Webersen, Manuel, Sarah Johannesmann, Julia Düchting, Leander Claes, and Bernd Henning. “Akustische Charakterisierung Der Richtungsabhängigen Elastischen Eigenschaften Faserverstärkter Kunststoffe.” In Fortschritte Der Akustik - DAGA 2018, 1263–66, 2018. ieee: M. Webersen, S. Johannesmann, J. Düchting, L. Claes, and B. Henning, “Akustische Charakterisierung der richtungsabhängigen elastischen Eigenschaften faserverstärkter Kunststoffe,” in Fortschritte der Akustik - DAGA 2018, 2018, pp. 1263–1266. mla: Webersen, Manuel, et al. “Akustische Charakterisierung Der Richtungsabhängigen Elastischen Eigenschaften Faserverstärkter Kunststoffe.” Fortschritte Der Akustik - DAGA 2018, 2018, pp. 1263–66. short: 'M. Webersen, S. Johannesmann, J. Düchting, L. Claes, B. Henning, in: Fortschritte Der Akustik - DAGA 2018, 2018, pp. 1263–1266.' date_created: 2019-01-09T14:37:28Z date_updated: 2022-01-06T07:03:12Z department: - _id: '49' language: - iso: eng page: 1263-1266 project: - _id: '52' name: Computing Resources Provided by the Paderborn Center for Parallel Computing - _id: '88' grant_number: '260306237' name: Ermittlung des hydrothermischen Alterungsverhaltens endlosfaserverstärkter Thermoplaste und Entwicklung eines ultraschallbasierten Messsystems zur zerstörungsfreien Charakterisierung des Alterungszustands für die Komponentenüberwachung und Restlebenszeitprädiktion publication: Fortschritte der Akustik - DAGA 2018 status: public title: Akustische Charakterisierung der richtungsabhängigen elastischen Eigenschaften faserverstärkter Kunststoffe type: conference user_id: '11829' year: '2018' ...