Systematic parameter selection for optimization under uncertainty
dc.contributor.author | Müller, David | |
dc.contributor.author | Esche, Erik | |
dc.contributor.author | Lopez C., Diana C. | |
dc.contributor.author | Wozny, Günter | |
dc.date.accessioned | 2021-02-04T10:29:43Z | |
dc.date.available | 2021-02-04T10:29:43Z | |
dc.date.issued | 2014-07-14 | |
dc.description.abstract | Considering uncertainty is crucial for the decision making process in chemical engineering. However, when working in optimization under uncertainty a systematic selection of relevant uncertain parameters is required. In this contribution, an algorithm is presented in which uncertain parameters are selected based on their linear- independence to one another, their sensitivity towards state variables, and their sensitivity towards a user-defined process objective function. This workflow is applied in a case study. To analyze the information loss due to the reduction of uncertain parameters, Monte Carlo simulations are performed. | en |
dc.description.sponsorship | DFG, 53182490, EXC 314: Unifying Concepts in Catalysis | en |
dc.description.sponsorship | DFG, 56091768, TRR 63: Integrierte chemische Prozesse in flüssigen Mehrphasensystemen | en |
dc.identifier.isbn | 978-0-444-63433-7 | |
dc.identifier.issn | 1570-7946 | |
dc.identifier.uri | https://depositonce.tu-berlin.de/handle/11303/12554 | |
dc.identifier.uri | http://dx.doi.org/10.14279/depositonce-11374 | |
dc.language.iso | en | en |
dc.rights.uri | http://rightsstatements.org/vocab/InC/1.0/ | en |
dc.subject.ddc | 660 Chemische Verfahrenstechnik | de |
dc.subject.other | uncertainty | en |
dc.subject.other | parameter estimation | en |
dc.subject.other | optimization | en |
dc.subject.other | Monte Carlo simulation | en |
dc.title | Systematic parameter selection for optimization under uncertainty | en |
dc.type | Book Part | en |
dc.type.version | acceptedVersion | en |
dcterms.bibliographicCitation.booktitle | Proceedings of the 8th International Conference on Foundations of Computer-Aided Process Design | en |
dcterms.bibliographicCitation.doi | 10.1016/B978-0-444-63433-7.50104-8 | en |
dcterms.bibliographicCitation.editor | Eden, Mario R. | |
dcterms.bibliographicCitation.editor | Siirola, John D. | |
dcterms.bibliographicCitation.editor | Towler, Gavin P. | |
dcterms.bibliographicCitation.originalpublishername | Elsevier | en |
dcterms.bibliographicCitation.originalpublisherplace | Amsterdam | en |
dcterms.bibliographicCitation.pageend | 722 | en |
dcterms.bibliographicCitation.pagestart | 717 | en |
tub.accessrights.dnb | free | en |
tub.affiliation | Fak. 3 Prozesswissenschaften::Inst. Prozess- und Verfahrenstechnik::FG Dynamik und Betrieb technischer Anlagen | de |
tub.affiliation.faculty | Fak. 3 Prozesswissenschaften | de |
tub.affiliation.group | FG Dynamik und Betrieb technischer Anlagen | de |
tub.affiliation.institute | Inst. Prozess- und Verfahrenstechnik | de |
tub.publisher.universityorinstitution | Technische Universität Berlin | en |
tub.series.issuenumber | 34 | |
tub.series.name | Computer Aided Chemical Engineering | en |