Development of a modular Knowledge-Discovery Framework based on Machine Learning
for the interdisciplinary analysis of complex phenomena in the context of GDI combustion processes
| dc.contributor.author | Botticelli, Massimiliano | |
| dc.date.accessioned | 2023-07-10T10:22:50Z | |
| dc.date.available | 2023-07-10T10:22:50Z | |
| dc.date.issued | 2023 | |
| dc.identifier.uri | https://library.oapen.org/handle/20.500.12657/63852 | |
| dc.description.abstract | In this work, a novel knowledge discovery framework able to analyze data produced in the Gasoline Direct Injection (GDI) context through machine learning is presented and validated. This approach is able to explore and exploit the investigated design spaces based on a limited number of observations, discovering and visualizing connections and correlations in complex phenomena. The extracted knowledge is then validated with domain expertise, revealing potential and limitations of this method. | en_US |
| dc.language | English | en_US |
| dc.relation.ispartofseries | Reihe Informationsmanagement im Engineering Karlsruhe | en_US |
| dc.subject.classification | thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TG Mechanical engineering and materials | en_US |
| dc.subject.other | Gasoline Direct Injection; Data-Driven Development; Machine Learning Application; Datengetriebene Entwicklung; Anwendung des Maschinellen Lernens; Knowledge Discovery; Benzin-Direkteinspritzung | en_US |
| dc.title | Development of a modular Knowledge-Discovery Framework based on Machine Learning | en_US |
| dc.title.alternative | for the interdisciplinary analysis of complex phenomena in the context of GDI combustion processes | en_US |
| dc.type | book | |
| oapen.identifier.doi | 10.5445/KSP/1000158016 | en_US |
| oapen.relation.isPublishedBy | 44e29711-8d53-496b-85cc-3d10c9469be9 | en_US |
| oapen.series.number | 2 | en_US |
| oapen.pages | 210 | en_US |
| peerreview.anonymity | All identities known | |
| peerreview.id | 51a542ec-eaeb-47c2-861d-6022e981a97a | |
| peerreview.open.review | No | |
| peerreview.publish.responsibility | Books or series editor | |
| peerreview.review.stage | Pre-publication | |
| peerreview.review.type | Full text | |
| peerreview.reviewer.type | Editorial board member | |
| peerreview.reviewer.type | External peer reviewer | |
| peerreview.title | Dissertations in Series (Dissertationen in Schriftenreihe) |
