dc.contributor.author | Maree, Johannes Philippus | |
dc.contributor.author | Bagle, Marius | |
dc.date.accessioned | 2023-02-13T10:00:27Z | |
dc.date.available | 2023-02-13T10:00:27Z | |
dc.date.created | 2022-12-02T09:46:39Z | |
dc.date.issued | 2022 | |
dc.identifier.issn | 2267-1242 | |
dc.identifier.uri | https://hdl.handle.net/11250/3050297 | |
dc.description.abstract | In this work, we present a micro-service architecture which defines a Digital Twin (DT) framework for adaptive building automation and control. The DT framework primarily involves the orchestration of several containerized micro-services, promoting the scalability and deployability of the proposed framework within the industrial context. In the proposed framework, containerized microservices facilitate: (i) model-based control strategies; (ii) data-driven learning; (iii) data management; (iv) the inclusion of an internal High-Fidelity Simulator (HFS) to enable bootstrapped learning; and (v) a User Interface/User Experience (UI/UE) micro-service orchestrator. To validate the usefulness of the proposed framework, we implement a Physics Inspired Neural Network (PINN) to adapt the model-based control strategies for plant-model uncertainty and utilize bootstrap sampling against an internal HFS. | en_US |
dc.language.iso | eng | en_US |
dc.publisher | EDP Sciences | en_US |
dc.rights | Navngivelse 4.0 Internasjonal | * |
dc.rights.uri | http://creativecommons.org/licenses/by/4.0/deed.no | * |
dc.title | A Building Automation and Control micro-service architecture using Physics Inspired Neural Networks | en_US |
dc.title.alternative | A Building Automation and Control micro-service architecture using Physics Inspired Neural Networks | en_US |
dc.type | Peer reviewed | en_US |
dc.type | Journal article | en_US |
dc.description.version | publishedVersion | en_US |
dc.source.volume | 362 | en_US |
dc.source.journal | E3S Web of Conferences | en_US |
dc.identifier.doi | 10.1051/e3sconf/202236213001 | |
dc.identifier.cristin | 2087585 | |
cristin.ispublished | true | |
cristin.fulltext | original | |
cristin.qualitycode | 1 | |