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Reuse of Semantic Models for Emerging Smart Grids Applications
[article]
2021
arXiv
pre-print
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The selection of reusable models has been done based on a set of scenarios related to electricity balancing services, predictive maintenance services, and services for the residential, commercial and industrial ...
The ambition is to innovate the Institute Mihajlo Pupin proprietary SCADA system and to enable integration of the Institute Mihajlo Pupin services and applications in the European Union (EU) Energy Data ...
data) requires the description of the entities in the data sources using RDF vocabularies, as well as the performance of curation and integration tasks to reduce data quality issues, e.g., missing values ...
arXiv:2107.06999v1
fatcat:stnym7nw6rd2dmpntk77x5qrba
SemML: Reusable ML Models for Condition Monitoring in Discrete Manufacturing
2020
International Semantic Web Conference
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The main challenges include the exhausting effort of data integration and lacking of generalisability of developed ML pipelines to diverse data variants, sources, and domain processes. ...
During the demo the attendees will experience three cunningly-designed scenarios based on real industrial applications of manufacturing condition monitoring at Bosch, and witness the power of ontologies ...
Semantic technologies have recently gained a considerable attention in industry for a wide range of applications and automation tasks such as modelling of industrial assets [5] and industrial analytical ...
dblp:conf/semweb/SvetashovaZSPK20
fatcat:psekm25bozcdxe6qmt2ffa3o7q
Approaches for Modelling the Physical Behavior of Technical Systems on the Example of Wind Turbines
2020
Energies
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In this structure, current approaches are described and illustrated on the basis of an example of a technical system, a wind turbine. ...
Models of technical systems are an essential means in design and product-development processes. ...
Cycle (ZaFH) project (information under: https://dip.reutlingen-university.de/), which is supported by a grant from the European Regional Development Fund and the Ministry of Science, Research, and the ...
doi:10.3390/en13082087
fatcat:6ax6vwcip5akrgrdsf6rtpoktm
Data management for developing digital twin ontology model
2020
Proceedings of the Institution of mechanical engineers. Part B, journal of engineering manufacture
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The current research proposes a novel concept of DT ontology model and methodology to address these data management challenges. ...
The DT ontology model captures and models the conceptual knowledge of the DT domain. ...
Acknowledgement The authors would like to thank the Engineering and Physical Sciences Research Council (EPSRC) and AIRBUS for funding this research project. ...
doi:10.1177/0954405420978117
fatcat:ezset7ryrjawzdotti3rz5dx7m
Predictive Maintenance für WEA-Strukturen
[chapter]
2019
Schwingungen von Windenergieanlagen 2019
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A modern ODBMS should be post-relational with no need for entity relationship models to be compatible with big data analytics, IoT-technology, and to run predictive analytics to its best performance. ...
A modern ODBMS should be post-relational with no need for entity relationship models to be compatible with big data analytics, IoT-technology, and to run predictive analytics to its best performance. ...
doi:10.51202/9783181023464-97
fatcat:4jply2eggbg4jdfrudtjh6t2ti
Operationalizing Heterogeneous Data-Driven Process Models for Various Industrial Sectors through Microservice-Oriented Cloud-Based Architecture
[chapter]
2021
AI and Learning Systems - Industrial Applications and Future Directions
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Industrial performance optimization increasingly makes the use of various analytical data-driven models. ...
Strong requirements on high availability, scalability, and security are satisfied through the application of cloud-based services. ...
Architecture for SAP ERP integration of predictive models. ...
doi:10.5772/intechopen.92896
fatcat:2joa5flqezahfiqfcorwc63xe4
A method for engineering design change analysis using system modelling and knowledge management techniques
2011
International journal of computer integrated manufacturing (Print)
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Some of their engineering designers provided advice in developing the methodology and the illustrative example. ...
Acknowledgements This project has been supported by the wind turbine design company Vensys Energy AG in Germany and the leading wind turbine manufacturer Goldwind Ltd in China. ...
It's not supposed to be an industrial standard. It's a part of the company's knowledge base that defines components used in their business and is categorised. ...
doi:10.1080/0951192x.2011.562544
fatcat:jn7hujlj2fh2hp6sk2d6v7lje4
An Agent-Based Implementation of Hidden Markov Models for Gas Turbine Condition Monitoring
2014
IEEE Transactions on Systems, Man & Cybernetics. Systems
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The multi-agent system is shown to be applicable through a case study and comparison to an existing system utilizing historic data from a combined-cycle gas turbine plant provided by an industrial partner ...
These models are implemented as part of a MAS, using a proposed extension of an established power system ontology, for fault detection of gas turbines. ...
Section IV shows an example of HMMs trained on combustion data with a low sample rate, and compares the performance of the HMMs to an existing commercial system, and shows superior performance. ...
doi:10.1109/tsmc.2013.2251539
fatcat:fwjekx2albec7ozvdff5mkasdy
Predictive diagnosis for offshore wind turbines using holistic condition monitoring
2010
OCEANS 2010 MTS/IEEE SEATTLE
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turbine in an integrated manner. ...
The current generation of condition monitoring systems (CMS) in relation to wind energy are generally provided by turbine manufacturers, or have been adapted from other industries. ...
The knowledge base is able to incorporate four different types of information: relational model (also known as ontology), raw data, processed data, and fused data. ...
doi:10.1109/oceans.2010.5664584
fatcat:zvds7ixv2jg4rasgtx4kltljgi
The Business Interoperability Quotient Measurement Model
2012
Computers in industry (Print)
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Finally, the BIQMM is applied to a business case involving Innovayt and LM Glassfiber to demonstrate its applicability to different collaboration scenarios. ...
This Business Interoperability Quotient Measurement Model (BIQMM), developed in this dissertation uses an interdisciplinary approach to capture the key elements responsible for collaboration performance ...
For
instance, Fodor and Werthner (2004) suggest a web services infrastructure for business-to-
business integration between tourism organizations by means of an ontology-based mediation. ...
doi:10.1016/j.compind.2012.01.002
fatcat:w5x5tspupbczvlhg7rmm4d2yne
Ontology-Based Context Modeling in Physical Asset Integrity Management
2020
Frontiers in Computer Science
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The approach is demonstrated by applying the ontology on an industrially relevant physical gearbox test rig, designed to model complex misalignment cases met in manufacturing and aerospace applications ...
One way to handle data complexity is to introduce context information modeling and management, wherein data and service delivery are determined upon resolving the apparent context of a service or data ...
, mobility and wearables, big data and analytics, systems integration, augmented and virtual reality, as well as smart and new materials, I4.0 gives rise to new services and business models (Frank et ...
doi:10.3389/fcomp.2020.578673
fatcat:ywgtd4wg2zc55mdmmwsafdcvl4
Experience modeling with graphs encoded knowledge for construction industry
2015
Computers in industry (Print)
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OATAO is an open access repository that collects the work of Toulouse researchers and makes it freely available over the web where possible. ...
Acknowledgement This work has been undertaken as part of the collaborative research funded through two organisations whose goals are to encourage interdisciplinary research work. ...
To facilitate automation, an ontology graph-based editor, Conceptual Graphs User Interface (CoGui) was used to model knowledge and encoded reasoning in the knowledge base. ...
doi:10.1016/j.compind.2015.02.004
fatcat:t5pwfgfvqnhbzgk23bsyux32dq
SemML: Facilitating Development of ML Models for Condition Monitoring with Semantics
2021
Social Science Research Network
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Monitoring of the state, performance, quality of operations and other parameters of equipment and production processes, which is typically referred to as condition monitoring, is an important common practice ...
With SemML, users do not need to dive into data and ML scripts when new datasets of a studied application scenario arrive. ...
We are thankful to Tim Pychynski for insightful discussions. ...
doi:10.2139/ssrn.3945440
fatcat:yggv3elqovfdrclvlosfg53qoe
Semantic access to streaming and static data at Siemens
2017
Journal of Web Semantics
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We advocate Ontology Based Data Access (OBDA) as a suitable Semantic Web driven technology to address the challenge. ...
of both streaming and static data, a highly optimised backend, ExaStream, for processing such data, and a query formulation interface, OptiqueVQS, that allows to formulate STARQL queries without prior ...
Acknowledgements This work was partially funded by the EU project Optique (FP7-ICT-318338), and the EPSRC projects MaSI 3 (EP/K00607X/1), DBOnto (EP/L012138/1), ED 3 (EP/N014359/1). ...
doi:10.1016/j.websem.2017.02.001
fatcat:vbyec4wq3rc5nntgpp35bc4fwa
Integration, navigation and exploration of plant topology networks using the property-graph model
2014
2014 IEEE/SICE International Symposium on System Integration
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This paper proposes a method for integration, navigation and exploration of topology models in an efficient way, which can be applied to the study of connectivity and causality in chemical processes. ...
A few works, however, have focused on how to integrate, store, and visualise connectivity models, which are becoming available in the literature. ...
The use of standard ontologies for plant data is a fact that will determine to which adept the integration of metadata can be performed automatically. ...
doi:10.1109/sii.2014.7028131
fatcat:idngihp2q5fytcc2vvmpw4k6um
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