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VDI Wissensforum GmbH (ed.)

Automation 2023

Series: VDI-Berichte

Volume 2419 2023

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R. Benfer, M. Both, J. Müller Verbesserung der Abbildungsgenauigkeit von heterogen ausgeprägten Industrie 4.0 Verwaltungsschalen durch die Integration von Knowledge Graphen S. 501-512

„… durch die Integration von Knowledge Graphen Rebekka Benfer, Maximilian Both, Prof. Dr. Jochen Müller …” „… ermöglichen, strukturiertes Domänenwissen aus Knowledge Graphen in ein Language Model einzubinden. Die hybride …” „… sich die Integration von Knowledge Graphen durch diese Methode gegenüber ähnlich trainierten Modellen …”

O. Drumm Produktdaten verwalten mittels semantischer Techniken S. 835-848

„… dem Knowledge Graph zu erfragen und zu extrahieren. Hier hat sich die graphenbasierte Abfragesprache …” „… Triples zusammen spannen einen Graphen (Knowledge Graph) auf. Es ergeben sich nun einige Vorteile …” „… SPARQL auch CONSTRUCT, INSERT und DE-LETE, mit denen Knoten und Kanten im Knowledge Graph angelegt und …”

L. Vogt, A. Klose, I. Mutlu, L. Urbas Anforderungen an die zukünftige Prozessautomation in der Biopharma- Industrie S. 943-958

„… Erhebungsprozesses wurde der in Abschnitt 3.1 beschriebene Graphen-basierte Ranking-Ansatz auf die zuvor genannten …” „… biopharmazeutischen Industrie entwickelt. Dieser Prozess wurde durch eine Graphen-basierte Analyse und ein Ranking der …” „… . Chen, P. Zheng, X. Li, und L. P. Khoo, „A graph-based context-aware requirement elicitation approach in …”

R. Hana, I. Ünal, T. Kleinert Scaling up anomaly detection in measurement data for process plants S. 915-926

„… of field devices. The tool combines knowledge extracted from the structural plant setup as well as …” „… the neuron, an anomaly is marked. c) Semantic networks A semantic network is a graph structure, that …” „… describes knowledge using nodes and edges [5]. The nodes can resemble entities or types of entities in the …”

C. Song, K. Kornmeier, M. Gärtler Unsupervised Learning of Batch Production Steps based on Toeplitz Inverse Covariance S. 791-804

„… two time series having differ-ent length. However, most CPD algorithms require prior knowledge of …” „… being an unsupervised machine learning algorithm, we propose to integrate domain knowledge into an …” „… describe correlations. Each variable is represented by a node in the graph and an edge connects two nodes …”

N. Hahn, S. Rudolph Digitale Durchgängigkeit, Konsistenz und Interoperabilität im Produktlebenszyklus mit graphenbasierten Entwurfssprachen S. 443-458

„… Concept Analysis to Graph-Based Design Languages and Back: A Scientific Discourse Proceedings of the ASME …” „… Simulation-based Engineering and Graph-based Design Languages. Procedia Manufacturing 52 (2020), S. 258–265 [5 …” „… formal context of graph-based design languages 13th Heron Island Conference Workshop on Computational and …”

Titelei/Inhaltsverzeichnis S. I-XX

„… Abbildungsgenauigkeit von heterogen ausgeprägten Industrie 4.0 Verwaltungsschalen durch die Integration von Knowledge …” „… Graphen 501R. Benfer, M. Both, J. Müller, Technische Hochschule KölnPreflight Lx3 am Juni 13, 2023 …” „… im Produktlebenszyklus mit graphenbasierten Entwurfssprachen 443N. Hahn, S. Rudolph, Institut für …”

G. Ghasemi, D. Braun, N. Jazdi, M. Weyrich, S. Holtkotte, N. Richter, J. Birk A data-driven approach to analyze industrial process alarms using the association analysis method S. 777-790

„… need prior knowledge or multiple runs to cluster the alarms and build a tree of coherent alarm …” „… evaluation by humans. The implemented filters reduce the displayed graph either to branches with a defined …”

W. Guo, W. Sun, D. Vrucak, I. Garmaev, T. Kleinert, B. Friedrich, K. Greiff Strukturierung der Datenerhebung für die Recyclingphase: Recycelbare Metalle von Smartphones S. 805-818

„… actual measurements in most cases (s. Figure 5.3). The graph depicting the estimated and measured glass …” „… technologies and management: What conceptual mod-eling can do[J]. Data & Knowledge Engineering, 2017, 108 …”

R. Drath, C. Mosch, S. Hoppe, A. Faath, E. Barnstedt, M. Schleipen Das Zusammenspiel von Verwaltungsschale, AutomationML und OPC UA – Handlungsempfehlungen zur Auswahl und Nutzung bestehender Interoperabilitätslösungen S. 319-336

„… Knowledge Graphs. Volume 15, pages 159–174, 2019. [10] R. Drath and I. Ingebrigtsen. Digitalization of the …”

S. Heppner, I. Garmaev, T. Miny, T. Kleinert Konzept des Abflachens von Verwaltungsschalen als Methode der Dimensionsreduktion für die Datenanalyse S. 985-998

„… . Knowledge Discovery and Data Mining. [15] Guyon, I., Elisseeff, A., & Kaelbling, L. P. (Ed.). (2003). An …” „… Report, TiCC TR 2009-005. [11] Wickham, H. (2010). A Layered Grammar of Graphics. In Journal of …” „… Computational and Graphical Statistics (Bd. 19, Issue 1, S. 3–28). Informa UK Limited. https://doi.org/10.1198 …”

doi.org/10.51202/9783181024195

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VDI Wissensforum GmbH (ed.)

ELIV 2021

Series: VDI-Berichte

Volume 2384 2021

Results in this title

M. Gresser, M. Mende, M. D. Rabe, B. Baker, A. Unger Graph-based Vehicle Diagnostics using Machine Learning S. 131-142

„… complexity of the symptom-fault relationship. Using knowledge graphs coupled with machine learning …” „… knowledge. Other approaches construct the graph automatically through a prior signal analysis. This is the …” „… basic notation of the graph can be derived from the vehicle knowledge graph mentioned in [15]. The …”

B. Kleinsteinberg, A. Hohenhovel Towards lead-acid free 12 V power supply for electrified vehicles and highly automated driving functions S. 593-604

„… cover the most relevant cases. This common method comes with challenges as well, knowledge of the …” „… profiles, looking at the b) graphs of the Fig.s. An exception shows the “autonomous driving” profile …” „… the battery management system, experience and up to date knowledge enables to design on point …”

C. Cremers, P. Hubertus, R. Laszlo, M. Pfeifle, O. Muratov Augmented Reality Guidance based on 6D Positioning and HD Lanes S. 367-380

„… such features is to utilize deep neural networks (DNNs); by utilizing techniques like knowledge …” „… block is implemented as a factor graph. To generate better linearization results (and deliver higher …” „… accuracy of global map positioning) the graph maintains not only the recent constraints but also N …”

J. Becker, D. Pangercic A Safety-Certified Vehicle OS to Enable Software-Defined Vehicles S. 435-446

„… graph and the execution model — a feature much needed when building real-time and deterministic systems …” „… runtime memory allocations and blocking calls are not available to our knowledge. We repurposed LTTng [8 …”

B. Hellenthal, C. Grimm, J. Koch, A. Breckel, M. Tichy An Eco-System for the Development of Automotive Innovation Roadmaps S. 285-294

„… eco-system. In Section 3 we describe the aggregation and modeling of knowledge and in Section 4 the …” „… are submitted, after release, to a common knowledge base that is shared along the value-chain. All …” „… information in the knowledge base shape an initial “innovation space”. 2. Exploration phase …”

A. Knoll The Case for an Open Integrating Operating System, Middleware Specification Development Approach S. 257-272

„… companies and the open-source community, along with the intimate knowledge about the processor internals …” „… collected over decades in designing specific functions for their cars and take this rich body of knowledge …” „… shift from Intel to NVIDIA – nobody would have believed even 10 years ago that computer graphics …”

D. Bartlett, S. Sesia, T. Yuan Liu Hybrid collaborative positioning/navigation scheme for performance enhancements and local perception improvement for automated driving S. 47-60

„… ◉ Layered OS Architecture Mid‐90s ◉ Graphical User Interface ◉ Software isolation ◉ Software abstraction ◉ Hard Software …” „… specialized knowledge: Technicians and advanced users had a wide array of dip switches and jumpers to set the …” „… and memory capabilities coupled with general-purpose graphical processing units is already underway …”

S. Selitrennikoff, M. Ortegon-Cabrera Architecting for Secure, Safe and Agile Software Defined Vehicles – Learnings from the Personal Computer industry S. 395-408

„… ◉ Layered OS Architecture Mid‐90s ◉ Graphical User Interface ◉ Software isolation ◉ Software abstraction ◉ Hard Software …” „… specialized knowledge: Technicians and advanced users had a wide array of dip switches and jumpers to set the …” „… and memory capabilities coupled with general-purpose graphical processing units is already underway …”

doi.org/10.51202/9783181023846

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VDI Wissensforum GmbH (ed.)

Automation 2021

Series: VDI-Berichte

Volume 2392 2021

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S. Kamm, N. Jazdi, M. Weyrich Automatisierte Datenintegration für den Fehleranalyseprozess von Halbleiterbauelementen mithilfe von Ontologien und Graphen S. 585-598

„… . In Bild 2 (links) ist eine schematische graphische Darstellung des Knowledge Graphen mit seinen …” „… (z.B. Bild 2 (rechts)) kann in einer Graph-Datenbank abgelegt werden. Knowledge Graphen haben seit der …” „… . Dafür wird ein hybrider Ontologie-Ansatz genutzt, um die heterogenen Daten in einem Knowledge Graphen zu …”

M. Nick, F. Evola, L. Bondzio, A. Gahr, A. Lemke, S. Schmidt Wie IIoT, Predictive Maintenance und proaktiver Support den Einsatz von Analysatoren und komplexer Sensorik ermöglichen S. 599-610

„… . Hersteller Analyzer Customer EDGE EDGE Service Delivery • Ticketing • Knowledge Base • Custom er Self-Service …” „… : Visual Support gibt dem Support-Techniker Augen vor Ort. Ein Knowledge-Management-System stellt dem …” „… Integration in den Arbeitsprozess bzw. die Arbeitsweise. Die Methodik Knowledge-Centered-Service (KCS …”

S. Janzen, N. Öksüz, J. Sporkmann, M. Schlappa, J. Gerhard, L. Ortjohann, P. A. Becker Smart Resilience Services for Industrial Production S. 621-636

„… general promise of SRS, there is – to the best of our knowledge – currently no standardized approach …” „… , knowledge, etc. For our above-described scenario, a potential SRS could leverage multiple data (e.g …” „… have been reduced. Narrative 3: Knowledge transfer to avoid wrong decisions and additional costs An …”

doi.org/10.51202/9783181023921

Supaporn Simcharoen - Cooperatively Managing and Exploiting Distributed Co-occurrence Graphs

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Supaporn Simcharoen

Cooperatively Managing and Exploiting Distributed Co-occurrence Graphs

Series: Informatik/ Kommunikation

Volume 879 2022

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Introduction S. 1-8

„… categorisation tasks are based on those graphs,which must be extended and adapted. The so-called …” „… use of cooperatively built and exploited co-occurrence graph-likestructures. This system shall work in …” „… allow to model users’ interests in (local, user-assigned) co-occurrence graphs,which reflect the …”

Conclusion and Future Works S. 115-116

„… graph-based environment basedon the knowledge of the respective user. A new kind of automatic, forward-looking …” „… depends on the knowledge processed and kept. Any newly added knowledge maychange the co-occurrence graph …” „… graph structures could be found andimplemented. The achieved, almost linear speed-up on a distributed …”

Decentralised Co-occurrence Graph Management S. 60-88

„… Chapter 4Decentralised Co-occurrence GraphManagementThis chapter introduces the decentralised …” „… , every waypoint peer j may check using its local graphLUj, whether a more suitable (shorter) routing path …” „… on the GraphsCheck 1: One of the two words wa and wb or both already exist in Gi:1. If both words wa …”

Titelei/Inhaltsverzeichnis S. I-X

„… Fortschritt-Berichte VDICooperatively Managing and Exploiting Distributed Co-occurrence GraphsAsst …” „… GraphsREIHE 10 | NR. 879ISBN 978-3-18-387910-6 E-ISBN 978-3-18-687910-3Cyan Magenta BlackPreflight Lx3 am …” „… 222Cooperatively Managing and ExploitingDistributed Co-occurrence GraphsSupaporn …”

References S. 117-130

„… area of recommender systems, context-basedsocial networks and knowledge graphs might be …” „… (co-occurrence) graph-based methods will contribute in the future to a significantstep forward in the area of …” „… 222Fortschritt-Berichte VDICooperatively Managing and Exploiting Distributed Co-occurrence GraphsAsst …”

The Web Search Engine TheBrain S. 99-114

„… ) may manage their local knowledge within alocal co-occurrence graph. This graph represents the …” „… will appear.The neighbourhood graphA graph of the words (terms) in the direct neighbourhood of the TRC …” „… processed and updated to the co-occurrence graphs.Moreover, the user APIs allow users to search for …”

Co-occurrence Graphs S. 38-59

„… subsequent, sequential building of a co-occurrence graph is described, which mostlyuses known knowledge …” „… edges are inserted into the co-occurrence graph G(t);this represents the change of the user’s knowledge …” „… Chapter 3Co-occurrence GraphsIn this chapter, the further work with a co-occurrence graph is …”

State of the Art S. 9-37

„… well-known co-occurrence graphs, which so far can evenrepresent a model for the knowledge of different users …” „… Text-representing Cen-troids2.5.1 Co-occurrence GraphsMost of the later considerations in the book are based on the …” „… graph. In order to limit the size of the graph(and particularly the number of edges), a significance σ …”

doi.org/10.51202/9783186879103

Herwig Unger, Mario M. Kubek - Theory and Application of Text-representing Centroids

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Herwig Unger, Mario M. Kubek

Theory and Application of Text-representing Centroids

Series: Informatik/ Kommunikation

Volume 863 2019

Results in this title

H. Unger a `Librarian of the Web' really needed? S. 1-6

„… both:hunters for new knowledge and wisdom making their lives more efficient aswell as collectors conserving …” „… their knowledge for themselves and their succes-sors. Thus, the first libraries were established in …” „… . UngerWhile the first scientists like ARCHIMEDES still might have been able to over-see the complete knowledge …”

M. M. Kubek, T. Böhme, H. Unger Empiric Experiments with Text-representing Centroids S. 39-54

„… a single distance measurement on the respective co-occurrence graph,which can be considered a …” „… [6], those relations have been put into graph-basedmodels. Later, different forms of co-occurrence …” „… terms will be described in the respectivesubsections1.3.2 Stability of the Co-occurrence GraphThe first …”

M. M. Kubek, Herwig Unger Towards a Librarian of the Web S. 55-78

„… large text corpora as areference. For instance, two state-of-the-art solutions for graph-based …” „… unavailable.Also, in recent years, several graph-based distance measures [11, 12] have beendeveloped that are …” „… term relations in the respective co-occurrence graphsTowards a Librarian of the Web 75G, only the …”

M. M. Kubek, H. Unger Centroid Terms as Text Representatives S. 7-26

„… over timeA co-occurrence graph – similarly to the knowledge in the human brain – maybe built step by …” „… knowledge.The use of the immediate neighbourhood of nodes in a co-occurrence graph hasbeen widely considered in …” „… contents.Therefore, a new graph-based method to determine centroid termsas text representatives will be introduced …”

M. M. Kubek, H. Unger The WebEngine – A Fully Integrated, Decentralised Web Search Engine S. 107-120

„… order to construct co-occurrence graphs, a co-occurrence graphbuilder is implemented in a separate unit …” „… for this pur-pose. Also, they are well-suited to support graph-based text mining algorithms.This kind …” „… modern graph-based text analysis techniques. Therefore, a decentralised web search systemis created that …”

H. Unger, M. M. Kubek Associative Ring Memory to Support Decentralised Search S. 91-106

„… Internet [14, 17].The practical application of centroid-based methods was made possible by anew graph-based …” „… , first letter denotes the connection of twovertexes in a ring graph/circle.An Associative Ring Memory to …” „… preferably large co-occurrence graphs as aknowledge base. Last but not least, the derived measure diversity …”

M. M. Kubek, T. Böhme, H. Unger Spreading Activation: A Fast Calculation Method for Text Centroids S. 27-38

„… the derivation ofa graph-based algorithm using the well-known spreading activationtechnique, which is …” „… ) distance graph.In order to determine a centroid term χ(D) of a document D, the set of N wordsW(D) = w1, w2 …” „… , especially for low diversity queries.3.3 Exp. 3: Growing Co-occurrence GraphAs document collections usually …”

doi.org/10.51202/9783186863102

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