Scaling data science solutions with semantics and machine learning: Bosch case

B Zhou, N Nikolov, Z Zheng, X Luo, O Savkovic… - International Semantic …, 2023 - Springer
Abstract Industry 4.0 and Internet of Things (IoT) technologies unlock unprecedented
amount of data from factory production, posing big data challenges in volume and variety. In …

Integrating large language models and knowledge graphs for extraction and validation of textual test data

A De Santis, M Balduini, F De Santis, A Proia… - International Semantic …, 2024 - Springer
Aerospace manufacturing companies, such as Thales Alenia Space, design, develop,
integrate, verify, and validate products characterized by high complexity and low volume …

DAI-NET: Toward communication-aware collaborative training for the industrial edge

C Mwase, Y Jin, T Westerlund, H Tenhunen… - Future Generation …, 2024 - Elsevier
The industrial edge generates an abundance of spatially distributed and dynamic data that
needs to remain on-site for privacy and security reasons. Collaborative training at the edge …

Literal-Aware Knowledge Graph Embedding for Welding Quality Monitoring

Z Tan, Z Zheng, A Klironomos, MH Gad-Elrab, G Xiao… - 2023 - bora.uib.no
Recently there has been a series of studies in knowledge graph embedding (KGE), which
attempts to learn the embeddings of the entities and relations as numerical vectors and …

[PDF][PDF] Scalable processing of Bosch Welding Data with Graph Massivizer

M Mendibe, GE Mohamed, E Kharlamov - 2024 - ceur-ws.org
The transition to Industry 4.0 is driving the adoption of IoT technologies in manufacturing,
transforming processes like Resistance Spot Welding (RSW) at companies such as Bosch …

[PDF][PDF] LitKGE: Improving numeric LITerals based Knowledge Graph Embedding models

GA Gesese, H Sack, M Alam - neurosymbolic-ai-journal.com
Knowledge Graphs (KGs) consist of a set of triples where a triple is a link between either two
entity nodes (relational triple) or an entity node and a literal node (attributive triple). Similar …

[PDF][PDF] Integrating I4. 0 Knowledge Graphs with Large Language Models Beyond SPARQL Endpoints

A Wahid, M Yahya, F Zaman, B Zhou, JG Breslin… - 2022 - johnbreslin.com
Abstract Industry 4.0 (I4. 0) knowledge graphs are a common way to represent industrial
information models. Conventional SPARQL querying systems require the users to be …