Search Results for author: Dongzhuoran Zhou

Found 3 papers, 1 papers with code

Query-based Industrial Analytics over Knowledge Graphs with Ontology Reshaping

no code implementations22 Sep 2022 Zhuoxun Zheng, Baifan Zhou, Dongzhuoran Zhou, Gong Cheng, Ernesto Jiménez-Ruiz, Ahmet Soylu, Evgeny Kharlamo

Industrial analytics that includes among others equipment diagnosis and anomaly detection heavily relies on integration of heterogeneous production data.

Anomaly Detection Data Integration +1

Towards Ontology Reshaping for KG Generation with User-in-the-Loop: Applied to Bosch Welding

no code implementations22 Sep 2022 Dongzhuoran Zhou, Baifan Zhou, Jieying Chen, Gong Cheng, Egor V. Kostylev, Evgeny Kharlamov

One important approach of KG generation is to map the raw data to a given KG schema, namely a domain ontology, and construct the entities and properties according to the ontology.

General Knowledge Knowledge Graphs

Specializing Versatile Skill Libraries using Local Mixture of Experts

1 code implementation8 Dec 2021 Onur Celik, Dongzhuoran Zhou, Ge Li, Philipp Becker, Gerhard Neumann

This local and incremental learning results in a modular MoE model of high accuracy and versatility, where both properties can be scaled by adding more components on the fly.

Incremental Learning Reinforcement Learning (RL)

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