Program

The workshop will take place on October 25th, 09:00 - 12:50

Room: Sala Cigno, The Nicolaus Hotel, Bari, Italy. All times are in Central European Time (CEST).

Each paper has 12 minutes for presentation, and 3 minutes for Q&A.

Workshop proceedings will be published at CEUR-WS.org.

09:00 - 09:10 Opening and Introduction 

Session 1: Semantic Resources for Materials Science

09:10 - 09:25 An Ontology for Machine Learning Interatomic Potentials

by Daniel Hernández, Jong Hyun Jung, Yuji Ikeda, Yongliang Ou, Pranav Kumar, Tom Schächtel, Wenchuan Liu, Xin Li, Xi Zhang, Xiang Xu, Lifang Zhu, Fritz Körmann, Steffen Staab and Blazej Grabowski

09:25 - 09:40 Automatically Building and Updating a Knowledge Graph of MLIP Models

by Alexis Beer, Liudmyla Klochko and Mathieu D'Aquin

09:40 - 09:55 Towards Object-Oriented Linked Data Profiles for Material Science 

by Simon Stier, Lukas Gold, Matthias Albert Popp, Simon Feiler, Gerhard Goldbeck, Yoav Nahshon, Andreas Räder, Jesper Friis, Simon Clark and Patrick Lambrix

09:55 - 10:10 The PolyLab Ontology — A Semantic Model of Laboratory Processes and Their Plans

by Marta Dembska, Martin Held and Sirko Schindler

10:10 - 10:25 Semantic Materials Science for Large Scale Molecular Representation Learning

by Quynh Tran, Holly Schreiber, Erika Barcelos, Ozan Dernek, Yinghui Wu, Laura S. Bruckman, Roger H. French, Isabella Giammattei, Meredith Francis and Katherine Karkosiak 

10:25 - 10:40 The State of Uncertainty Representation in Copolymer Chemistry Knowledge Artifacts

by Sarah T. Tüzün and Birgitta König-Ries

10:40 - 11:10 Break

Session 2: Knowledge Engineering and Construction

11:10 - 11:25 Large Language Models for Creating BFO-Compliant Taxonomies from Structured Texts: A Demonstration on Tensile Testing Taxonomy

by Hossein Beygi Nasrabadi, Farzaneh Mahdavi, Joerg Waitelonis and Harald Sack

11:25 - 11:40 Iterative AI-Assisted Ontology Engineering: Lessons Learned from Developing the CASTON Ontology for Metal Casting, Materials and Manufacturing

by He Tan, Ziyu Li, Xuan Liu and Anders Jarfors

11:40 - 11:55 Mined from Scientific Literature: Process Schemas for Atomic Layer Deposition and Etching in Materials Science

by Sameer Sadruddin, Eleni Poupaki, Alex Watkins, Bora Karasulu, Adrie Mackus, Erwin Kessels, Sören Auer and Jennifer D'Souza

Session 3: Infrastructure and Application for Semantic Materials Science

11:55 - 12:10 The Federated Data Space Infrastructure of Materials Commons: Concept and Architecture

by Simon Stier, Marek Cebecauer, Jakub Klímek, Jörg Schaarschmidt, Andreas Räder, Natalia Bedoya-Martinez, Rickar Armiento and Lukas Gold

12:10 - 12:25 Real-world Application of MDS-Onto: Ontology-driven Knowledge Graphs to Accelerate Discovery in Materials Science

by Erika Barcelos, Ozan Dernek, Ethan D. Frakes, Rishabh Kundu, Van D. Tran, Holly Schreiber, Redad Mehdi, Shawn Liang, Quynh Tran, Yinghui Wu, Mengjie Li, Laura S. Bruckman and Roger H. French

12:25 - 12:40 Semantic enrichment of additive manufacturing technology data for machine learning-based optimization of Laser Beam Powder Bed Fusion process

by Katsiaryna Kosarava and Bartłomiej Wysocki

12:40 - 12:50 Closing