Conference Agenda

Session
Session 2.16: Boosting LCM with AI, Machine Learning & Data Science Tools
Time:
Thursday, 11/Sept/2025:
2:30pm - 4:00pm

Session Chair: Antonino Marvuglia, Luxembourg Institute of Science and Technology, Luxembourg
Session Chair: Peter Rudolf Hans Saling, BASF SE, Germany

Presentations
(15 minutes_S)

Integrating Large Language Models into the In-Silico environmental assessment of new chemicals and materials for SSbD

Gustavo Larrea-Gallegos, Antonino Marvuglia

Luxembourg Institute of Science and Technology, Luxembourg


(15 minutes)

Automated LCI Data Generation for Fine Chemicals via Retrosynthesis

Jonas Goßen, Ludwig Jolmes, Raoul Meys

Carbon Minds GmbH, Germany


(15 minutes_S)

From SMILES to Sustainability: Predicting the Full Life Cycle Inventory of Chemicals with Machine Learning

Shaohan Chen1, Johannes Schilling1, Tim Langhorst1, Martin Pillich1, Christopher Oberschelp2, André Bardow1

1Energy & Process Systems Engineering, ETH Zurich, 8092 Zurich, Switzerland; 2cological Systems Design, ETH Zurich, 8093 Zurich, Switzerland


(15 minutes)

Using Large Language Models to Predict Manufacturing Processes for Mechanically Engineered Products and Fill Data Gaps in Prospective LCA

Alexandra Belyaeva1, Torsten Hummen1, Christoph Helbig2

1Corporate Sector Research and Advance Engineering, Robert Bosch GmbH, Robert-Bosch-Campus 1, Renningen, 71272, Germany; 2Ecological Resource Technology, University of Bayreuth, Universitätsstr. 30, 95447, Bayreuth, Germany


(Short Oral + Poster)

Data lakes for CCF and PCF assessments – Automated approach for organizations

Sabrina Neugebauer, Desiree Lotz

iPoint systems gmbh, Germany


(6 minutes)

Harnessing AI for EPD Business Intelligence: Transforming Data into Actionable Insights at Holcim

Fulei Zhou, Xavier Cieren, Nikolaos Vlasopoulos, Ines Aeply, Asfand Yar Munir, Andrea Charrier, Vasiliki Aravani

Holcim Innovation Center, France


(6 minutes)

Leveraging Semantic Technologies for Knowledge Modeling in Life Cycle Management

Tomás NAVARRETE GUTIÉRREZ1, Adrien Perello-y-Bestard2

1Luxembourg Institute of Science and Technology, Luxembourg; 2Institute of Environmental Sciences, at Leiden University


(Short Oral + Poster)

Development of a Smart Digital System for Carbon Management at Macau University of Science and Technology

Yahong Dong, Yu Qiu, Xiaofen Fang

Macau University of Science and Technology, Macau S.A.R. (China)


(Short Oral + Poster)

Key Developments to Unlock the Full Potential of Artificial Intelligence in Life Cycle Assessment

Didier Beloin-Saint-Pierre, Daniel Lachat, Alexander Kirsten, Roland Hischier

Empa, Lerchenfeldstrasse 5, 9014 St. Gallen, Switzerland