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Artificial Intelligence and Machine Learning in CAE Applications

Artificial Intelligence and Machine Learning in CAE Applications Conference

AI - What Works, What’s New, and What to Trust

28 – 29 October 2026 | Munich, Germany

H​eld in conjunction with the SPDM Conference

More Info


P​reliminary Agenda now published!

Download SPDM-AIML-Invitation + Conference Agenda

Please find a list of accepted abstracts and the keynote speakers below !


Machine learning and surrogate models have been part of engineering practice for decades. In particular, surrogate-based approaches coupled with numerical simulation are an industrial standard for design optimization. They enable efficient exploration of large design spaces based on integral quantities such as loads or efficiencies.

Today, a new generation of predictive models is emerging. These models go beyond integral values – they can predict high-dimensional outputs such as spatially and time-resolved quantities. While the potential impact on CAE-based workflows is significant, especially in accelerating processes and being free of traditionally limiting CAD design parameters, industry adoption is slow. Questions regarding robustness, data generation, generalization, validation, and integration into existing simulation environments remain.

 

This conference will bring together the CAE and AI communities to:

  • Explore what is already possible in CAE with AI, where current limitations are, and what engineers should pay attention to when adopting these new models in practice.
  • Discuss trustworthy machine learning, covering topics like model explainability, uncertainty quantification, confidence estimation, and validation strategies that are specifically suitable for engineering applications.

 


T​wo conferences in one place

The Artificial Intelligence and Machine Learning in CAE Applications Conference takes place in conjunction with the SPDM Conference The second day of the SPDM Conference is dedicated to SPDM and AI/ML, which will also be the focus of the first day of the Artificial Intelligence and Machine Learning in CAE Applications Conference.

Delegates will be able to attend either one or both conferences with an overlapping session on day two to exploit the synergies between the two focus subjects.

Conference Format

P​reliminary - subject to change!

 

27 October

Day 1 of the SPDM conference

10:30 – 12:20 SPDM plenary presentations and keynote speakers

12:20 - 13:20 Lunch

13:20 – 18:30 SPDM presentations (coffee break in between)

18:30 – 20:30 SPDM conference get-together in the exhibition

 

28 October

Day 2 of the SPDM conference - Day 1 of the AIML Conference

08:30 – 09:40 SPDM presentations

1​0:30 AIML Conference starts - SPDM Conference continues

10:30 – 12:25 SPDM/AIML plenary presentations and keynote speakers

12:25 – 13:20 Lunch

13:20 – 16:50 SPDM/AIML presentations (coffee break in between)

1​6:50 End of SPDM Conference - AIML Conference continues

1​7:30 - 18:50 AIML presentations

18:50 – 20:50 AIML Get-together in the exhibition

 

29 October

Day 2 of the AIML Conference

08:15 – 10:10 AIML plenary presentations and keynote speakers

11:10 – 12:30 AIML presentations

12:30 – 13:30 Lunch

13:30 – 16:50 AIML presentations (coffee break in between)

1​6:30 End of AIML Conference

Schedule and agenda subject to change.


K​eynote Speakers

SPDM Conference day 1:

Practical Knowledge Lineage Management for CAE: A 20-Year Industrial Experience Evolving from Daily Engineering Challenges
Kiyoshi Tsujimoto (Fujiseat)

CAD Data in SDM Systems – A Practice-Oriented Report
Michael Göttlinger (Hilti Entwicklungsgesellschaft)

Twenty-Five Years as an SPDM User - Lessons From Our Journey
Steve Howell (Abercus)

SPDM Conference day 2 / AIML Conference day 1:

Making the Match for CAE: Process, Data Management and AI
Georg Eichmüller (Volkswagen)

Trust the Brakes, Not the Engine: How Controlled AI Turns Faster Simulation into Defensible Design Decisions
Max Kassera (yasAI)

AIML Conference day 2:

Accelerating Industrial Engineering: From Product Design to Manufacturing in the AI Supercomputing Era
John Linford (Nvidia)

From CAE Data to Simulation Intelligence Agents: A Readiness Guide for Industry
Astrid Walle (Pasteur Labs)

AI and ML – Industrial Application and Expectation
Thorsten Pohl (Stellantis)


E​xhibitors

  • :em engineering methods
  • Cadfem Germany
  • CAIQ
  • Dassault Systemes
  • Esteco
  • Funis Consulting
  • GNS
  • GNS Systems
  • Miura Simulation
  • NAFEMS
  • PI Probaligence
  • pSeven
  • Rescale
  • Scale
  • Sidact
  • Siemens
  • Simr
  • SimScale
  • VMAP Standards Community

(4​ Sept. 2026)

Details

Event Type User Conference
Member Price £735.93 | $987.71 | €860.00
Non-member Price £941.31 | $1263.36 | €1100.00
Credit Price Free when using 4 Member Credits

Dates

Start Date End Date Location
28 Oct 202629 Oct 2026Munich, Germany

R​egistration

Y​ou have two registration options:

  • R​egister for the AI Conference only here
  • R​egister for both the SPDM and AI Conference (save 25%) here

Platinum Sponsors

​Gold Sponsors

 

 

S​ilver Sponsors


O​rganisation

Conference fees include attendance, lunches, coffee breaks, a get-together and conference proceedings.

Accommodation is not included.

If you are a member without sufficient seminar credits, we can simply invoice €215 for each missing credit.


O​rganisation

The conference fees include attendance, lunches, coffee breaks, a get-together and conference proceedings.

Accommodation is not included.

If your company is a member but does not have sufficient seminar credits available, we will invoice for each missing seminar credit €215.

V​enue

Science Congress Center
Walther-von-Dyck-Straße 10
85748 Garching bei München
Germany
Science Congress Center Munich

We look forward to welcoming you at the Science Congress Center Munich. Thanks to its excellent location between Munich Airport and Munich Central Station, you can easily reach the congress center by train, car, plane or bus/taxi. The underground station "U6 - Garching Forschungszentrum" is located directly in front of the entrance, parking is available for a fee in the nearby parking garage.

A​ccommodation

Connected and close-by hotels:

Courtyard by Marriott München Garching
Walther-von-Dyck-Straße 12
85748 Garching bei München
info@courtyard-garching.de
+49 (0) 89 61425 0

Stellaris Apartment Hotel Garching
Walther-von-Dyck-Straße 16
85748 Garching bei München
info@stellaris-apartment.de
+49 (0) 89 614250 61

Sponsorship opportunities

There are several outstanding opportunities available for your company to sponsor or exhibit at the conference, giving you maximum exposure to a highly targeted audience of delegates, who are all directly involved in the topic. Please have a look at the brochure below:

2026-european-spdm-ai-ml-exhibition-sponsoring.pdf

Conference Language

English


A​uthors Area

We kindly ask all presenter to register their attendance until July 15.

Speakers affiliated with companies engaged in the production/processing of material goods/goods in factories/plants as well as keynote speakers will be registered by us. Please contact us if you are not sure if this applies to you.

Special offer - save 25%:

Y​ou have two registration options:

  • R​egister for the AIML Conference only here
  • R​egister for both the SPDM and AI Conference (save 25%) here

Please send:

Please send following documents by latest September 25, 2026 at the latest to info@nafems.de:

Extended Abstract
Please send us an English-language extended abstract of typically 2-6 pages as Word and PDF in the specified layout ("NAFEMS_EA_template.docx").

nafems_ea_template.docx

Short biographie / CV
Short description of your professional career and your current position/responsibility (“NAFEMS_CV_e.docx”). Just a few key words please. The session chair will briefly introduce you at the beginning of your presentation.

nafems_cv_e.docx

Your presentation:

Your powerpoint presentation
You are welcome to use the template ("NAFEMS Standard Presentation Template.potx") for your presentation.

nafems_standard_presentation_template_2025.potx

Presentation on-site
For the presentation on-site you can use your own laptop (HDMI!!) or bring a ppt file on a USB stick and upload it to the existing presentation laptop. Please test the technology in the room during the breaks or at least 30 minutes before the start of your session to ensure that everything runs smoothly.

After the conference:
After the conference, we will make your Powerpoint presentation (pdf) online available for the conference participants at our Resource Center. However, we will delete all lectures from the laptops etc. for security reasons.
Therefore, please send a version (ppt or pdf) of your presentation that has been released for publication to info@nafems.de immediately after the conference.


Organisation

NAFEMS Deutschland, Österreich, Schweiz GmbH
Griesstraße 20
85567 Grafing b. München, Germany
Tel. +49 176 217 984 01
Fax +49 3 22 11 08 99 13 41
e-mail: info@nafems.de

C​ancellation Policy