Digital Twin for Multi-Material Additive Manufacturing of Electronic Components

Digital Twin for Multi-Material Additive Manufacturing of Electronic Components

Digital Twin for Multi-Material Additive Manufacturing of Electronic Components

Digital Twin for Multi-Material Additive Manufacturing of Electronic Components

Predict material behavior. Control production risk. Scale reliable performance.

Challenge

Challenge

Electronic and e-mobility components must combine conductivity, insulation, thermal management, mechanical stability, and compact geometry in a single structure. 

Lithography-based additive manufacturing enables high-resolution, complex components, but multi-material printing introduces major process challenges. 

Glass-ceramic and copper respond differently to printing, debinding, thermal cycling, and sintering; mismatched expansion, shrinkage, rheology, and material behavior can cause cracks, delamination, weak interfaces, dimensional errors, or inconsistent properties. 

During thermal cycles, local temperature differences and material interactions can further affect overall component quality. 

Solution

Solution

Developed within the CoMMCer EUROSTARS project, Simularge’s thermo-mechanical digital twin brings predictive intelligence to multi-material ceramic additive manufacturing.  

By combining furnace and part-level physics models with real-time data, it predicts thermal behavior, material response, stress, shrinkage, and deformation before defects occur.  

The result is faster process optimization, lower production risk, and more reliable component performance. 

The digital twin can support: 

  • Real-time prediction of furnace temperature distribution  

  • Thermo-mechanical analysis of multi-material printed components  

  • Crack and delamination risk prediction  

  • Residual stress and deformation estimation  

  • Debinding and sintering cycle optimization  

  • Adaptive adjustment of process parameters using sensor data  

  • Faster evaluation of new material and geometry combinations  

Impact

Impact

The CoMMCer project targets the following measurable operational improvements: 

  • 5–10% Lower Raw Material Consumption 

    Optimized multi-material production can reduce material use while limiting failed builds and excess consumption. 


  • Up to 15% Lower Energy Consumption 

    Thermal-cycle optimization can reduce the energy required during debinding and sintering. 


  • 70–90% Less Material Waste 

    LCM production can generate substantially less waste than machining, while unused suspension can potentially be reused. 


  • More Than 50% Less Trial and Error 

    Digital-twin-supported process development can reduce physical experimentation and support decisions with predictive data. 

Contact us to discover how Simularge can bring real-time, physics-based process intelligence to multi-material additive manufacturing and support more reliable production of electronic components.

Ready to get started ?

If this challenge sounds familiar, let’s discuss how Simularge’s physics-based digital twin technology can be applied to your production environment.

We give manufacturers visibility into what no sensor can measure, and the intelligence to act before it becomes scrap.

USA

Simularge, Inc.

131 Continental Drive, Suite 305 Newark, DE 19713 United States

R&D Center

Simularge A.Ş.

Cevizli Mah., Tugay Yolu Cad., A Blok, No. 69A, İç Kapı 34, Maltepe Istanbul, Türkiye


© Copyright 2024, All Rights Reserved by Simularge, Inc.

We give manufacturers visibility into what no sensor can measure, and the intelligence to act before it becomes scrap.

USA

Simularge, Inc.

3790 El Camino Real, Unit #620 Palo Alto, CA

94306, USA

R&D Center

Simularge A.Ş.

Cevizli Mah., Tugay Yolu Cad., A Blok, Nr. 69A, İç

Kapı 34, Maltepe Istanbul, Türkiye


© Copyright 2024, All Rights Reserved by Simularge, Inc.

We give manufacturers visibility into what no sensor can measure, and the intelligence to act before it becomes scrap.

USA

Simularge, Inc.

131 Continental Drive, Suite 305 Newark, DE 19713 United States

R&D Center

Simularge A.Ş.

Cevizli Mah., Tugay Yolu Cad., A Blok, No. 69A, İç Kapı 34, Maltepe Istanbul, Türkiye


© Copyright 2024, All Rights Reserved by Simularge, Inc.

We give manufacturers visibility into what no sensor can measure, and the intelligence to act before it becomes scrap.

USA

Simularge, Inc.

131 Continental Drive, Suite 305 Newark, DE 19713 United States

R&D Center

Simularge A.Ş.

Cevizli Mah., Tugay Yolu Cad., A Blok, No. 69A, İç Kapı 34, Maltepe Istanbul, Türkiye


© Copyright 2024, All Rights Reserved by Simularge, Inc.