• views: 182
• date: 10 July 2026
• posted by: voska89

Key Features:

• Create reduced-order models from complex simulation data.
  
• Accelerate engineering simulations while maintaining high model accuracy.
  
• Support automated ROM authoring workflows for efficient model generation.
  
• Generate models for both 0D static samples and 1D time-series projects.
  
• Integrate machine learning techniques for regression-based modeling.
  
• Export reduced-order models in ONNX and FMU formats.
  
• Process large engineering datasets with optimized CSV import performance.
  
• Apply signal processing tools to improve time-series model quality.
  
• Build lightweight models suitable for real-time execution.
  
• Evaluate, validate, and deploy ROMs across multiple engineering workflows.
  

Why Choose Siemens Simcenter Reduced Order Modeling:

Simcenter Reduced Order Modeling helps engineering teams reduce the computational cost of complex simulations while preserving meaningful system behavior. Its automation capabilities simplify the creation of reduced-order models, making advanced simulation techniques more accessible across engineering disciplines.

The software is suitable for organizations involved in product development, system simulation, digital twins, virtual validation, and predictive engineering, where fast and reliable simulation results are essential for decision-making.

What's New:

Extreme Gradient Boosting: Advanced modeling for complex data challenges

A new Extreme Gradient Boosting (XGBoost) regression model has been introduced for both 0D static samples and 1D time-series projects. The algorithm is designed to efficiently model complex engineering datasets, supports multi-output regression, benefits from parallel processing, includes L1 (Lasso) and L2 (Ridge) regularization to improve generalization, and supports model export in ONNX and FMU formats.



Faster CSV Imports

CSV data import performance has been enhanced to improve the handling of large engineering datasets and reduce data preparation time.



Additional Signal Processing Capabilities

New signal processing operators include a low-pass Butterworth filter for reducing unwanted high-frequency noise and a delay operator that introduces previous signal values as regression features. These additions improve feature representation and enhance prediction accuracy for time-series reduced-order models.

New Vehicle Sensor Prediction Tutorial

A new tutorial demonstrates how to create a reduced-order model for predicting engine intake manifold pressure (MAP) using OBD-II vehicle sensor data. The example illustrates practical time-series modeling techniques and shows how ROMs can be applied to predictive engineering and sensor backup scenarios.



The tutorial showcases improved workflow efficiency, enhanced data handling, and the practical application of new modeling capabilities.



Simcenter Reduced Order Modeling

This on-demand webinar shows how to simplify even complex 3D models into reduced-order models (ROMs) that can be used in a system simulation model using Simcenter Reduced Order Modeling.
Siemens Digital Industries Software helps organizations of all sizes digitally transform using software, hardware and services from the Siemens Xcelerator business platform. Siemens' software and the comprehensive digital twin enable companies to optimize their design, engineering and manufacturing processes to turn today's ideas into the sustainable products of the future. From chips to entire systems, from product to process, across all industries.
Siemens Digital Industries (DI) is an innovation leader in automation and digitalization. Siemens Digital Industries has its global headquarters in Nuremberg, Germany, and has around 76,000 employees internationally.
Siemens AG (Berlin and Munich) is a leading technology company focused on industry, infrastructure, transport, and healthcare. From more resource-efficient factories, resilient supply chains, and smarter buildings and grids, to cleaner and more comfortable transportation as well as advanced healthcare, the company creates technology with purpose adding real value for customers.

Сopyright holder \ Distributor: Siemens AG
Product Name:Simcenter ROM (Reduced Oder Modeling)
Version:2510.0
Supported Architectures:x64
Website Home Page :

https://plm.sw.siemens.com/

Languages Supported:english
System Requirements:Windows *
Size in archive:1.9 Gb






   
   
   

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