Category Archive: Programming Posts

Tutorial + Python code: Basic Example on Machine Learning & Engineering Simulations

Intro This is a simplified tutorial that demonstrates the integration of machine learning with physics and engineering simulations. The provided example is centered around the prediction of the amplitude of a damped harmonic… Continue reading

Example: Scattered results on SN curve

Steel Strength Dataset

How to retrieve data from Material Databases

How to predict elastic properties of materials with Machine Learning

How to Mine Elastic Properties of Materials

Metrics in structural dynamics, python scripting

Estimating damping values using half power method

Python scripting for calculating damping values using the half power method

Performance maps

Optimization of Compressor Design

Estimation of performance map of centrifugal compressors

Introduction COMA: A software tool for the generation of centrifugal COmpressor MAps (COMA). For further information please see the following document: Description of COMA tool Comparison of compressor design tool (CODE) and compressor map… Continue reading

CODE-1.0: Meanline Simulation Code for a Centrifugal Compressor Design

Development of a Preprocessor for the Simulation of Human Bones.

Abstract One approach for the simulation of human bones is the Finite Cell Method (FCM), which takes advantage of voxel-based data obtained from computed tomography scans (CT-scans). But before entering the simulation phase,… Continue reading