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Interactive CAE Analytics Applications with Streamlit

30 Chapters
View Course Samples Online
01
Course overview
scope, concepts, and technical context of interactive CAE analytics applications with Streamlit.
technicalinteractive
02
Streamlit fundamentals for CAE
widgets, layout, session state, and callbacks tailored to simulation data.
StreamlitCAE
03
CAE data ingestion
reading solver outputs, mesh files, and time-series results into Streamlit apps.
CAEingestion
04
Interactive visualization of CAE results
contour plots, vector fields, and animations using Plotly and PyVista.
Interactivevisualization
05
Building a parametric study dashboard
sliders, select boxes, and dynamic queries for design exploration.
Buildingparametric
06
Real-time CAE analytics
streaming sensor data and live simulation monitoring with Streamlit.
Real-timeCAE
07
Mesh and geometry visualization
interactive 3D rendering of finite element models in Streamlit.
geometryvisualization
08
Post-processing automation
extracting key metrics from CAE results and displaying them interactively.
Post-processingautomation
09
Sensitivity analysis and design of experiments
interactive DOE setup and result exploration.
Sensitivityanalysis
10
Optimization workflows
integrating optimization loops with Streamlit for interactive trade-off analysis.
Optimizationworkflows
11
Uncertainty quantification
interactive probabilistic CAE analytics and visualization.
Uncertaintyquantification
12
Reduced-order modeling
interactive ROM creation and exploration for CAE applications.
Reduced-ordermodeling
13
Surrogate modeling
building and validating response surfaces with interactive Streamlit interfaces.
Surrogatemodeling
14
Multi-physics CAE analytics
coupling thermal, structural, and fluid results in a single dashboard.
Multi-physicsCAE
15
Cloud deployment of CAE analytics apps
containerization, scaling, and security considerations.
deploymentCAE
16
Performance optimization
caching, parallel processing, and efficient data handling for large CAE datasets.
Performanceoptimization
17
User authentication and access control for engineering analytics applications.
User authentication and access control for engineering analytics applications.
authenticationanalytics
18
Integrating CAE solvers
triggering simulations from Streamlit and retrieving results asynchronously.
IntegratingCAE
19
Interactive mesh refinement and convergence studies
monitoring and adjusting simulations on the fly.
Interactiverefinement
20
Case study
interactive fatigue life prediction dashboard for structural components.
interactiveprediction
21
Case study
real-time thermal management analytics for electronics cooling.
real-timemanagement
22
Case study
interactive CFD post-processing for aerodynamic design.
interactiveCFD
23
Case study
composite material analysis with interactive layup and failure criteria exploration.
compositematerial
24
Case study
crashworthiness analytics with interactive injury criteria visualization.
crashworthinessanalytics
25
Case study
additive manufacturing process simulation and distortion prediction dashboard.
additivemanufacturing
26
Case study
digital twin for predictive maintenance using CAE and operational data.
predictivemaintenance
27
Best practices for UI/UX in engineering analytics
clarity, responsiveness, and error handling.
practicesUI/UX
28
Testing and validation of Streamlit CAE apps
unit tests, integration tests, and user acceptance.
validationStreamlit
29
Version control and collaboration for CAE analytics projects
Git, CI/CD, and reproducible environments.
collaborationCAE
30
Capstone project
end-to-end interactive CAE analytics application from data to deployment.
Capstoneend-to-end