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Cross-Platform Command-Line Tools for CAE Automation

30 Chapters
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01
Course overview
scope, concepts, and technical context of cross-platform command-line tools for CAE automation.
technicalcross-platform
02
CAE automation landscape
typical workflows, pain points, and where CLI tools fit in the simulation lifecycle.
CAEautomation
03
Cross-platform fundamentals
POSIX vs Windows shells, path handling, environment variables, and process execution differences.
Cross-platformPOSIX
04
Choosing a scripting language for CAE automation
Python, Bash, PowerShell, and compiled alternatives with trade-offs.
Choosingscripting
05
Command-line argument parsing
designing robust CLIs with argparse, click, docopt, and PowerShell parameter binding.
Command-lineargument
06
File system operations for CAE
traversing case directories, globbing, symlinks, and cross-platform path libraries.
operationsCAE
07
Process management
launching solvers, monitoring exit codes, timeouts, and parallel job control.
managementlaunching
08
Environment isolation
virtual environments, conda, containers, and module systems for reproducible CAE runs.
Environmentisolation
09
Configuration management
YAML, JSON, TOML, and INI files for parameterizing simulation campaigns.
Configurationmanagement
10
Logging and diagnostics
structured logging, log rotation, and capturing solver output across platforms.
diagnosticsstructured
11
Input deck generation
templating with Jinja2, Mako, and native string manipulation for solver input files.
generationtemplating
12
Output parsing
extracting results from solver logs, CSV, HDF5, and binary files using CLI tools.
extractingCSV
13
Data validation and quality checks
schema validation, unit consistency, and automated sanity checks.
validationconsistency
14
Workflow orchestration
chaining tools with make, snakemake, and custom DAG runners.
Workfloworchestration
15
Job submission and scheduling
interacting with Slurm, PBS, LSF, and cloud batch services via CLI.
submissionscheduling
16
Remote execution
SSH, SCP, rsync, and cross-platform remote command invocation for CAE clusters.
executionSSH
17
Containerized CAE automation
Docker and Singularity/Apptainer CLI workflows for portable simulations.
ContainerizedCAE
18
Parameter sweeps and design of experiments
generating, launching, and tracking large job arrays.
Parameterexperiments
19
Optimization loops
coupling CLI tools with optimizers like Dakota, Optuna, and scipy.optimize.
Optimizationcoupling
20
Post-processing automation
batch extraction of field data, plots, and reports using CLI-driven tools.
Post-processingautomation
21
Mesh generation automation
scripting Gmsh, ANSYS Meshing, and OpenFOAM blockMesh from the command line.
generationautomation
22
Solver-specific CLI integration
OpenFOAM, SU2, CalculiX, Code_Aster, and commercial solver batch modes.
Solver-specificCLI
23
Error handling and recovery
retry logic, checkpointing, and graceful failure in automated CAE pipelines.
handlingrecovery
24
Performance profiling
timing, memory tracking, and I/O bottleneck identification in CLI workflows.
Performanceprofiling
25
Security and access control
credential management, secure file transfer, and audit trails for CAE automation.
Securitycredential
26
Packaging and distribution
creating cross-platform executables, wheels, and installers for CAE CLI tools.
Packagingdistribution
27
Testing CLI tools
unit tests, integration tests, and mocking solver calls for reliable automation.
CLIintegration
28
Documentation and usability
man pages, --help design, and examples for CAE engineers.
Documentationusability
29
Case study
end-to-end automation of a parametric CFD study using cross-platform CLI tools.
end-to-endautomation
30
Case study
automated structural optimization workflow with cross-platform CLI orchestration.
automatedstructural