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Chapter 13: Multi-Parameter Design Study

Tutorial Problem

Bracket Optimization Dataset

Purpose

This tutorial teaches users how to perform the Bracket Optimization Dataset simulation workflow in ESD. It focuses on practical setup, solver execution, result review, and engineering interpretation.

Objectives

  • Understand the setup requirements for Bracket Optimization Dataset.
  • Perform the complete simulation workflow in ESD.
  • Review and interpret the main engineering results.
  • Export the required deliverables.

Parameters

  • Thickness
  • Load
  • Material

Prerequisites

  • Access to the required model or mesh file
  • Basic familiarity with the ESD simulation interface
  • Required material properties and loading information
  • Understanding of the relevant analysis type

Workflow

  1. Define the parameter space.
  2. Create combinations for thickness, load, and material.
  3. Run batch simulations.
  4. Collect output quantities.
  5. Organize the results into a structured dataset.

Expected Outcome

The user creates a dataset suitable for design comparison, optimization, or downstream analysis.

Deliverables

  • Structured simulation dataset

Validation or Engineering Check

Where applicable, compare the numerical result with an analytical solution, expected engineering trend, reaction balance, or benchmark result. Record the comparison in the final report or result table.

Notes and Common Mistakes

  • Confirm that units are consistent throughout the setup.
  • Check that all required groups are assigned correctly.
  • Review boundary conditions before running the solver.
  • Inspect result contours carefully before drawing conclusions.
  • Save exported plots, tables, and reports using clear file names.