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A Designed Experiment to Optimize LEGO Race Car Performance by analyzing key factors like wheelbase, tires, and weight distribution. Includes detailed DOE analysis, cost-effectiveness insights, and visualizations for maximizing distance on a ramp.

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LEGO Project: Designed Experiment for Race Car Optimization

Project Overview

This repository contains the results and analysis of the LEGO Project, conducted as part of the SCM 517 coursework. The objective was to design and optimize a LEGO race car using a Designed Experiment (DOE) to maximize the distance traveled after descending a ramp.


Key Features

  • Experimental Setup:
    • Designed and tested LEGO race cars with varying configurations.
    • Used a ramp with a consistent angle, height, and surface.
  • Factors Studied:
    • Wheelbase length (Long/Narrow, Long/Broad).
    • Tire size (Big/Small).
    • Weight distribution (Front/Back).
  • Data Analysis:
    • Conducted half-factorial DOE using Minitab.
    • Analyzed main effects and interactions between factors.
    • Evaluated trade-offs between performance and cost.
  • Optimization:
    • Identified the most cost-effective and highest-performance car configurations.

Project Contents

  • Presentation Slides:
    • Includes project objectives, experimental setup, results, and recommendations.
  • Data Files:
    • Experimental results and cost breakdown.
  • Analysis Code:
    • Python scripts for visualizations and cost-effectiveness calculations.
  • Plots and Graphs:
    • Main Effects Plot, Interaction Plot, Residual Analysis, and Trade-Off Visualizations.

Results Summary

  1. Best Performance Configuration:
    • Long Wheelbase + Broad Base + Big Tires + Back Weight.
    • Distance: 124.7 cm.
    • Cost: $18,400.
  2. Most Cost-Effective Configuration:
    • Long Wheelbase + Broad Base + Small Tires + Front Weight.
    • Distance: 105 cm.
    • Cost: $13,600.

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A Designed Experiment to Optimize LEGO Race Car Performance by analyzing key factors like wheelbase, tires, and weight distribution. Includes detailed DOE analysis, cost-effectiveness insights, and visualizations for maximizing distance on a ramp.

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