Overview

From aluminum chips to finished plastic parts

This project demonstrates a complete design-to-manufacture pipeline. We first created precision aluminum cavities with CNC machining, then used those cavities to mold polymer parts, validating digital flow simulations against real-world results. The workflow highlights how early machining decisions ripple through to molding efficiency, part quality, and cycle time.

Concept

Virtual iterate, physical verify

  • Cost control — Making tooling right the first time saves thousands in rework.
  • Speed — A 20-minute machining window and sub-second fill time keep throughput high.
  • Data-driven — Simulation pinpoints weld lines, air traps, and hot spots before metal chips fly.
Combining machining and molding in one feedback loop turns “what-ifs” into measurable improvements within days, not weeks.

Competition Arena

Design Process

Step-by-step refinement

  1. CNC strategy: optimized toolpaths (rough → finish) to hit an 18 min 38 s cycle with no chatter.
  2. Surface prep: added slight tapers and reduced scallop height to improve polymer release.
  3. Runner & gate tuning: balanced flow paths, shifted gates toward thicker masses, and shortened fill time by 60 %.
  4. Simulation sweep: varied pressure (40–60 psi) and melt temperature (325–375 °F); pressure proved 4× more influential on flow length.
  5. Press trials: molded ABS parts, measured spiral flow, and cross-checked prediction vs reality (≤20 % error in most cases).

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Specifications

Critical numbers
  • Material: ABS, MFI 16 g/10 min
  • Melt temperature: 325 – 375 °F
  • Injection pressure: 40 – 60 psi
  • Target fill time: <1.0 s (achieved 0.4 s)
  • Cooling to eject: reduced from 27 s→9 s with rib thinning
  • Machining cycle: 18 min 38 s per cavity
Competition Arena

Result

Quantifiable impact

  • Gate relocation eliminated visible weld lines and cut scrap to <1 %.
  • Tooling tweaks shaved 13 s off cooling, saving 69 operator-hours per million shots.
  • Validated that pressure adjustments extend flow length ≈4 mm/psi—vital for thin-wall parts.
  • A single plastic brick now cycles in ~10 s, compared with minutes on typical 3-D printers.
The integrated workflow shows how machining precision and simulation insights converge to produce robust, high-volume plastic components at minimal cost.