Tutorial

Monte Carlo Yield Prediction for RF Manufacturing

Predict RF matching network manufacturing yield using Monte Carlo simulation. Set component tolerances, run 500+ iterations, count passing simulations, and optimize for 90%+ yield.

What Yield Prediction Tells You

Before committing to PCB fabrication and component purchasing, Monte Carlo simulation predicts what fraction of manufactured units will pass all RF specifications. A well-designed RF matching network should achieve ≥90% yield under component tolerances — both tighter and wider specifications significantly impact production cost.

Statistical Foundation

  Monte Carlo simulation randomly samples component values within their tolerance distributions:

  Uniform distribution (±5% tolerance):
  L_actual ~ Uniform(L_nominal × 0.95, L_nominal × 1.05)
  C_actual ~ Uniform(C_nominal × 0.95, C_nominal × 1.05)

  Normal distribution (better for real production lots):
  L_actual ~ Normal(L_nominal, σ = tolerance/3)
  → 99.7% of units within ±3σ = ±tolerance range

  RF View default: uniform distribution

Step-by-Step Yield Analysis

  1. Build matching circuit in RF View Circuit Simulator (ideal L + C + DUT S2P)
  2. Verify nominal S11 meets spec: S11 < −10 dB at 880–960 MHz
  3. Open Tolerance Analysis → set component tolerances:
    • L1 (3.3 nH): ±5% (standard SMD)
    • C1 (6.8 pF): ±5% (C0G) or ±10% (X7R)
  4. Run N=500 iterations → wait 5–10 seconds
  5. Count passing simulations (S11 < −10 dB throughout 880–960 MHz)
  6. Yield = passing/500 × 100%

Interpreting Results

YieldInterpretationAction
>95%Excellent — robust designProceed to PCB fabrication
90–95%Good — meets typical production targetConsider tightening one component tolerance
80–90%Marginal — borderline production costRedesign: lower Q or use Pi/T topology
<80%Poor — too many rejects in productionRedesign required before proceeding
RF View Monte Carlo: Configure tolerances, run 200–1000 iterations, read yield percentage directly from the Tolerance Analysis tab. Free on Android.

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