Droplet Microfluidic Sorter

2D twin of the 3D droplet-sorting bench: droplets in a channel, a noisy fluorescence reading and an electric steering gate, run by the identical model file.

Presets

Playback

Flow, detector and field

Positive droplets read about 0.78 and negative ones about 0.23, each with Gaussian noise. A droplet is steered into the collection lane only if its reading is above the threshold and the voltage is high enough.

Model checks

The science

What is modelled

Water droplets form at a T-junction in oil; their length grows with the aqueous-to-oil flow ratio. Each droplet passes a fluorescence detector whose reading is a fixed level for positives or negatives plus Gaussian noise. A threshold turns the reading into a decision, and a dielectrophoretic force, represented by a steering authority, diverts the chosen droplets into the collection lane if it is strong enough.

Equations

  • Droplet length: L = w (1 + 1.1 Qaq/Qoil) (squeezing-regime rule of thumb).
  • Mean velocity U = (Qoil + Qaq)/(w h), Reynolds number Re = ρ U Dh/μ.
  • Recall Φ((μpos - t)/σ) and specificity Φ((t - μneg)/σ) for a threshold t.
  • Steering authority ∝ V²/(μ U), active above 0.66.

Checks run in the page

  • Recall and specificity of a long run against the Gaussian formulas.
  • Velocity and Reynolds number recomputed from the inputs.
  • Droplet generation rate against flow divided by droplet volume.
  • The V squared scaling of the steering and its gate.

Honest simplifications

The detector levels and the steering authority are model parameters, not an electric-field solution or an electrode calibration; droplet breakup, coalescence and cell content are not modelled; the geometry on screen is magnified. Not a calibrated cell sorter.

What to try
  • Press Noisy detector and watch the purity and recovery fall; the gold dot on the ROC curve follows the threshold.
  • Press Low voltage and see that no droplet is collected even though the detector sees them.
  • Slide the threshold to trade purity for recovery along the ROC curve.
Detector signals of the last 180 droplets
Accuracy, purity and recovery over time
ROC curve and operating point
Steering authority against voltage
Made with 🤖 ChatGPT