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Industrial · Granulation

Granulation — AI for particle size, moisture and yield

AI Autopilot controls moisture, binder addition, spray pattern and drum rotation across pharmaceutical, fertilizer and food granulation lines — maximizing in-spec granules on the first pass and cutting recycle.

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Überblick

Granulation sits between formulation and packaging. Out-of-spec granules recycle — and recycle is a direct hit on yield, throughput, and quality consistency. Every percentage point of first-pass yield is meaningful in high-volume lines.

Moisture is the single most important variable. Operators manage it visually and by feel. That works at one temperature and one feedstock; it breaks down under seasonal shifts.

BrainiAll AI Autopilot fuses NIR moisture readings, drum camera imagery, exhaust humidity, and load-cell data to predict granule size distribution in near real time. It adjusts spray, binder, and drum rotation before out-of-spec product is formed.

+3-8%First-pass yield uplift
↓ recycleOversize and fines
↓ varianceBatch-to-batch size distribution
GMP21 CFR Part 11 ready logs

Was Autopilot tut

Kontinuierliche, multivariable Regelung – kein Single-Loop-PID. Die Advisory-Layer-Architektur lässt die Sicherheitsebene unberührt.

Real-time PSD prediction

Camera + NIR fusion estimates granule size distribution continuously.

Moisture control

Spray / binder dosing adjusts automatically to hold target moisture envelope.

First-pass yield maximization

Cuts fines and oversize that would otherwise go to recycle.

GMP / FDA traceability

All parameter adjustments logged with batch record — audit-ready for pharma.

Recipe self-learning

Each batch refines the next without rewriting the master recipe.

Kontinuierlich angepasste Variablen

Die KI liest jeden Sensor im Stromkreis und berechnet die optimale Sollwertkombination in Echtzeit.

  • Binder / water additionPrimary driver of agglomeration.
  • Drum rotation speed (RPM)Residence time and bed dynamics.
  • Feed rate (t/h)Sets load.
  • Exhaust temperature / humidityDrying rate signal.
  • Bed moisture (NIR)Online quality proxy.
Business Case

A fertilizer granulation line producing 500 kt/y with an 8% recycle rate wastes the energy and labor of moving 40 kt of finished product through the loop again. A 3% first-pass yield uplift equates to approximately 12 kt/y of "free" production.

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