What is a product changeover really costing me?
808 tof good product recovered across one week
One week of planned production, run twice through the model: as scheduled, then with the transitions shaped instead of stepped. The difference is about 22% of the week's output, across three changeovers, and the single number that moves it most is the width of your specification band.
Can I see product quality before the laboratory reports it?
4.8 hahead of the lab, on instruments you already have
The model reads the instruments already on the unit and returns the property you sell on, continuously, instead of waiting on a sample. Across the same week that lead time is worth 249 t of product landing in the right silo, and it needs no new hardware.
How much more can this unit make before something binds?
2.1×the nominal heat duty, at the rate we pushed it to
Often the chemistry is not the limit at all. Pushed hard, pressure and heat removal bind first, and both go over together. Which of the two goes first is what decides whether a debottlenecking project is worth running and what it should target, and it is not the same answer at every rate.
How much safety margin do I actually have?
12.1 Kof real margin, where the screen shows 14.0
The hottest material sits where no sensor reads, and the sensors that come closest are pulled toward the jacket, so they under-read. The control room shows almost two kelvin more headroom than exists. A well-mixed model shows none of this, because it has one temperature and no wall.
What is my recycle makeup buying me?
+2.4%net value, without buying more feed
On a loop with no purge, the makeup rate sets the product mix, because at steady state makeup must equal net consumption. Cutting it about 6% walks the slate toward the higher-value products: less raw material bought, a richer mix sold.
What is limiting my conversion, and will additives fix it?
6% → 90%conversion in one hour, from mechanical work alone
A passivation layer on every particle is the rate limit. Mechanical work cuts its diffusion time from 776 hours to under two, and that alone takes one-hour conversion from 6% to 90%. The additive package accounts for 1.6% of the effect.