SMHcoders FZ LLC · Abu Dhabi · Industrial software +971 52 991 9203Sales@SMHcoders.com
Solutions/RTO-07/Real-Time Optimisation
Scoped solutionRTO · RTO-07

MPC holds the unit. RTO decides where.

Plant-wide optimisation that computes the most profitable operating targets for your MPC and APC systems — every hour, at today's prices.

RTO · RTO-07 · specDeployable
ScopeUnit or plant-wide
ModelSteady-state, reconciled to live data
InputsConstraints · prices · feed
OutputProfit-optimal targets
Executed byMPC / APC layer
01/ What it is

How Real-Time Optimisation works for your plant.

Real-Time Optimisation sits above the control layer. Using a plant-wide model, current constraints and current economics, it computes the most profitable feasible operating point — and passes those targets down to your MPC and APC controllers to execute.

02/ LiveInteractive · runs in your browser

Change the prices. Watch the optimum move.

A unit with two decisions — feed rate and reactor temperature — and three constraints. The colours are profit per hour; the hatched region is infeasible. Move the prices and the optimiser finds the new best feasible point and dispatches it to the controllers.

  • Profit = product value − feed cost − energy cost
  • Constraints: max throughput, max temperature, min quality
  • Toy model — the method is the product's
03/ How it worksFrom data to running system
Step 01Model

Plant-wide steady-state model built.

Step 02Reconcile

Model matched to live plant data.

Step 03Optimise

Most profitable feasible point computed.

Step 04Dispatch

Targets passed to the MPC/APC layer.

04/ The optimisation stack

Three layers, three timescales.

RTOPlant-wide economics↓ Profit-optimal targetsHourly
MPC / APCConstrained moves↓ Every cycleSeconds–minutes
DCS + plantExecution↓ FieldContinuous
06/ What it changesRTO-07 · impact board
Profit-optimal targets, continuouslyOK
Consistent operation across shiftsOK
Adapts to prices and feed changesOK
Builds on your MPC investmentOK

“Your MPC holds the unit steady. RTO decides where steady should be — in money.”

From the field · SMHcoders
07/ Common questions
Do we need MPC before RTO?

In practice, yes. RTO computes profit-optimal targets; MPC or APC is the layer that executes them. If you run MPC today, RTO is the natural next step.

What data do we need to start?

Most engagements start with 6–24 months of historian, lab or document data. We audit coverage in the first week and tell you plainly if it is not enough — before you commit.

How long until we see results?

A proof of concept on your historical data typically lands in 4–8 weeks. Production deployment follows once the KPI target is met and your team signs off.

Where does it run, and who sees our data?

On your infrastructure — plant-side servers, your Azure or AWS tenancy, or an air-gapped network. Data never leaves your boundary, and nothing is used to train third-party models.

Who owns the result?

You do. Handover includes source code, documentation, training sessions and a retraining plan.

Proof of concept · 4–8 weeks · your data

See it on your plant.