TECHNIQUE
Decision Optimization
Simulation and digital twins are deployed as operational decision aids, but operators implement them in distinct contexts: logistics routing, immersive training, and process-control prototyping.
Use digital twins and network optimization tools to optimize logistics networks and routings.
1 of 3 deployed operatorsUse immersive simulation for operator training so new operators can practice procedures, manage complex chemical processes safely, and understand consequences without using energy or raw materials.
1 of 3 deployed operatorsEmbed experienced operator knowledge into simulation-based training scenarios for new recruits.
1 of 3 deployed operatorsUse phenomenological dynamic process simulation to prototype control interfaces before or alongside advanced process-control deployment.
1 of 3 deployed operatorsConnect simulation-supported control to plant instrumentation and operator dashboards for execution.
1 of 3 deployed operatorsFeed high-fidelity line data into a virtualized grid model for transmission-grid awareness.
0 of 3 deployed operators; observed in 1 announced operatorAcross the deployed operators, simulation or digital-twin work is tied to a concrete operating decision: logistics routing at Holcim, operator training at BASF, and flotation-control prototyping at Motheo Copper Mine.
Operators apply the technique to different operational layers.
APPROACH 01
Logistics-network and routing optimization with digital twins.
APPROACH 02
Workforce training through immersive process simulation.
APPROACH 03
Process-control prototyping using dynamic flotation simulation.
APPROACH 04
Announced sensor-fed virtualized grid model for transmission-line awareness.
Measurement and instrumentation gaps can limit further automation or AI value: Motheo Copper Mine identified future installation of froth and pulp sensors and further exploitation of the dynamic flotation simulation, while CTC Global said models based on estimates rather than measurements limit what AI can do.
| Name | Kind | When | Maturity |
|---|---|---|---|
| SimPy | library | lightweight discrete-event simulation in plain Python, versioned like code | established |
| AnyLogic | service | industrial multi-method simulation with visual modeling and digital-twin tooling | established |