Aspiration
Being able to predict and simulate the production line performance based on the complex line or system to bring improvement on manufacturing operation efficiency
Approach
We acquire, clean, transform, and integrate all data generated by manufacturing line like MES data (machine up and downtime, MTBF and MTTR statistics, machine states, breakdown types, machine speed), line configuration data, buffer size, operation performance indicator, and average production throughput. Then we use this data to create a “Discrete Event Simulation” model to mimic the actual running processes and their interactions and use “Optimization Algorithm” to find the best line parameters that gives the highest overall efficiency.