WorkRepresentative engagement09 / 12

A discrete-event twin of a bottling line

A simulation calibrated to machine event logs showed where throughput was really lost and let management test buffer, speed and maintenance options before buying a new filler.

Sector
Manufacturing and industrial operations
Location
Lebanon
Duration
5 months
Services
Simulation and digital twinsData engineeringTechnical advisory and research
Simulated throughput by scenarioThroughput
010,00020,00030,000As isNew fillerBuffersBuffers + speedsAll threeAs is Throughput: 21,400 bottles/hNew filler Throughput: 22,100 bottles/hBuffers Throughput: 23,300 bottles/hBuffers + speeds Throughput: 24,400 bottles/hAll three Throughput: 25,100 bottles/h
bottles/hAll three · 25,100 bottles/h

The challenge

The line ran well below its nameplate rate and the proposed answer was a larger filler. Management wanted evidence before committing capital.

What we did

Machine states, stoppages and speeds were extracted from PLC logs and reconciled into a consistent event history for each machine and conveyor.

A discrete-event model of the line was built and calibrated until it reproduced measured throughput and stoppage patterns within a few percent.

Scenarios compared the new filler against larger accumulation buffers, changed speed settings and a different micro-stoppage response on the labeller.

The outcome

The bottleneck was the labeller’s micro-stoppages, not the filler. Buffer and speed changes recovered most of the lost output at a fraction of the cost, and the filler purchase was deferred.

A representative engagement. The figures are indicative of typical outcomes for this kind of work and are not drawn from a named client.

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