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Cycle time and WIP calculator (Little's law)

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KEY POINTS

In a steady-state fab, cycle time = WIP ÷ throughput (Little's law). Front-end wafers spend more time waiting than being processed, and leading-edge logic runs at an X-factor of about 3 to 4. Queue time at a tool grows as u/(1−u) with utilization u, so it rises steeply above 90%.

Whole fab: Little's law

Cycle time CT = WIP / TH40.0days
X-factor (CT / raw process time)2.00
Days per mask layer (DPML)0.57days/layer
Share of time spent waiting50.0%
Monthly output45,000wafers/month

Little's law holds when WIP and throughput are stable over the long term (steady state). It will not match actual cycle time in a fab that is ramping up or adjusting output.

Single tool: utilization and queue time (Kingman's formula)

Cycle time at this tool (queue + processing)5.22h
Queue time4.22h
Tool X-factor5.22

Utilization and cycle time (operating curve)

02.557.51012.515406080Utilization [%]X-factor
Current variability (ca = 1, ce = 0.7)Variability halved

Cycle time by utilization

UtilizationCycle timeX-factor
70%2.74 h2.74
80%3.98 h3.98
85%5.22 h5.22
90%7.71 h7.71
95%15.15 h15.15

Queue time explodes as utilization rises

Front-end semiconductor manufacturing is a re-entrant flow that passes through the same tool groups dozens of times, and a wafer takes two to three months to complete. Most of that time is spent waiting in front of tools rather than being processed; in leading-edge logic the X-factor is around 3 to 4. By Little's law, the only way to shorten cycle time without changing throughput is to reduce WIP.

Queue time grows as u/(1−u) with utilization u, so it climbs steeply above 90%. The more expensive the tool, the more tempting high utilization becomes, but it is a trade-off against cycle time. Reducing variability in arrivals and processing (batched lot releases, setup changes, failures) shortens queue time substantially at the same utilization.

FAQ


What is the X-factor?

Cycle time divided by raw process time, the time a wafer would take with no waiting. An X-factor of 3 means two-thirds of the time is spent in queues.

What is days per mask layer (DPML)?

Cycle time in days divided by the number of mask layers. It lets fabs running processes of different complexity compare their speed.

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Last updated: October 23, 2026