Frame-count switching in Raman acquisition-budget sensitivity occurs when a different integer number of exposure pairs becomes optimal as the available time changes. For each feasible pair count , let be the minimum predicted ratio variance after optimizing its live exposures. The complete design is
The marginal value of unused time below a Raman frame cap gives slopes for a fixed . At a branch switch, those slopes need not be the derivative of the lower envelope on both sides.
A simple original example uses equal shot-noise coefficients , readout duration per frame and cap per exposure. Equal on/off totals are optimal, giving
Take , and . Two pairs saturate their live-time capacity once . Three pairs have live time near this budget. Their variances agree at
Just below this value the two-pair variance is the constant . Just above it the three-pair variance is and begins decreasing. One pair has lower exposure capacity, while four or more pairs incur more readout and have less useful live time near the switch, so these two branches determine the global optimum there.
The one-sided derivatives at an optimal Raman frame-count switch are zero on the left and on the right. The optimal variance is continuous at this switch, but has a kink. At two pairs give ; at three pairs give about . Extra time becomes useful again after the discrete design changes, despite the previous fixed-count plateau.
The primary Raman experiment's saturation-limited exposures and shuttered on/off readout motivate these competing resources.[ref] The example uses chosen rounded timings. Read noise, drift and switching requirements can move the branch crossings and must be included when choosing an actual acquisition protocol.
Wall-clock slack in saturation-limited Raman frame allocation is time that remains unused when a fixed number of detector frames has already reached its permitted exposure caps. With pump-on/off pairs, per-frame cap and readout time per frame,
assuming . The integer frame-count choice under a Raman saturation limit compares these possibilities over different pair counts. Slack at fixed does not imply that the continuous exposure allocation was optimized incorrectly.
If , both states can use their full live totals , and the shot-noise relative variance is . Increasing only the wall-clock allowance cannot improve it: the marginal value of unused time below a Raman frame cap is zero in this capped regime. Another frame pair changes both the overhead and the allowable division of live time.
For an original example, set , , and . The live time is , readout uses , and slack is . With and , equal capped totals give .
Three pairs increase readout time to , leaving only live time. Yet the larger per-state cap permits the preferred ratio two to one: and . Their variance is , lower despite less total live time. Relieving the weak state's cap outweighs the extra readout cost in this chosen model.
The primary Raman apparatus limited exposures to avoid detector saturation and alternated pump state during shuttered readout.[ref] The timings above are separate illustrative choices. Read noise, sample drift and switching constraints can change the comparison; unused time and useful precision are different optimization quantities.