Acquisition-time sensitivity to tail-model parameters measures how an inferred recording extension changes when the assumed optical tail changes. In the positive-duration branch of acquisition duration from an exponential tail-energy tolerance, writeHere bounds the initial tail power, is its decay time and the tolerated missed energy. Their first-order relative effects areThese logarithmic condition numbers of a tail-acquisition requirement distinguish a fractional amplitude error from a fractional decay-time error. For a stringent tolerance with large , decay-time sensitivity stays near unity while amplitude sensitivity decreases.
For an original example, take , and . Then and . Let the independent standard uncertainties of and be and , with the tolerance fixed. The amplitude contribution to is ; the decay-time contribution is . Adding their variances gives , about .
Correlated fitted parameters require covariance terms in this propagation.[ref]
Guidelines for Evaluating and Expressing the Uncertainty of NIST Measurement Results by Barry N. Taylor and Chris E. Kuyatt. Appendix A, equation A-3
A standard uncertainty is not a guaranteed recording margin: a worst-case requirement needs a justified allowed parameter set, as in the parent article. The zero-duration boundary is also outside this smooth positive-branch calculation.Physically, these parameters must describe the unrecorded optical power, not merely an electrical detector tail. NIST separately measured the detector/cable/oscilloscope response before correcting pulse measurements.[ref]
Calibration Service for Low-level Pulsed-Laser Radiometers at 1.06 µm: Pulse Energy and Peak Power by Rodney W. Leonhardt. Appendix C.1–C.2, printed pp. 36–37
A precise fit to the wrong response component does not justify the optical envelope or its acquisition-time bound. Exponential-envelope tail-energy bound 2026-11-05
An exponential-envelope tail-energy bound limits unobserved energy by integrating a justified pointwise envelope on the true optical power. If for every , with and , then . The parent bounding unobserved optical energy with an exponential tail model derives this result and distinguishes it from a statistical uncertainty.
At a later acquisition endpoint , the remaining allowance isFor an original envelope with and , the initial allowance is . Reducing the allowed missing energy to requires . This acquisition duration from an exponential tail-energy tolerance reduces the bound by a factor100. It does not prove that99% of an arbitrary underlying pulse has been captured: the actual power may lie strictly below the envelope at early times.
Joint parameter constraints also matter. An original allowed set uses dimensionless and with , and . Since , every allowed envelope satisfiesattained at . Taking separate maxima and would instead give the looser bound; those two maxima cannot occur together in the stated joint set.
The guarantee concerns optical power, not an uncorrected detector tail. Optical tail and detector-response ambiguity explains that distinction, while NIST's primary response-calibration procedure characterizes the electrical measurement chain separately.[ref]
Calibration Service for Low-level Pulsed-Laser Radiometers at 1.06 µm: Pulse Energy and Peak Power by Rodney W. Leonhardt. Appendix C.1–C.2, printed pp. 36–37
A delayed extra pulse or an unbounded constant background requires its own model; neither is excluded by a local exponential fit.