wavefront_stats — OPTICS imaging op

数据种类:tabletable

调用:import optics; optics.wavefront_stats(coeffs, radial=128, angular=192)(或 opsoptics.get("wavefront_stats"))

用法

由 Zernike 展开得到的波前误差统计:RMS、PV 与 Strehl。

> 以下的详细说明为原文 —— 摘要与标题已翻译。

*coeffs* is exactly the dict :func:match3d.fit_zernike returns —

`{(n, m): coefficient}`, coefficients in waves — and this op re-uses

`match3d`'s own basis builder, so the two cannot drift apart in

normalisation or in the `(n, m) convention. Fit with fit_zernike`,

characterise here.

The wavefront is reconstructed on a polar grid (*radial* x *angular*) over

the unit pupil and reduced with the area element `rho d(rho) d(theta)`

— an unweighted mean over a uniform-in-rho grid over-counts the centre and

is a real, silent, ~10% error.

Returns a dict: `rms_waves` (piston removed — piston is not an

aberration) · `pv_waves peak-to-valley over the pupil · strehl` the

Marechal estimate `exp(-(2*pi*rms)^2) · marechal_valid` whether

`rms_waves <= MARECHAL_RMS_LIMIT` (0.1), because past that the estimate is

optimistic and reporting the number without the caveat is the dishonest

option · `terms and n_max` of the expansion.

Ground truth it reproduces (measured at the defaults): pure defocus

`{(2, 0): 0.1} — for which Z = 2*rho^2 - 1` has an exact pupil RMS of

`1/sqrt(3) — gives rms_waves = 0.0577422` against the exact

`0.0577350`, a relative error of 1.2e-4 from the discrete quadrature

(3.1e-5 at `radial=256), and pv_waves = 0.2` exactly; the Strehl is

0.8766676 against the exact 0.8766962. Pure astigmatism `{(2, 2): 0.1}`

(exact RMS `1/sqrt(6)`) gives 0.0408280 against 0.0408248. Piston alone

(`{(0, 0): c}) gives rms 0 and Strehl 1 for any c`, and RMS scales

exactly linearly in the coefficients (doubling them doubles the RMS to

machine precision).

Raises `ValueError`: *coeffs* is not a dict, is empty, holds more than

:data:MAX_ZERNIKE_TERMS terms, has a key that is not an `(n, m)` int

pair or is not a valid Zernike index (`n >= 0, |m| <= n, n-|m|`

even), or a non-finite coefficient; a radial order above

:data:MAX_ZERNIKE_ORDER (40 — the shared basis builder's factorial

recurrence breaks its own `|Z| <= 1 bound at n = 46`, measured, and

the same bound is re-checked at runtime); *radial* / *angular* outside

`[8, MAX_GRID]`.

The radial quadrature is discrete, so its error grows with the order being

integrated: measured, the relative RMS error tracks `(n_max/radial)^2`

within a factor 2 — 1.2e-4 at `n_max=2, 1.7e-3 at n_max=6` and 4.3e-2

at `n_max=20, all at the default radial=128`. Below

`radial >= 16*n_max a RuntimeWarning` says so rather than letting a

12%-wrong Strehl look authoritative. Raising *radial* fixes it at

`O(1/radial^2)`, but note the basis is built for *all* orders up to

`n_max, so the working set grows as n_max^2 * radial * angular` and is

capped by :data:MAX_ZERNIKE_BASIS.

Marechal is a small-aberration approximation and the RMS is over the *fitted*

expansion, so it says nothing about wavefront structure finer than `n_max`

— and `fit_zernike` itself discloses ~10% inter-mode crosstalk at its

default sampling. Both limits compound; treat the Strehl as an indicator,

not a measurement.

该族通用的输入契约(fail-closed)

optics 的每个算子都先校验输入再计算(不让任何东西无声通过):

单位写进参数名 —— _mm / _um / _deg / _mrad。把 mm 和 µm 弄混不会崩溃,而是给出「看着合理却是错的答案」,所以用命名来防。这里绝不从数值大小去猜单位。

• **字符串一律 ValueError** —— float('50') 会成功,于是未解析的配置值会被当成长度混进来(实测:thin_lens('50', '200') 曾返回看着合理的 66.667 mm)。bool 也按 True == 1 的隐式提升拒绝。

• **complex / masked array 一律 ValueError(仅接受实数槽位;拒绝无声丢弃虚部或剥掉掩码)。所有输入中的 NaN/Inf 一律 ValueError**。

逐项点名拒绝除零及其近亲:焦距 0、曲率半径 0、折射率 <= 0、全不透明光阑(全为 0,归一化变成 0/0)、总和 <= 0 的 PSF、S0 = 0 的 Stokes 矢量、物体位于前焦点(像在无穷远)。

只有两个算子会返回非有限值,而且都写进了契约:depth_of_field 在超焦距以外返回 far_mm = inf(这正是超焦距的定义),gaussian_beam 在束腰处返回 wavefront_radius_mm = inf(平面波前的曲率半径)。两者都同时返回一个有限的搭档(far_is_infinite / curvature_per_mm)。**除此之外的无声 NaN/Inf 都在内部检出并 ValueError** ——「float64 溢出了」和「答案是无穷大」是两种不同的主张,不能拿后者的脸去交付前者。

尺寸上限:生成网格受 optics.MAX_GRID(4096)限制,传入的场/PSF/光阑受 optics.MAX_FIELD_ELEMENTS(2^24),ABCD 元件序列受 optics.MAX_SYSTEM_ELEMENTS(1024),Zernike 受 MAX_ZERNIKE_TERMS(512)/ MAX_ZERNIKE_ORDER(40)/ MAX_ZERNIKE_BASIS(2^25)。以 fail-closed 堵住「小参数引发巨大内部分配」的路径(实测:n_max=40 × 4096² 需要 108 GB)。

物理上不可能的状态同样拒绝:偏振度 > 1 的 Stokes 矢量、负透过率、负强度、n-|m| 为奇数等非法 Zernike 指标。

详细使用指南

optics_imaging 族使用指南

背景知识指南(该算子背后的物理与约定)

measurement_uncertainty — 計測の不確かさと校正の知識 — 「測れている」を主張するために

mv_cameras — 産業用カメラメーカー(センサとの紐付け・ラインスキャン / TDI)

virtual_machine_vision — 仮想マシンビジョン — パラメータの洗い出しとオブジェクト模型

参考(示例数据・文献)

• 示例数据目录(下载 URL / 许可证) —— 2-D 用 skimage.data(BSD/公有领域)加合成图,3-D 给出真实数据源(Stanford/PDS 等)的下载 URL。

• 算子来历与参考文献 —— 该算子族所依据的研究/方法出处。

• 算法的正典(作者・年份)与用途见上面的族使用指南

可运行的示例(实际调用该算子并已验证的样例)

optics_imagingpy -3.11 examples/optics_imaging.py

类型可衔接的下一个算子(可接受 table 作为输入)

abcd_matrix · paraxial_trace · seidel_coefficients · spot_stats · tolerance_analysis · wavefront_from_opd · spot_diagram · ray_fan

同类别(imaging)

psf_to_mtf · mtf_diffraction


*Provenance: optics.py — OPTICS 算子登记表。本条目由 tools/opdocs.py md 自动生成(请勿手工编辑)。*

© 2026 Kazufumi Furuse — Fullseye operator documentation. Licensed under Apache-2.0.