Element-level errors

Random per-seed perturbations to individual elements: alignment (dx, dy, dz, tilt) and field (gradient_rel, voltage_rel, etc.). This is what most tolerance studies are about.

TL;DR

Two categories:

• Alignment errors — the element moves or rotates relative to the ideal beam axis. Honoured by the tracker as pre/post coordinate shifts and rotations.
• Field errors — the element's field deviates from the design value (e.g. quad gradient is 0.5% high; cavity voltage is 1% low). Folded into the element's effective_X properties.

Each error is specified as an ErrorDef:

from linac_gen.errors.error_model import ErrorDef

err = ErrorDef(
    pattern="QUAD_*",       # which elements (fnmatch wildcard)
    parameter="dx",         # which parameter
    distribution="gaussian", # gaussian or uniform
    sigma=0.2,              # σ for gaussian
    half_width=0.0,         # half-width for uniform
    cutoff=3.0,             # σ truncation for gaussian
)

Alignment parameters

Parameter	Units	Effect
dx, dy	mm	transverse translation (honoured by the tracker)
tilt_deg	deg	rotation about z (longitudinal) — honoured
dz	mm	longitudinal translation — stored but ignored by the tracker
pitch_deg, yaw_deg	deg	reserved (not yet honoured)

The tracker applies these as:

1. Pre-element: shift particle (x, y) by (-dx, -dy) (move to element frame), rotate by -tilt_deg.
2. Element body: standard transfer matrix / RK4.
3. Post-element: rotate by +tilt_deg, shift by +(dx, dy) (move back to lab frame).

Net: a misaligned element kicks the centroid and rotates the σ matrix in the (x, y) projection.

Field parameters

Parameter	Element types	Effect
gradient_rel	Quadrupole	G → G·(1 + δ)
field_rel	Solenoid, Dipole	B → B·(1 + δ) (Dipole via effective_angle)
voltage_rel	RFGap, FieldMap, FieldMap3D	V → V·(1 + δ) (field maps via effective_ke/kb)
phase_offset	RFGap, FieldMap	phase → phase + phase_offset (deg)
frequency_offset	RFGap, FieldMap	additive Hz / MHz (rarely used)
g3_rel..g6_rel	Quadrupole	fractional higher-pole content errors

FieldMap amplitude and Dipole field errors (fixed 2026-07)

These two used to be silent no-ops (the engine looked for a voltage/field design attribute those elements don't have). The draw now lands on the element's own _rel perturbation slot, which tracking consumes (effective_ke/kb, effective_angle). A *_rel error that matches an element with neither slot now warns once instead of silently vanishing. Pre-fix tolerance studies with field-map amplitude errors should be re-run.

These are static per-seed offsets — drawn once at seed start, held constant through the simulation. Per-step time-varying jitter is not modelled (TraceWin's ERROR_*_DYN cards are absorbed as static errors — see ERROR_* directives).

Wildcard patterns

The pattern field is fnmatch:

Pattern	Matches
QUAD_*	every element whose name starts with QUAD_
QF_03	exactly element QF_03
*Cav*	every element with "Cav" in the name
*	every element

Patterns are case-sensitive. Use multiple ErrorDefs with different patterns to apply different distributions to different element classes.

Examples

All quads aligned to 0.2 mm rms

(The fragments below assume a study — here built on a small demo lattice with quads named QUAD_01 … QUAD_06.)

from linac_gen.core.config import BeamConfig
from linac_gen.core.lattice import Lattice
from linac_gen.elements.drift import Drift
from linac_gen.elements.quadrupole import Quadrupole
from linac_gen.errors.error_model import ErrorStudy

lat = Lattice()
for i in range(1, 7):
    lat.add(Quadrupole(name=f"QUAD_{i:02d}", length=100.0,
                       gradient=10.0 * (-1) ** i))
    lat.add(Drift(name=f"D_{i}", length=150.0))
study = ErrorStudy(lat, BeamConfig(n_particles=500), n_seeds=2)

study.add_error("QUAD_*", "dx", distribution="gaussian", sigma=0.2)
study.add_error("QUAD_*", "dy", distribution="gaussian", sigma=0.2)

One specific quad heavily mispowered

study.add_error("QUAD_05", "gradient_rel",
                distribution="uniform", half_width=0.05)

Cavity LLRF jitter

study.add_error("CAV_*", "voltage_rel",
                distribution="gaussian", sigma=0.005)   # 0.5% rms
study.add_error("CAV_*", "phase_offset",
                distribution="gaussian", sigma=1.0)     # 1° rms

From .dat (auto-imported by parse_tracewin)

ERROR_GAUSSIAN_CUT_OFF 3
ERROR_QUAD_NCPL_STAT 6 2 0.2 0.2 0 0 0 0.5 0 0 0 0
ERROR_CAV_NCPL_STAT  2 2 0.3 0.3 0 0 1.0 1.0 0

Cross-references

• Beam errors — input-beam jitter.
• Running studies.
• Worked example: tolerance study.

← ERROR_* directives · Continue to Beam errors →