Turn lattice numbers into controlled physical predictions
Separate scale calibration, physical-volume control, and cutoff extrapolation.
On this page
The question for today
What you’ll understand
- Infer a spacing from a dimensionless reference observable.
- Convert masses and box sizes with explicit units.
- Check a declared cutoff expansion without confusing it with statistical convergence.
A simulation first produces dimensionless numbers. Assigning physical units requires matching a reference observable, and removing the regulator requires more than choosing a small-looking spacing. Bare parameters must be tuned so comparable ensembles describe the same physical situation, while volume and thermal effects remain controlled. A continuum fit then tests a cutoff expansion for a particular observable. Its uncertainty includes scale calibration, statistical correlations, tuning, and the adequacy of that expansion; a precise fit at one spacing cannot substitute for this program.
Calibrate with a declared reference
Suppose a lattice calculation yields a dimensionless reference mass amref, and its physical value is supplied from an appropriate external input. Their ratio determines a in inverse-energy units; insert ℏc explicitly when quoting femtometers. Another lattice mass divided by amref gives a dimensionless physical ratio before any unit conversion. Reference uncertainties and shared configuration correlations must propagate to observables that use the inferred scale.
The reference must be appropriate to the simulated theory, including quark content, masses, electromagnetism, and isospin conventions. Different scale-setting choices can disagree at finite spacing or with mistuned parameters. Those differences may diagnose cutoff or calibration systematics rather than inconsistent arithmetic. Gradient-flow scales and hadronic quantities are common tools, but their chosen definitions and physical matching remain part of the result. No measured dimensionless number fixes its own physical units without an input.
Keep physical parameters fixed while refining
A line of constant physics tunes bare couplings and masses so selected renormalized quantities stay fixed while the spacing changes. Keeping the same number of spatial sites as a decreases would shrink the physical box and mix volume effects with cutoff effects. At fixed temperature, temporal extent must likewise change with spacing because temperature is inverse Euclidean circumference. The intended zero-temperature or thermal limit should be stated before interpreting a sequence.
For a massive theory, many finite-volume shifts are exponentially suppressed by the lightest relevant mass times L, with observable-dependent prefactors and powers. A value such as mπL=4 is a useful diagnostic scale, not a theorem that every observable has a universal small error. Near thresholds, massless modes, or long-range electromagnetic effects, other volume dependences can matter. Varying volume directly can therefore be necessary even when a familiar heuristic criterion is met.
Fit the observable’s allowed cutoff terms
A Symanzik description organizes lattice artifacts through higher-dimension operators consistent with the action’s symmetries. Leading powers can be linear or quadratic in spacing, accompanied by logarithms and mass dependence, depending on discretization and improvement. Use sufficiently fine ensembles to justify the retained expansion and test sensitivity to coarse points and additional terms. A two-point fit with an assumed power performs an extrapolation but cannot independently establish that power.
The function lab illustrates one stipulated quadratic law. Reset and set coefficient to 1 and position to 1; predict value 1. Reset and set coefficient to 1 and position to 0.5; predict value 0.25. The fourfold reduction models a squared resolution parameter only when the physical analysis has justified that leading dependence. The instrument contains no scale setting, quark-mass tuning, finite-volume correction, or lattice data covariance.
Work it through
Calibrate a box and a mass
A simulation has amref=0.25, aM=0.50, amπ=0.125, and Ns=32. Take mref=0.50 GeV and ℏc=0.1973 GeV·fm. Find a, L, M, and mπL.
The spacing is a=0.25×0.1973/0.50=0.09865 fm. The reference is an external physical input; the bare lattice coupling alone did not supply this conversion.
The spatial length is 32×0.09865=3.1568 fm. The target mass is M=0.50×0.1973/0.09865=1.00 GeV, equivalently the ratio aM/amref=2 times the reference mass.
The volume diagnostic is mπL=0.125×32=4. Its leading exponential scale is e⁻⁴≈0.0183, but unknown observable-dependent factors prevent reading 1.83% as a certified universal finite-volume error.
The spacing is 0.09865 fm, box length 3.1568 fm, target mass 1.00 GeV, and mπL=4.
The living notebook
Explore the model
Interactive lab · function
Test a stipulated squared cutoff law
Reset and set a=1,x=1; predict y=1. Reset and set a=1,x=0.5; predict y=0.25.
- y at chosen x
- 0.608
- Tangent slope · 2ax
- 1.35
- Signed area · ax³/3
- 0.182
This lab uses only y = ax². Playback traces the curve within the fixed integration interval from 0 to x; it does not estimate numerical error or change the chosen point. Parameter changes pause playback and recompute the model at the current elapsed time. Reset restores both parameters and returns time to zero. Playback starts paused. Adjust either parameter, then choose Play or Step.
Look forThis is the fixed parabola y=ax². Its fourfold reduction illustrates an assumed quadratic artifact, not evidence that a particular lattice observable has that convergence order.
Pause & reason
Check your understanding
Your turn
Try it yourself
Assume O(a)=O0+c(a/ℓ)² exactly over the available range. Values at a=ℓ and a=ℓ/2 are 2.08 and 2.02. Find O0 and the predicted value at ℓ/4. If Ns=32 initially, how many sites preserve L at half spacing?
Take a moment to make a prediction or work it out on paper. Open a hint when you need one.
Give me a hint
Use the supplied quadratic law, then separately enforce L=Nsa.
Compare with the solution
O0=[4×2.02−2.08]/3=2.00, so c=0.08 and O(ℓ/4)=2.005. Preserving the spatial length at half spacing requires Ns=64. The numerical sequence is consistent with the stipulated law; two points alone would not establish that no additional cutoff terms matter.
Keep the idea
Take it with you
- Physical units require a reference observable and its uncertainty.
- Continuum, volume, thermal, and mass-tuning limits must be controlled separately.
- A cutoff extrapolation is only as justified as its assumed expansion and data range.
Read further
Original sources and deeper explanations to follow at your own pace.
Optional progress, saved in this browser when available. Revisit any lesson at any time.
Lesson not marked complete.