The whole book Contents and reading orders
- Part 0 Entrance — how to read this book
- 0-01 How to read this book
- 0-02 One picture
- 0-03 Reading the problem statement word by word
- 0-04 Four dimensions in mathematics and four dimensions in physics
- Part 1 Mathematical preparation
- 1-01 Vector spaces and linear maps
- 1-02 What a group is
- 1-03 Lie groups and Lie algebras
- 1-04 SU(2) and SU(3)
- 1-05 Manifolds and tangent spaces
- 1-06 Differential forms and the exterior derivative
- 1-07 Vector bundles and connections
- 1-08 Probability and measure
- 1-09 Probability in infinite dimensions
- 1-10 Hilbert spaces and self-adjoint operators
- 1-11 Fourier analysis and distributions
- 1-12 Detour: what happens only in four dimensions
- Part 2 Physical preparation
- 2-01 Lagrangians and the action
- 2-02 The idea of a field
- 2-03 Electromagnetism is a gauge theory
- 2-04 Special relativity and spacetime
- 2-05 The bones of quantum mechanics
- 2-06 The harmonic oscillator and creation and annihilation
- 2-07 The idea of the path integral
- 2-08 Statistical mechanics and phase transitions
- 2-09 Detour: the gap and the correlation length in the Ising model
- 2-10 The relaxation time and the dynamical exponent z
- Part 3 Yang–Mills theory (classical)
- 3-01 The gauge principle
- 3-02 Non-abelian gauge fields
- 3-03 The action and the equations
- 3-04 Gauge theory as geometry
- 3-05 Instantons and topology
- 3-06 Detour: Donaldson and exotic R⁴
- 3-07 Yang–Mills inside the Standard Model
- Part 4 Quantisation
- 4-01 Canonical quantisation and the Hamiltonian
- 4-02 The path integral and Euclideanisation
- 4-03 Perturbation theory and Feynman diagrams
- 4-04 Divergences and renormalisation
- 4-05 The algebra of divergences
- 4-06 Asymptotic freedom
- 4-07 Dimensional transmutation and Λ
- 4-08 Gauge fixing and Faddeev–Popov
- 4-09 The axioms of quantum field theory
- 4-10 The Osterwalder–Schrader axioms and reconstruction
- 4-11 The definition of the mass gap
- 4-12 Detour: the perturbation series diverges
- Part 5 Lattice gauge theory
- 5-01 Wilson's lattice
- 5-02 The strong-coupling expansion
- 5-03 Reflection positivity and the transfer matrix
- 5-04 The infinite-volume limit and the cluster expansion
- 5-05 Weak coupling and the continuum limit
- 5-06 How U(1) differs from the non-abelian case
- 5-07 The Monte Carlo method
- 5-08 Measuring glueballs and the string tension
- 5-09 What to hold fixed when taking the limit
- 5-10 Lattice gauge theory with finite groups
- 5-11 Detour: Bakry–Émery and one-link integration
- Part 6 Constructive field theory
- 6-01 What constructive field theory is
- 6-02 Solvability in two dimensions and the Yang–Mills measure
- 6-03 Constructing scalar fields
- 6-04 The cluster expansion
- 6-05 The sequence of renormalisation group steps
- 6-06 Ultraviolet stability of three-dimensional Yang–Mills
- 6-07 Four dimensions
- 6-08 Triviality of φ⁴ in four dimensions
- 6-09 Stochastic quantisation and regularity structures
- 6-10 Where four dimensions stops
- 6-11 Obstacles other than divergence
- 6-12 Detour: "if 1/0 is given a symbol"
- Part 7 From the side of physics
- 7-01 How physics sees it
- 7-02 Mechanisms of confinement
- 7-03 The string picture
- 7-04 Large N
- 7-05 String theory and extra dimensions
- 7-06 How extra dimensions become invisible
- 7-07 Where gauge fields come from
- 7-08 Holography
- 7-09 The mass gap becomes geometry
- 7-10 Back to four dimensions
- 7-11 Supersymmetry and Seiberg–Witten
- 7-12 The sentence that plays the role of an equivalence principle
- 7-13 Where the way physics digs parts from mathematics
- Part 8 A dictionary of two languages — the physical and the mathematical view
- 8-01 How to read the dictionary
- 8-02 Dictionary A
- 8-03 Dictionary B
- 8-04 Dictionary C
- 8-05 The physical counterparts of our assumptions
- Part 9 Where things stand, and open tasks
- 9-01 How far the world has come
- 9-02 Where the two ways of digging part
- 9-03 Candidates for new concepts
- 9-04 The list of open tasks
- 9-05 Common misconceptions
- Part 10 Towards a proof of the mass gap — building the first step of the staircase
- 10-00 Entrance — the staircase, and the random walk, the ruler and the clock
- 10-01 The line of construction and Assumption H
- 10-02 Roads tried on the four-dimensional lattice, and walls
- 10-03 The four steps of the staircase — why we start from 0+1 dimensions
- 10-04 The path measure of the double well, and kinks
- 10-05 The statement of the first step — four conditions and Proposition 4.5
- 10-06 (H1) Local Poincaré within a phase
- 10-07 The map of (H2) — seven routes and the seam of the ring
- 10-08 What computer-assisted means — the conditions on the chain inside the window
- 10-09 The sector framework and the three strands of route 5
- 10-10 The list of detour plans — types of breakage
- 10-11 (H3)(H4) and the constant of the core
- 10-12 The integrated table and the dependency graph
- 10-13 Lean statements and the limits of machine checking
- 10-14 Reconciliation — the numbers of the record and the known numbers
- 10-15 What remains and its cost — the distance to a theorem
- 10-16 What is not claimed
- 10-17 Insights and small questions
- Part 11 Further considerations — beyond Assumption H, and other views
- 11-00 Further considerations — entrance
- 11-01 One form that obstructs H — a nearly conserved global quantity
- 11-02 Choosing the ruler and the coordinates again — the length at which conservation breaks
- 11-03 Two ways to repair H — the sector H and the local H
- 11-04 Which H the one-sided bridge needs
- 11-05 Making time continuous — the Hamiltonian lattice and the vacuum measure
- 11-06 Paying with rarity instead of convexity — renormalisation on groups and log-Sobolev
- 11-07 Because it is four dimensions — the dimensionless coupling and topology
- 11-08 Questions, and what is not claimed
- 11-A1 Table of notation for Part 11
- Appendices
- A-01 Table of notation
- A-02 Glossary
- A-03 Guide to the literature
- A-04 Lean and machine checking
- A-05 How this book was made
- A-06 Index of assumptions
Weak coupling and the continuum limit — raising β makes the lattice finer, and asymptotic freedom sets how fast
What this chapter shows — Raising brings the lattice spacing towards 0, and is an output, fixed by calibrating against a physical quantity. The difference between "scaling" and "asymptotic scaling". Lattice errors vanish as and can be reduced by improved actions and continuum extrapolation.
Prerequisite chapters — 5-01 (Wilson's lattice) and 4-06 (the β function). For the general theory of the continuum limit, 2-08 §08; for the mass gap, 4-11. The of this chapter is the inverse lattice coupling of 5-01, a different quantity from the β function of 4-06. The "lattice β function" of §03 refers to how this depends on , (3).
Said first — The asymptotic form of and the errors are matters at the level of perturbation theory and numerics Physics. The existence of the continuum limit on a four-dimensional non-abelian lattice has not been proved, and this chapter too shows nothing about the continuum limit or the mass gap.
- The continuum limit is approaching a critical point
- The lattice spacing is an output — what to calibrate with
- The lattice β function and asymptotic scaling — the that halves (Table 1, Figure 1). Detour: the price of the continuum limit
- Scaling — dimensionless ratios stand still
- The form of lattice errors — seen in a free field (Table 2, Figure 2)
- Symanzik's effective theory and improved actions — adding rectangles to remove (Table 3), logarithmic corrections in the quantum theory. Detour: the price of improvement
- Continuum extrapolation — drawing a straight line against
- The continuum limit seen from mathematics — what has not been shown
The continuum limit is approaching a critical point
A lattice theory has no unit of length; what comes out are numbers of the form "so many lattice spacings". For example, the correlation length when the correlation of two plaquettes decreases as (4-11). A mass in physical units is obtained by dividing by the lattice spacing.
To hold fixed and take on the lattice with (5-01), we need , that is, to approach a critical point. Chatterjee (2018) §5 summarises the physical usage as “the model has a continuum limit if there is a critical point βc ∈ [0,∞] such that as β → βc, the correlation length tends to infinity”, and for four-dimensional non-abelian models writes “It is believed … βc = ∞” Known. is , the same direction as asymptotic freedom (4-06).
There are two limits: first hold fixed and make the box infinite (5-04), and afterwards take .
The lattice spacing is an output — what to calibrate with
How many fm is, is decided afterwards by matching the lattice value of a quantity of mass dimension against its physical value.
As standards one uses the string tension (Creutz 1980 fixed by “hold fixed the string tension”), the length defined from the force, and of the gradient flow (Lüscher 2010) Known. is the length fixed by from the force acting between a pair of static charges (Sommer 1994; 4-06 §07). is a length fixed by smoothing the field with a diffusion equation (the gradient flow) (8-04 §08 calls the same thing the Wilson flow).
Example: for pure SU(3), is 2.922 at and 9.74 at 6.4 (Table 1 of Necco–Sommer 2002; the values for are reproduced from earlier calculations). Setting fm (a reference value used in QCD; the introduction of Necco–Sommer) gives fm and fm (1 fm = m) Computed. The physical value of is an input from outside the lattice.
Changing the standard changes slightly at finite , and the ratio of the two is fixed by the ratio measured on the lattice. That this ratio settles down is the scaling of §04. In the mathematical formulation (§08) too the choice of calibration is an issue, and the existence of in either convention is unproved (5-09).
The lattice β function and asymptotic scaling
To keep the same physics as the lattice is made finer, the bare coupling is weakened. How fast begins with the scheme-independent (4-06 §05) Known. Reading and rewriting in terms of gives
and the lower formula is formula (8) of 4-06, obtained by integrating the upper one. The constant of integration (4-07) does not come out, but the ratio does. At one loop , and the step that halves is : 0.2575 for SU(2) from , and 0.5794 for SU(3) Computed.
| Group | Lattice points in the same box × | to halve | ||
|---|---|---|---|---|
| SU(2) | 2.2 | 1 | 1 | 0.2760 |
| SU(2) | 2.6 | 0.3656 | 56.0 | 0.2732 |
| SU(2) | 3.0 | 0.1323 | 3263.5 | 0.2711 |
| SU(3) | 5.7 | 1 | 1 | 0.6155 |
| SU(3) | 6.3 | 0.5088 | 14.9 | 0.6121 |
| SU(3) | 6.9 | 0.2579 | 225.9 | 0.6092 |
ComputedThe numbers in this figure were computed on this machine (formula (3) computed on the spot; agrees with Table 1 to 4 digits. If JavaScript is disabled, Table 1).
That lattice numbers follow (3) is called asymptotic scaling. Creutz (1980) saw for SU(2) “a logarithmic decrease of the bare coupling constant in a manner consistent with the perturbative renormalization-group prediction” Known. The step in pure SU(3) data is 0.354 at and 0.524 at 6.20, short of the two-loop 0.61 (Table 4 of 4-06) Physics. The abstract of Lepage–Mackenzie (1993) says that expanding in a coupling defined by a physical quantity makes perturbation theory and numerics agree well. The abstract also says that if that coupling is used instead of the bare coupling, scaling already follows perturbation theory from about . Much of the deviation seen with the bare coupling comes from the choice of coupling.
Detour: the price of the continuum limit
A subsection you may skip.
Holding the box fixed and halving multiplies the lattice points by 16 in four dimensions. For SU(2), raising from 2.2 to 3.0 multiplies them by about 3,300 (Table 1). As a metaphor, it is "a picture where each doubling of resolution means 16 times the pixels, and each stroke gets slower too". Precisely, the cost is the number of lattice points times the autocorrelation time, and the latter is also expected to grow as a power of (5-07) Physics.
Scaling — dimensionless ratios stand still
What the continuum limit needs is that ratios of physical quantities stop depending on .
being constant within errors is called scaling, and that range of the scaling window. Example: Necco–Sommer (2002) write, for the ratio of two lengths defined by the force, “No dependence on the resolution is seen within the errors of below 1%”, and obtain 0.5133(24) by extrapolation Known. is looked at in 5-08.
Scaling is ratios standing still, and is necessary for the continuum limit. Asymptotic scaling is itself following (3), an additional claim tying the lattice to the Λ of perturbation theory Physics. If two quantities deviate from (3) by the same amount, the deviation cancels in the ratio. Lattice results such as rely on scaling (8-04 §05).
The form of lattice errors — a² seen in a free field
We see why the correction in (4) starts at in a free field, which can be solved exactly. In the symmetric difference , odd powers of cancel. For a free scalar field of mass , the transfer matrix (5-03) fixes the mass seen on the lattice Known. Concretely, looking for the pole of the lattice propagator ( is formula (6) below) at zero spatial momentum and imaginary momentum gives , and rewriting this gives the upper formula below.
| Extrapolation error | ||
|---|---|---|
| 1.0 | −0.03758 | −9.9×10⁻⁴ |
| 0.4 | −0.04093 | −2.9×10⁻⁵ |
| 0.2 | −0.04148 | −1.9×10⁻⁶ |
| 0.1 | −0.04162 | −1.2×10⁻⁷ |
The second column approaches . The same holds in the spatial directions: applying the lattice Laplacian to a wave of wave number gives instead of . Building a difference that uses points two steps away, with weights , removes the term. This is the simplest example of improvement.
ComputedThe numbers in this figure were computed on this machine ((6) computed on the spot). If JavaScript is disabled: at is −0.189, −0.0504, −0.0128, −0.00321 for the standard difference and −0.0543, −0.00400, −0.000261, −0.0000165 for the improved one. Doubling makes the standard error about 1/4 and the improved one about 1/16.
Symanzik's effective theory and improved actions
Symanzik (1983) read a lattice theory at small as "the continuum theory plus terms with powers of ", and says in the abstract “Corrections to continuum theory results stemming from finite lattice spacing can be diminished systematically by use of lattice actions that also include suitable irrelevant terms” Known. For pure gauge theory it is thought to take the following form Physics.
The first term has the same normalisation as 5-01 ( put into the covariant derivative). are gauge-invariant terms of mass dimension 6 ( has dimension 4, so multiplies them; 4-04). According to the abstract of Lüscher–Weisz (1985), if only spectral quantities (masses of stable particles, the static potential and so on) are to be improved, one of the three coefficients can be chosen freely Known. Why there is no : a term of dimension 5 has two field strengths and one derivative, so 5 indices. The lattice is invariant under reversing each axis, so the indices of each direction must appear an even number of times, and an odd number of indices cannot be placed Physics. This is an argument about the action and spectral quantities (masses). For quantities that involve operators, such as the force between static charges, it has to be shown separately that the correction starts at , and Necco–Sommer (2002) §4 gives that argument.
Adding rectangles
We add rectangles to the plaquette with weights (). A rectangle has two orientations in each plane, and has twice the area so acts 4 times as strongly on the leading term; hence 8. The lowest-order (classical) coefficients are attributed to Lüscher–Weisz (1985), and for the action that adds only rectangles they are () Known. Table 3 reproduces this number. We check it with a smooth U(1) field on a two-dimensional torus (a sum of six wave numbers; the flux computed exactly with an antiderivative).
| Wilson | Improved | |||
|---|---|---|---|---|
| 4 | −0.2718 | −4.35 | −0.1229 | −31.5 |
| 16 | −0.02121 | −5.43 | −1.06×10⁻³ | −69.2 |
| 32 | −0.005370 | −5.50 | −6.94×10⁻⁵ | −72.8 |
| 64 | −0.001347 | −5.52 | −4.39×10⁻⁶ | −73.7 |
The ratio of errors on halving is 3.95→3.99 (→4) for Wilson and 15.2→15.8 (→16) for the improved action. The Wilson coefficient approaches the expected value . At , taking makes the error divided by move linearly as Computed. For a four-dimensional non-abelian field, see Table 3 of 5-01.
Coefficients and logarithmic corrections in the quantum theory
In the quantum theory depend on (one loop: Lüscher–Weisz 1985). Because of asymptotic freedom, the leading error comes with a logarithmic correction of the form , and Husung–Marquard–Sommer (2020) conclude for Yang–Mills that “the log-corrections are a rather weak modification” Physics. Here is the running coupling at the scale (4-06), which approaches 0 like . is an exponent fixed for each correction term (a number that plays the role of an anomalous dimension). The error therefore takes the form times a power of .
Detour: the price of improvement
A subsection you may skip.
The Wilson action has reflection positivity and gives a positive transfer matrix, that is, a lattice Hamiltonian (5-03). The abstract of Lüscher–Weisz (1984) showed that adding operators of dimension 6 means “physical positivity is lost in general”: a transfer matrix can be defined but complex eigenvalues can appear, and the spectral decomposition of two-point functions always has contributions with negative weight Known. It is a choice between taking precision and taking a lattice Hamiltonian (4-10) (8-04).
Continuum extrapolation — drawing a straight line against a²
A computer cannot reach , so one measures a ratio at several , draws a straight line against on the horizontal axis, and takes the intercept.
The third column of Table 2 is the error of this two-point extrapolation, and the error drops to . Even if the slope differs from action to action, the intercept should be common (universality; §08). For the Wilson case of Table 3 too, building it from takes the relative error from 0.54 % to 0.009 % Computed. In actual numerics, Necco–Sommer (2002) fit the force in the form and report that the slope is not significant Known.
The pitfalls are points that are too coarse (at in Table 3, is off by 20 %), the logarithmic corrections of §06, and boxes that are too small. All are procedures resting on the premise that has the form (8), and the premise is not a theorem Physics.
The continuum limit seen from mathematics — what has not been shown
Chatterjee (2018) §3 writes “the general belief in the physics community is that β should scale like log(1/ε) in dimension four, although there are doubts about this belief and the question remains an open mathematical problem” Known. Integrating the upper formula of (3) gives , and this is that . Problem 5.2 in §5 of the same paper asks whether, in the infinite-volume theory as , there exist sequences , and a nonzero such that, for a rectangular loop of height and width ,
holds. is the continuum string tension, and about the perimeter term it says “it is not clear to me whether the renormalization term c(R+T) is indeed necessary” Known.
In two dimensions it has been shown that the Wilson, Villain and Manton lattice actions go to the same Yang–Mills measure (Chevyrev–Shen, the trivial bundle on the torus; 6-02) Known. Four-dimensional U(1) behaves differently (there is a massless photon phase on the weak-coupling side, and the critical point is at finite ; 5-06), and the renormalisation steps of the non-abelian case are treated in 6-07. In the four-dimensional non-abelian case, neither the convergence of lattice correlation functions, nor their independence of the action, nor the limit of the ratios (4) is a theorem. The tables and figures of this chapter are procedures that assume the limit, not evidence of its existence.
What this chapter can say
| Matter | Said | Not said |
|---|---|---|
| Continuum limit = critical point (1) | An account of the physical usage Known | That exists and diverges on a four-dimensional non-abelian lattice |
| Two-loop (3), Table 1, Figure 1 | Computed from the universal Computed | That the actual follows (3) (in numerics a deviation remains Physics) |
| Scaling (4) | An account of numerical support Physics | That the ratios have a limit (no theorem) |
| Errors start at ; improvement | Free field and two-dimensional U(1) (classical) Computed. Account of the effective theory Physics | Proofs, coefficients and logarithmic corrections in the four-dimensional quantum theory |
| Continuum extrapolation (8) | For free and classical fields Computed | Validity for actual numerics |
| Existence of the continuum limit, the mass gap | — | This chapter shows nothing about them |
Sources and reproduction
| Item | Kind | Source / tools |
|---|---|---|
| Quotations in §01 and §08 | Primary source (text checked) | S. Chatterjee, “Yang–Mills for probabilists”, arXiv:1803.01950 (2018) §3, §5 |
| Calibration by the string tension in §02 and §03 | Primary source (abstract checked) | M. Creutz, “Monte Carlo Study of Quantized SU(2) Gauge Theory”, Phys. Rev. D 21 (1980) 2308 |
| and in §02 | Primary source (abstract checked) | R. Sommer, Nucl. Phys. B 411 (1994) 839, arXiv:hep-lat/9310022 / M. Lüscher, JHEP 1008 (2010) 071, arXiv:1006.4518 |
| in §02 (the values for in Table 1 are reproduced from earlier calculations) and fm, in §04, the of the force in §06, the fit in §07 | Primary source (text checked; bibliographic data only for §4) | S. Necco, R. Sommer, Nucl. Phys. B 622 (2002) 328, arXiv:hep-lat/0108008 |
| Lepage–Mackenzie in §03 | Primary source (abstract checked) | G. P. Lepage, P. B. Mackenzie, Phys. Rev. D 48 (1993) 2250, arXiv:hep-lat/9209022 |
| Symanzik in §06 | Primary source (abstract checked) | K. Symanzik, Nucl. Phys. B 226 (1983) 187, 205 |
| Coefficients in §06, the transfer matrix in the detour | Primary source (abstract checked. The number is not checked in the text; the abstract goes as far as saying the coefficients were fixed at lowest order) | M. Lüscher, P. Weisz, Commun. Math. Phys. 97 (1985) 59; Erratum 98 (1985) 433 / Phys. Lett. B 158 (1985) 250 / Nucl. Phys. B 240 (1984) 349 |
| Logarithmic corrections in §06 | Primary source (abstract checked) | N. Husung, P. Marquard, R. Sommer, Eur. Phys. J. C 80 (2020) 200, arXiv:1912.08498 |
| Two-dimensional universality in §08 | Primary source (abstract checked) | I. Chevyrev, H. Shen, arXiv:2302.12160; Comm. Pure Appl. Math. (2026) (volume and pages not checked) |
| Tables 1–3, Figures 1 and 2, numbers in the text | Computed on this machine | Python 3.12, NumPy: a_of_beta.py (including the conversion of to fm in §02), freefield.py, improve2d.py. The formulas of the figures are checked against jscheck.js. For and the SU(3) step, 4-06 |
Next chapter to read: 5-06 How U(1) differs from the non-abelian case.
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