computo ergo sum

2026-10-01 · chapter Yang–Mills and the mass gapPart 2 Physical preparationfields and the wave equation

The whole book Contents and reading orders
  1. Part 0 Entrance — how to read this book
  2. 0-01 How to read this book
  3. 0-02 One picture
  4. 0-03 Reading the problem statement word by word
  5. 0-04 Four dimensions in mathematics and four dimensions in physics
  6. Part 1 Mathematical preparation
  7. 1-01 Vector spaces and linear maps
  8. 1-02 What a group is
  9. 1-03 Lie groups and Lie algebras
  10. 1-04 SU(2) and SU(3)
  11. 1-05 Manifolds and tangent spaces
  12. 1-06 Differential forms and the exterior derivative
  13. 1-07 Vector bundles and connections
  14. 1-08 Probability and measure
  15. 1-09 Probability in infinite dimensions
  16. 1-10 Hilbert spaces and self-adjoint operators
  17. 1-11 Fourier analysis and distributions
  18. 1-12 Detour: what happens only in four dimensions
  19. Part 2 Physical preparation
  20. 2-01 Lagrangians and the action
  21. 2-02 The idea of a field
  22. 2-03 Electromagnetism is a gauge theory
  23. 2-04 Special relativity and spacetime
  24. 2-05 The bones of quantum mechanics
  25. 2-06 The harmonic oscillator and creation and annihilation
  26. 2-07 The idea of the path integral
  27. 2-08 Statistical mechanics and phase transitions
  28. 2-09 Detour: the gap and the correlation length in the Ising model
  29. 2-10 The relaxation time and the dynamical exponent z
  30. Part 3 Yang–Mills theory (classical)
  31. 3-01 The gauge principle
  32. 3-02 Non-abelian gauge fields
  33. 3-03 The action and the equations
  34. 3-04 Gauge theory as geometry
  35. 3-05 Instantons and topology
  36. 3-06 Detour: Donaldson and exotic R⁴
  37. 3-07 Yang–Mills inside the Standard Model
  38. Part 4 Quantisation
  39. 4-01 Canonical quantisation and the Hamiltonian
  40. 4-02 The path integral and Euclideanisation
  41. 4-03 Perturbation theory and Feynman diagrams
  42. 4-04 Divergences and renormalisation
  43. 4-05 The algebra of divergences
  44. 4-06 Asymptotic freedom
  45. 4-07 Dimensional transmutation and Λ
  46. 4-08 Gauge fixing and Faddeev–Popov
  47. 4-09 The axioms of quantum field theory
  48. 4-10 The Osterwalder–Schrader axioms and reconstruction
  49. 4-11 The definition of the mass gap
  50. 4-12 Detour: the perturbation series diverges
  51. Part 5 Lattice gauge theory
  52. 5-01 Wilson's lattice
  53. 5-02 The strong-coupling expansion
  54. 5-03 Reflection positivity and the transfer matrix
  55. 5-04 The infinite-volume limit and the cluster expansion
  56. 5-05 Weak coupling and the continuum limit
  57. 5-06 How U(1) differs from the non-abelian case
  58. 5-07 The Monte Carlo method
  59. 5-08 Measuring glueballs and the string tension
  60. 5-09 What to hold fixed when taking the limit
  61. 5-10 Lattice gauge theory with finite groups
  62. 5-11 Detour: Bakry–Émery and one-link integration
  63. Part 6 Constructive field theory
  64. 6-01 What constructive field theory is
  65. 6-02 Solvability in two dimensions and the Yang–Mills measure
  66. 6-03 Constructing scalar fields
  67. 6-04 The cluster expansion
  68. 6-05 The sequence of renormalisation group steps
  69. 6-06 Ultraviolet stability of three-dimensional Yang–Mills
  70. 6-07 Four dimensions
  71. 6-08 Triviality of φ⁴ in four dimensions
  72. 6-09 Stochastic quantisation and regularity structures
  73. 6-10 Where four dimensions stops
  74. 6-11 Obstacles other than divergence
  75. 6-12 Detour: "if 1/0 is given a symbol"
  76. Part 7 From the side of physics
  77. 7-01 How physics sees it
  78. 7-02 Mechanisms of confinement
  79. 7-03 The string picture
  80. 7-04 Large N
  81. 7-05 String theory and extra dimensions
  82. 7-06 How extra dimensions become invisible
  83. 7-07 Where gauge fields come from
  84. 7-08 Holography
  85. 7-09 The mass gap becomes geometry
  86. 7-10 Back to four dimensions
  87. 7-11 Supersymmetry and Seiberg–Witten
  88. 7-12 The sentence that plays the role of an equivalence principle
  89. 7-13 Where the way physics digs parts from mathematics
  90. Part 8 A dictionary of two languages — the physical and the mathematical view
  91. 8-01 How to read the dictionary
  92. 8-02 Dictionary A
  93. 8-03 Dictionary B
  94. 8-04 Dictionary C
  95. 8-05 The physical counterparts of our assumptions
  96. Part 9 Where things stand, and open tasks
  97. 9-01 How far the world has come
  98. 9-02 Where the two ways of digging part
  99. 9-03 Candidates for new concepts
  100. 9-04 The list of open tasks
  101. 9-05 Common misconceptions
  102. Part 10 Towards a proof of the mass gap — building the first step of the staircase
  103. 10-00 Entrance — the staircase, and the random walk, the ruler and the clock
  104. 10-01 The line of construction and Assumption H
  105. 10-02 Roads tried on the four-dimensional lattice, and walls
  106. 10-03 The four steps of the staircase — why we start from 0+1 dimensions
  107. 10-04 The path measure of the double well, and kinks
  108. 10-05 The statement of the first step — four conditions and Proposition 4.5
  109. 10-06 (H1) Local Poincaré within a phase
  110. 10-07 The map of (H2) — seven routes and the seam of the ring
  111. 10-08 What computer-assisted means — the conditions on the chain inside the window
  112. 10-09 The sector framework and the three strands of route 5
  113. 10-10 The list of detour plans — types of breakage
  114. 10-11 (H3)(H4) and the constant of the core
  115. 10-12 The integrated table and the dependency graph
  116. 10-13 Lean statements and the limits of machine checking
  117. 10-14 Reconciliation — the numbers of the record and the known numbers
  118. 10-15 What remains and its cost — the distance to a theorem
  119. 10-16 What is not claimed
  120. 10-17 Insights and small questions
  121. Part 11 Further considerations — beyond Assumption H, and other views
  122. 11-00 Further considerations — entrance
  123. 11-01 One form that obstructs H — a nearly conserved global quantity
  124. 11-02 Choosing the ruler and the coordinates again — the length at which conservation breaks
  125. 11-03 Two ways to repair H — the sector H and the local H
  126. 11-04 Which H the one-sided bridge needs
  127. 11-05 Making time continuous — the Hamiltonian lattice and the vacuum measure
  128. 11-06 Paying with rarity instead of convexity — renormalisation on groups and log-Sobolev
  129. 11-07 Because it is four dimensions — the dimensionless coupling and topology
  130. 11-08 Questions, and what is not claimed
  131. 11-A1 Table of notation for Part 11
  132. Appendices
  133. A-01 Table of notation
  134. A-02 Glossary
  135. A-03 Guide to the literature
  136. A-04 Lean and machine checking
  137. A-05 How this book was made
  138. A-06 Index of assumptions

The idea of a field — when the number of beads becomes infinite, the coordinates of the system become a function

What this chapter shows — That a field is the limit of a chain of beads as the number of beads goes to infinity.
That a string is a collection of infinitely many independent simple oscillations, and that with a mass term the frequencies have a lower bound, which remains when the box is enlarged.
The price: the value of a field in thermal equilibrium is not determined at a point when space has two or more dimensions.

Prerequisite chapters — 2-01 (the Euler–Lagrange equations, Noether's theorem). Eigenvalues of symmetric matrices (1-01). Fourier series are built in section 04 as far as needed.

Said first — Only classical fields are treated (quantisation is in 2-06). The "lower bound on frequencies" of section 06 is a property of classical waves, and is not itself the mass gap of the problem statement (a gap in the spectrum of quantum theory, 4-11). This chapter shows nothing about the mass gap.

Order of this chapter
  1. A chain of beads — N degrees of freedom
  2. Normal modes — splitting into independent simple oscillations
  3. The continuum limit — the wave equation comes out (Figure 1)
  4. Solutions as waves — travelling waves and standing waves (Figure 2)
  5. Energy — conservation and distribution over modes
  6. The mass term — a lower bound on frequencies (Figure 3)
  7. What infinitely many degrees of freedom means — a hot field is not determined at a point (Figure 4)
  8. Where this goes in the book — it split because it was linear (Detour: the string of confinement also vibrates by this equation)

01

A chain of beads — a system with N degrees of freedom

The shortest way into fields is to start from finitely many beads. Place NN beads at spacing a=ℓ/(N+1)a=\ell/(N+1) on an interval of length ℓ\ell, join neighbours with taut threads, and fix both ends to walls. Let qj(t)q_j(t) be the sideways displacement of bead jj (the walls are q0=qN+1=0q_0=q_{N+1}=0), m=ρam=\rho a the mass of a bead (ρ\rho is the linear density), and σ\sigma the tension.

If the difference Δq\Delta q from a neighbour is small, the thread between them stretches by a2+Δq2−a≈Δq2/(2a)\sqrt{a^2+\Delta q^2}-a\approx\Delta q^2/(2a). We let the beads move only sideways, and discard the next term −Δq4/(8a3)-\Delta q^4/(8a^3). This makes the following equations linear (where linearity matters is section 08). Tension × stretch is the potential energy, so the Lagrangian (2-01) and the Euler–Lagrange equations take the following form.

L=∑j=1Nm2q˙j 2−∑j=0Nσ2a(qj+1−qj)2L=\sum_{j=1}^{N}\frac{m}{2}\dot q_j^{\,2}-\sum_{j=0}^{N}\frac{\sigma}{2a}(q_{j+1}-q_j)^2 mq¨j=σa(qj+1−2qj+qj−1)m\ddot q_j=\frac{\sigma}{a}\bigl(q_{j+1}-2q_j+q_{j-1}\bigr)

Only neighbouring beads appear on the right-hand side. This locality survives all the way to gauge theory. Example. If N=1N=1, it is a simple oscillation with mq¨=−(2σ/a)qm\ddot q=-(2\sigma/a)q, and when ℓ=ρ=σ=1\ell=\rho=\sigma=1, ω=8≈2.828\omega=\sqrt8\approx2.828.

02

Normal modes — untangling the oscillations

Writing everything together as q¨=−Kq\ddot{\mathbf q}=-K\mathbf q, KK is the symmetric matrix with diagonal entries 2σ/(ma)2\sigma/(ma), −σ/(ma)-\sigma/(ma) on either side, and 0 elsewhere. Being symmetric, it has NN orthogonal eigenvectors, and its eigenvalues are real (1-01). The eigenvalues are not negative either: q⋅Kq\mathbf q\cdot K\mathbf q is 2/m2/m times the potential energy, a sum of squares. For an eigenvector v\mathbf v, v⋅Kv=λ∣v∣2\mathbf v\cdot K\mathbf v=\lambda|\mathbf v|^2, so λ≥0\lambda\ge0. Both ends stay at the walls, so the potential energy is 0 only when q=0\mathbf q=0, and λ=0\lambda=0 does not occur either. So we write the eigenvalues as ωn2\omega_n^2 (ωn>0\omega_n\gt0).

Taking the eigenvectors as new axes, each component obeys Q¨n=−ωn2Qn\ddot Q_n=-\omega_n^2Q_n. NN tangled beads split into NN mutually unrelated simple oscillations. These are the normal modes; each way of swinging is called a "mode", and nn the number of the mode. For this matrix a closed formula can be written for n=1,…,Nn=1,\dots,N.

vn(j)=sin⁡jnπN+1v_n(j)=\sin\frac{jn\pi}{N+1} ωn=2σma sin⁡nπ2(N+1)\omega_n=2\sqrt{\frac{\sigma}{ma}}\,\sin\frac{n\pi}{2(N+1)}

It can be checked by substitution using sin⁡(A+B)+sin⁡(A−B)=2sin⁡Acos⁡B\sin(A+B)+\sin(A-B)=2\sin A\cos B. Example. If ℓ=ρ=σ=1\ell=\rho=\sigma=1 then ωn=2(N+1)sin⁡nπ2(N+1)\omega_n=2(N+1)\sin\frac{n\pi}{2(N+1)}, and when nn is much smaller than NN, ωn≈nπ\omega_n\approx n\pi: the frequencies of the string in the next section.

03

The continuum limit — the field and the wave equation

Increase the number of beads and bring the spacing aa to 0. ℓ\ell, ρ\rho, σ\sigma are fixed, and the mass of a bead m=ρam=\rho a goes to 0. What to fix when taking the limit returns as a question of the same form in lattice gauge theory (5-09). Reading the number jj as the position x=jax=ja and writing qj(t)=u(t,x)q_j(t)=u(t,x), we get (qj+1−qj)/a→∂xu(q_{j+1}-q_j)/a\to\partial_xu, ∑ja(⋯ )→∫dx\sum_ja(\cdots)\to\int dx, (qj+1−2qj+qj−1)/a2→∂x2u(q_{j+1}-2q_j+q_{j-1})/a^2\to\partial_x^2u, and

L=∫0ℓL dx,L=ρ2(∂tu)2−σ2(∂xu)2L=\int_0^{\ell}\mathcal L\,dx,\quad \mathcal L=\frac{\rho}{2}(\partial_tu)^2-\frac{\sigma}{2}(\partial_xu)^2 ∂t2u=c2∂x2u,c=σ/ρ\partial_t^2u=c^2\partial_x^2u,\quad c=\sqrt{\sigma/\rho}

L\mathcal L is called the Lagrangian density, and the formula below the wave equation. The same formula also comes from the Euler–Lagrange equation for fields ∂t∂L∂(∂tu)+∂x∂L∂(∂xu)−∂L∂u=0\partial_t\frac{\partial\mathcal L}{\partial(\partial_tu)}+\partial_x\frac{\partial\mathcal L}{\partial(\partial_xu)}-\frac{\partial\mathcal L}{\partial u}=0, and this form is used both for the electromagnetic field (2-03) and for the Yang–Mills field (3-03).

A field is a system in which the index jj has been replaced by a continuous xx. The "coordinates" of the system are not a set of numbers but a single function u(t,⋅)u(t,\cdot). The normal modes of the string are sin⁡(nπx/ℓ)cos⁡ωnt\sin(n\pi x/\ell)\cos\omega_nt with frequencies ωn=nπc/ℓ\omega_n=n\pi c/\ell (n=1,2,…n=1,2,\dots), with no upper limit.

Figure 1 Changing N and n changes the vibration of the chain (solid line and dots) and of the string (dashed), and the mismatch of their frequencies. The lower panel shows the frequencies of all modes (dashed: string ω = nπ, dots: chain). Pressing a number in Table 1 sets that N and n
N = 6, n = 1

ComputedThe numbers in the figure are computed on the spot from the closed formulas in the text.

ComputedTable 1 Ratio ωn/(nπ)\omega_n/(n\pi) of the frequencies of the chain and the string (ℓ=ρ=σ=1\ell=\rho=\sigma=1). Values found numerically as eigenvalues of the matrix KK; the relative difference from the closed formula was at most 3×10−123\times10^{-12}.

Nn = 1n = N/2n = N
40.98360.93550.7568
160.99860.91140.6735
640.999900.90330.6464
2560.9999940.90110.6391

With nn fixed the ratio approaches 1, but the column n=N/2n=N/2 only approaches sin⁡(π/4)/(π/4)≈0.900\sin(\pi/4)/(\pi/4)\approx0.900, and the column n=Nn=N only 2/π≈0.6372/\pi\approx0.637. The continuum limit is an approximation for waves whose wavelength is much longer than the spacing.

04

Solutions as waves — travelling waves and standing waves

The solutions can be read in two ways. As travelling waves: for any twice differentiable f,gf,g, u=f(x−ct)+g(x+ct)u=f(x-ct)+g(x+ct) is a solution. ff travels to the right and gg to the left, keeping their shape, at speed cc. With initial shape u0u_0 and initial velocity 0, u=12[u0(x−ct)+u0(x+ct)]u=\frac12[u_0(x-ct)+u_0(x+ct)], and the hump splits in two (with both ends fixed, extend u0u_0 to an odd function of period 2ℓ2\ell). Solutions of this form are said to go back to d'Alembert's paper of 1747.

As superpositions of standing waves: the equation is linear, so sums of normal modes are also solutions.

u=∑n≥1bnsin⁡nπxℓcos⁡ωntu=\sum_{n\ge1}b_n\sin\frac{n\pi x}{\ell}\cos\omega_nt bn=2ℓ∫0ℓu0(x)sin⁡nπxℓ dxb_n=\frac{2}{\ell}\int_0^{\ell}u_0(x)\sin\frac{n\pi x}{\ell}\,dx

The formula for the coefficients comes from the orthogonality of the sin⁡(nπx/ℓ)\sin(n\pi x/\ell) (the integral of the product is 0 for n≠n′n\ne n' and ℓ/2\ell/2 for n=n′n=n'). It is a Fourier sine series (1-11). Example. For the triangle obtained by pulling the position pp to height hh and releasing, bn=2hℓ2n2π2p(ℓ−p)sin⁡nπpℓb_n=\frac{2h\ell^2}{n^2\pi^2p(\ell-p)}\sin\frac{n\pi p}{\ell}. The coefficients decrease only as 1/n21/n^2, and representing the corner needs modes up to high numbers.

Figure 2 Changing K and p changes how close the sum of standing waves (solid line) is to d'Alembert's solution (dashed), and the distribution of energy (bars). Played, the hump splits in two and turns over at the walls. Pressing a number in Table 2 sets that p and K
K = 5

ComputedThe numbers in the figure are computed on the spot from the partial sums of bnb_n and d'Alembert's formula (ℓ=c=h=1\ell=c=h=1).

05

Energy — conservation, and distribution over modes

The sum EE of kinetic and potential energy does not depend on time. Using the wave equation, the time derivative of the integrand becomes σ ∂x(∂tu ∂xu)\sigma\,\partial_x(\partial_tu\,\partial_xu), and since both ends do not move the boundary terms vanish.

E=∫0ℓ[ρ2(∂tu)2+σ2(∂xu)2]dxE=\int_0^{\ell}\Bigl[\frac{\rho}{2}(\partial_tu)^2+\frac{\sigma}{2}(\partial_xu)^2\Bigr]dx dEdt=σ[∂tu  ∂xu]0ℓ=0\frac{dE}{dt}=\sigma\bigl[\partial_tu\;\partial_xu\bigr]_0^{\ell}=0

This is the field version of Noether's theorem (2-01). Splitting into normal modes, the cross terms vanish by orthogonality, E=∑nEnE=\sum_nE_n, En=ρℓ4(b˙n 2+ωn2bn2)E_n=\frac{\rho\ell}{4}(\dot b_n^{\,2}+\omega_n^2b_n^2). Each EnE_n is conserved separately. A string is a collection of infinitely many mutually unrelated simple oscillations.

Example. For a plucked string (s=p/ℓs=p/\ell), the share of mode nn is fn=2sin⁡2(nπs)n2π2s(1−s)f_n=\frac{2\sin^2(n\pi s)}{n^2\pi^2s(1-s)}.

ComputedTable 2 The fraction of the energy held by the first KK modes. We also checked that the sum of all terms is 1 (to 5 digits or more with 2 million terms).

s = p/ℓK = 1K = 3K = 10K = 100
0.50.81060.90060.95960.9959
0.250.54040.87060.95080.9946
0.10.21500.57320.89200.9887
0.020.04080.12170.38820.9489

Plucking in the middle gives f1=8/π2≈0.81f_1=8/\pi^2\approx0.81. Near the end (s=0.02s=0.02) the first 10 do not reach 40%, and the energy escapes to the short-wavelength side.

06

The mass term — a lower bound on frequencies

If each bead is also tied to the floor by a spring (constant κ\kappa) pulling it back to its original position, ∑jκ2qj2\sum_j\frac{\kappa}{2}q_j^2 is added to the potential energy. The continuum limit with Ω2=κ/m\Omega^2=\kappa/m fixed is the Klein–Gordon equation on the left, and substituting a plane wave cos⁡(kx−ωt)\cos(kx-\omega t) gives the dispersion relation on the right. Here kk is the wave number (the advance of phase per unit length; for wavelength λ\lambda, k=2π/λk=2\pi/\lambda), a different quantity from the mode number nn.

∂t2u=c2∂x2u−Ω2u,ω2=c2k2+Ω2\partial_t^2u=c^2\partial_x^2u-\Omega^2u,\qquad \omega^2=c^2k^2+\Omega^2

If Ω=0\Omega=0 then ω=c∣k∣\omega=c|k|, and lengthening the wavelength brings the frequency towards 0. If Ω>0\Omega\gt0 then always ω≥Ω\omega\ge\Omega: the frequencies have a lower bound. In a box of length ℓ\ell the wave numbers are restricted to kn=nπ/ℓk_n=n\pi/\ell, and the lowest frequency is ω1=(cπ/ℓ)2+Ω2\omega_1=\sqrt{(c\pi/\ell)^2+\Omega^2}. In a finite box it is positive even for Ω=0\Omega=0, and what is asked is whether the lower bound remains when the box is enlarged. This is why the definition of the mass gap is written in infinite volume (4-11).

Figure 3 Changing Ω and ℓ changes the dispersion relation (curve) and the waves the box allows (dots). The large dot at the left end is the lowest frequency
ℓ = 4.0

ComputedThe numbers in the figure are computed on the spot from ω=k2+Ω2\omega=\sqrt{k^2+\Omega^2}, kn=nπ/ℓk_n=n\pi/\ell (c=1c=1).

ComputedThe lowest frequency (c=1c=1) for ℓ=1,10,100,1000\ell=1,10,100,1000 is 3.142, 0.314, 0.0314, 0.00314 at Ω=0\Omega=0, and 3.297, 1.048, 1.0005, 1.000005 at Ω=1\Omega=1 (values of the closed formula). For ℓ≤100\ell\le100 it agreed with the smallest eigenvalue of the matrix of a chain with spacing 0.05 to within a relative difference of 0.11% (largest at ℓ=1\ell=1).

The classical lower bound, and the mass gap

KnownAfter quantisation (2-06), the lowest excitation above the vacuum of a free field is ℏΩ\hbar\Omega in infinite volume. Comparing with E=mc2E=mc^2 we read it as Ω=mc2/ℏ\Omega=mc^2/\hbar, which is why this term is called the mass term. The Yang–Mills action has no mass term (gauge invariance does not allow it, 3-02). PhysicsEven so, in quantum theory a gap is thought to arise, and numerical computations on the lattice support this (5-08). Showing as mathematics, without adding a mass term, that a gap comes out of the theory itself — that is the content of the problem (0-03).

07

What infinitely many degrees of freedom means

A string has countably infinitely many degrees of freedom. The trouble comes when all modes are shaken with the same weight, the typical case being thermal equilibrium. A minimal definition (details in 2-08): in thermal equilibrium at temperature TT, the probability density of a configuration is proportional to exp⁡(−V/kBT)\exp(-V/k_BT) (kBk_B is Boltzmann's constant). If V=∑nκn2Qn2V=\sum_n\frac{\kappa_n}{2}Q_n^2, each QnQ_n follows an independent Gaussian distribution (1-08) with variance kBT/κnk_BT/\kappa_n, and the mean potential energy is kBT/2k_BT/2 for each (equipartition). For the string, κn=σn2π2/(2ℓ)\kappa_n=\sigma n^2\pi^2/(2\ell) for u=∑nqnsin⁡(nπx/ℓ)u=\sum_nq_n\sin(n\pi x/\ell), and three things happen.

  1. The total energy is infinite, because kBT/2k_BT/2 is given to each of infinitely many modes.
  2. The displacement at a point is finite. Var⁡u(x)=∑n2ℓkBTσn2π2sin⁡2nπxℓ=kBTσ⋅x(ℓ−x)ℓ\operatorname{Var}u(x)=\sum_n\frac{2\ell k_BT}{\sigma n^2\pi^2}\sin^2\frac{n\pi x}{\ell}=\frac{k_BT}{\sigma}\cdot\frac{x(\ell-x)}{\ell}. This random curve is called the Brownian bridge (KnownSheffield 2007).
  3. The slope is not determined. Var⁡∂xu=2kBTσℓ∑ncos⁡2nπxℓ\operatorname{Var}\partial_xu=\frac{2k_BT}{\sigma\ell}\sum_n\cos^2\frac{n\pi x}{\ell} diverges. The curve does not break off, yet it is all corners everywhere. To be exact, it means that at no point can the slope be defined as a random variable.
Figure 4 Doubling K again and again makes the sample of the string in thermal equilibrium finer. The overall course does not change, and it stays mostly within the dashed band ±2x(1−x)\pm2\sqrt{x(1-x)} (twice the standard deviation) (the probability of being outside at each point is about 5%)
K = 8

ComputedThe figure computes u=∑n≤Kgn2sin⁡(nπx)/(nπ)u=\sum_{n\le K}g_n\sqrt2\sin(n\pi x)/(n\pi) on the spot (gng_n are normal random numbers with a fixed seed, ℓ=kBT/σ=1\ell=k_BT/\sigma=1).

ComputedRaising the dimension of space dd (a membrane, a field in a box), we count the variance at the centre of the box [0,1]d[0,1]^d (in units of kBT/σk_BT/\sigma) as a sum over modes with the number in each direction up to KK (doubling from K=10K=10 to 160). The contribution of mode n=(n1,…,nd)n=(n_1,\dots,n_d) is proportional to 1/∣n∣21/|n|^2. The table and figure of the same quantity discretised on a lattice are in Table 3 and Figure 3 of 1-09, which this book takes as authoritative. A figure setting it beside quantities that switch at four is the dimension slider of 1-12 §10.

d=1d=1 converges to 1/41/4 (the value at the centre of the Brownian bridge). d=2d=2 increases by ln⁡2/(2π)≈0.110\ln2/(2\pi)\approx0.110 each time KK is doubled (diverging as log⁡K\log K); d=3d=3 doubles, and d=4d=4 quadruples. The number of modes in the shell of radius rr is proportional to rd−1r^{d-1}, with 1/r21/r^2 for each, so the sum has the form ∑rd−3\sum r^{d-3}. The divergence comes from the short-wavelength side.

KnownWrite a field in a box of dimension dd as φ(x)\varphi(x) (the multidimensional version of the uu of the string). For d≥2d\ge2, the value φ(x)\varphi(x) of a hot field at a point has no meaning, and only the value ∫φf dx\int\varphi f\,dx obtained by multiplying by a smooth weight function ff and integrating has meaning as a random variable. In this sense, the field takes values not in functions but in distributions (Sheffield 2007, 1-09, 1-11). Writing a quantum field in imaginary time treats time like one more direction of space, and a free field in four-dimensional spacetime has a sum of the same form as the d=4d=4 row (4-02).

The rougher the field, the harder it is to give meaning to products of fields (non-linear terms). To be exact, products of distributions cannot in general be defined (1-11). Divergences (4-04) are their naive appearance. Stating exactly how rough a field can be while non-linear terms can still be handled is the "subcritical / critical" of stochastic quantisation (6-09).

08

Where this goes in the book

Uses ahead: the potentials of the electromagnetic field and their redundancy (2-03), the Lorentz invariance of ∂t2/c2−∂x2\partial_t^2/c^2-\partial_x^2 (2-04, the article on spacetime; whether a wave leaves a tail is decided by the dimension of space: same article), the Fock space in which the modes become quantum oscillators (2-06), probability on fields (2-07).

In 3-02 one assumption breaks down. The splitting into normal modes worked because the equation was linear. The Yang–Mills field takes values in a Lie algebra at each point and interacts with itself, so the modes are no longer independent. Classical waves have no lower bound either. PhysicsEven so, in quantum theory a gap is thought to arise.

Detour: the string of confinement also vibrates by this equation

Detour

A subsection you may skip.

PhysicsWhen a pair of heavy charges is separated by a distance rr, the Yang–Mills field between them is thought to become a tube like a string with tension σ\sigma (7-03). The tube is regarded as a relativistic string, in which case the linear density is ρ=σ/c2\rho=\sigma/c^2 and the speed of transverse waves σ/ρ\sqrt{\sigma/\rho} equals the speed of light cc. The transverse vibrations of the tube are taken to obey the wave equation; summing the zero-point energy of mode ωn=nπc/r\omega_n=n\pi c/r (the lowest energy ℏωn/2\hbar\omega_n/2 of a quantum oscillator, 2-06) over the d−2d-2 directions of vibration (here dd is the dimension of spacetime, the same letter as in 7-03; the dd of section 07 is the dimension of the space the field spreads over), and formally assigning −1/12-1/12 to the divergent 1+2+3+⋯1+2+3+\cdots (4-12), gives V(r)=σr−(d−2)πℏc24r+⋯V(r)=\sigma r-\frac{(d-2)\pi\hbar c}{24r}+\cdots. This Lüscher term has been compared, as a prediction of effective string theory, with numerical results on the lattice (Lüscher 1981; review Hari Dass 2023). It is an outline, not a derivation.


What this chapter can say

ContentStatus
The classical facts of sections 01–06 (the frequencies of the chain, the continuum limit, the two solutions as waves, the conservation and distribution of energy, the lower bound from the mass term)Said Known (numbers also checked in Tables 1 and 2 and section 06 Computed)
That the variance at a point of a field in thermal equilibrium is finite for d = 1 and diverges for d ≥ 2Said Known (the rate of divergence from numbers with K ≤ 160 and counting shells Computed)
Rigorous convergence of the continuum limitNot said (the limit in this chapter is formal)
The correspondence between the classical lower bound on frequencies and the quantum gapSaid only for free fields Known (2-06)
The string of confinement and the Lüscher term / the Yang–Mills mass gapThe former is only an outline at the level of physics Physics. On the latter this chapter shows nothing

Sources and reproduction

ItemKindSource / tools
Tables 1 and 2, the numbers of sections 06 and 07, Figures 1–4ComputedThe tables with python3 and NumPy (eigenvalues, sums of series). The figures with JavaScript in the browser (the formulas in the text and partial sums)
The equation of the string and its general solutionKnownJ. le R. d'Alembert, “Recherches sur la courbe que forme une corde tenduë mise en vibration”, Hist. Acad. R. Sci. Belles-Lettres Berlin 3 (for 1747) pp. 214–219. Bibliographic data only (year of publication not checked)
The Brownian bridge, fields becoming distributionsKnownS. Sheffield, “Gaussian free fields for mathematicians”, Probab. Theory Relat. Fields 139 (2007) 521–541, arXiv:math/0312099 (§2.5 checked)
Lattice numbers supporting the gap of quantum Yang–MillsPhysicsLeft to the table of sources of 5-08. One example: C. J. Morningstar, M. Peardon, “The glueball spectrum from an anisotropic lattice study”, Phys. Rev. D 60 (1999) 034509, arXiv:hep-lat/9901004 (bibliographic data only)
The Lüscher termPhysicsM. Lüscher, “Symmetry breaking aspects of the roughening transition in gauge theories”, Nucl. Phys. B180 (1981) 317–329 (bibliographic data only). The form of the formula checked in formula (1) of N. D. Hari Dass, “Effective String Theories (EST) of Yang-Mills Flux Tubes”, arXiv:2312.10629 (Chapter 22 of the book Strings to Strings, Springer 2023)

Next chapter: 2-03 Electromagnetism is a gauge theory. To go ahead to quantisation, 2-06.

← 2-01 Lagrangians and the actionContents2-03 Electromagnetism is a gauge theory →

Revised 2026-10-01: first version.