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
The idea of the path integral — add up every path, and making time imaginary turns it into probability
What this chapter shows — That an amplitude can be written as the limit of discretised multiple integrals, "the sum of over all paths".
That making time imaginary makes the weight positive, giving a probability measure, the Wiener measure.
That the partition function becomes an integral over paths on a ring, and quantum mechanics takes the same form as one-dimensional classical statistical mechanics.
Prerequisite chapters — 2-05 (decay in imaginary time), 1-08 (probability, the Gaussian distribution). For the oscillator, 2-06.
Said first — We treat a single particle on a line. The real-time path integral is not a measure, and many of the formulas are read as limits of discretised integrals. We do not go into the construction of path integrals for fields (4-02, Part 6). This chapter shows nothing about the mass gap of Yang–Mills.
- The idea of a sum over paths — add the amplitudes, then square
- Gaussian integrals — the value is set by the determinant, the correlations by the inverse matrix
- Discretising time — building discretised integrals from the propagator and the product formula
- Oscillating integrals and the classical path — cancellation selects the stationary point (Figure 1)
- Imaginary time — oscillation turns into a weight, and the Wiener measure appears
- The partition function is paths on a ring — quantum mechanics takes the same form as a one-dimensional classical chain (Figure 2)
- Computing the oscillator by discretising — the correlation length grows like 1/a (Figure 3)
- Finding the levels of x⁴ with the transfer matrix — even without Gaussians we can compute with products of matrices
- To fields — the fluctuation at a point diverges for d ≥ 2 (tables and figures in 1-09)
The idea of a sum over paths — add the amplitudes, then square
The path integral rewrites quantum mechanics as the sum of contributions from every path the particle could take. Feynman (1948) wrote the amplitude (the propagator) for a particle leaving at time 0 to be found at at time in the following form.
is the action of 2-01, and the paths are all those satisfying , . Every path brings a complex number of absolute value 1, differing only in phase, and the probability is the square of the absolute value of the sum Known. The idea is said to go back to Dirac (1933). As a metaphor: just as light passes through both slits and interferes, the particle passes along every path and interferes. Precisely, the "sum" in (1) is not defined as it stands, and is read as the limit of the discretised integrals of section 03.
Gaussian integrals — the foundation of every computation
Many computable path integrals reduce to Gaussian integrals. Let be a positive-definite symmetric matrix; diagonalising it and using the one-variable for each eigenvalue,
Normalised, this is the Gaussian distribution with mean 0 and covariance matrix (1-08). Differentiating with respect to and putting ,
The expectation of a product of factors is the sum over the ways of pairing them off (Isserlis 1918) Known. In physics the same combinatorics appears in operator form in Wick (1950), and goes by the name of Wick's theorem. Drawing these pairings as lines gives Feynman diagrams (4-03). Example. For the integral is , , , Computed. The value is set by , and the correlations by .
Discretising time — the propagator and the product formula
There are three ingredients. Composition: from comes the formula that sums over all intermediate places . The short-time kernel: for a free particle, exactly
and the exponent is the action of the uniform-velocity path. The product formula: split the Hamiltonian as . is the operator of kinetic energy ( is the momentum of 2-05), and is the operator of multiplication by the potential energy . and do not commute, but if, for example, is self-adjoint on the intersection of the domains of and , then , holds Known. It is a special case of Trotter's (1959) product theorem for contraction semigroups, and this form is in chapter VIII of Reed–Simon I. Putting these together, with , ,
The sum in the exponent is a Riemann sum for the action of a broken-line path, that is, the discretised action of 2-01. (1) is shorthand for this limit, also written .
Oscillating integrals and the classical path — cancellation and the stationary point
The integrand of (5) has absolute value 1 and oscillates, and does not converge absolutely. Figure 1 shows the model case (the Fresnel integral). On the right is the trace of the partial integral (the integral with a moving upper limit) ; for both ends spiral and cancel, and the net progress happens only near the stationary point where the slope of the phase is 0. For (the sign is the sign of ) Known
In path space too, the contribution comes from near the classical path with (2-01). If the action is quadratic, (6) is exact, and (4) has that form. Example. A 1 g ball moving at 1 cm/s for 1 second gives Computed. For displaced paths the phase turns round many times, and they cancel.
ComputedThe numbers in the figure were computed on this machine (the trapezoidal rule on the spot). Table 1 gives values from the complex error function in python3.
ComputedTable 1 The absolute value of the difference between and the exact value .
| X | θ = 0 | θ = 22.5° | θ = 90° |
|---|---|---|---|
| 2 | 9.3e-1 | 4.1e-1 | 1.1e-1 |
| 8 | 2.5e-1 | 1.2e-6 | < 1e-14 |
| 32 | 6.25e-2 | < 1e-14 | < 1e-14 |
In real time the error decreases only like ; rotating even slightly makes it vanish at the rate .
Imaginary time — oscillation turns into a weight
Replacing the step in (5) by (), the exponent becomes , and the sign of the potential energy changes. With ,
We call the Euclidean action. The weight is positive, and if is bounded below the integral converges absolutely. The part is a random walk whose increments independently follow normal distributions with variance ; for it becomes a probability measure on continuous paths, the Wiener measure (the distribution of Brownian motion), and enters as a weight.
is Brownian motion leaving and spreading with variance . (8) is called the Feynman–Kac formula (Kac 1949). It is a theorem when, for example, is bounded and continuous, and it holds for quite general bounded below Known. In real time there is no measure; in imaginary time there is. This is one reason to construct field theories on the Euclidean side (the rotation for fields is in 4-02 §02 and 4-10). Example. The stationary point is motion in , and the of the double well of 2-05 was the action of that path (the instanton, 3-05).
The roughness of paths and the measure
The paths themselves are nowhere differentiable with probability 1 Known. Since , the expectation of the kinetic term () of grows in proportion to the number of steps Computed (for the ring of section 07, 6.97, 126.96, 2046.96 for , ; almost ). The potential-energy part on its own approaches , but the weight of the kinetic term and have no limits separately; only the product survives, as the Wiener measure (both in 1-09).
The partition function is paths on a ring — the agreement with statistical mechanics
In thermal equilibrium a state appears with weight (, is Boltzmann's constant), and their sum is the partition function (2-08). Taking the trace means putting and integrating over , so by (7) it becomes an integral over closed paths on a ring of length .
Read in discretised form, it is the partition function of a classical chain in which arranged on a ring are joined by springs and each point carries . Quantum mechanics takes the same form as one-dimensional classical statistical mechanics, with playing the role of temperature and that of the length of the chain. The exposition of the problem attributes to Symanzik the view of reading the Euclidean expectations of a field theory as a classical statistical-mechanical ensemble with density proportional to (Jaffe–Witten §3) Known. The chain of this section is its one-dimensional version.
Example: the oscillator ring
For the oscillator, ; the distribution of one point of the ring is the distribution of position in thermal equilibrium, with variance
and at low temperature it approaches the of the ground state (2-06), at high temperature the classical Boltzmann distribution.
ComputedThe numbers in the figure were computed on this machine. The paths are exact samples of (7) with the ring cut into 256 pieces (the real Fourier components are independent normal variables, drawn with random numbers from a fixed seed). Table 2 gives python3 values from the same procedure.
ComputedTable 2 at one point of the ring (unit ; the ground state gives 0.5).
| βħω | Sample | Exact value for the discretised system | Quantum (10) | Classical |
|---|---|---|---|---|
| 0.25 | 4.05 ± 0.09 | 4.0208 | 4.0208 | 4.0000 |
| 4 | 0.517 ± 0.006 | 0.5186 | 0.5187 | 0.2500 |
| 16 | 0.504 ± 0.003 | 0.4998 | 0.5000 | 0.0625 |
At high temperature, on a short ring, the path shrinks almost to a point (a classical particle); at low temperature, quantum fluctuations are seen as fluctuations of a path stretched in the imaginary-time direction.
Computing the oscillator by discretising — determinant, correlations, correlation length
: cut a ring of length into pieces. From here on is the step width (the lattice spacing), a different symbol from the starting point of sections 01–06. The of is (indices counted modulo ), a circulant matrix connected only to neighbours. Its eigenvectors are (discrete Fourier, ), and substituting gives the eigenvalues . From (2) and the normalisation ,
Compared with the continuous , the discretised system is the same as an oscillator with frequency . The correlations are set by , and for ,
As in (8) of 2-06, correlations decrease at the rate of the gap. The correlation length counted in lattice units is .
The correlation length and the continuum limit
ComputedTable 3 The ring with (: the numerical determinant and (11) agree to 10 digits).
| N | a | Z_N / Z − 1 | Ω_a | ξ |
|---|---|---|---|---|
| 4 | 1 | 8.1e-2 | 0.96242 | 1.04 |
| 16 | 0.25 | 5.4e-3 | 0.99741 | 4.01 |
| 128 | 0.03125 | 8.4e-5 | 0.99996 | 32.00 |
The discrepancy vanishes like , and the correlation length grows like (Figure 3). Approaching the continuum means bringing the lattice chain towards a state in which "the correlation length is many times the lattice spacing", in the language of statistical mechanics towards a critical point. We hold the physical gap fixed and let . In lattice gauge theory too, the continuum limit is thought to be taken in this form Physics. That the limit exists in four dimensions has not been shown (5-05, 5-09, 6-07).
ComputedThe numbers in the figure were computed on this machine (the closed formula (12) computed on the spot; , , at agree with the python3 values to the digits shown). On the left, the smaller , the further the dots continue; on the right, the dots settle onto the same dashed line.
A non-Gaussian example — finding the levels of x⁴ with the transfer matrix
Even without Gaussians, discretised integrals can be computed as products of matrices. Make one step of (7) (, step ) into the integral kernel of
then ; this is the transfer matrix of statistical mechanics. Writing the eigenvalues as , as . The kernel is positive at every point (). Moreover grows at infinity, so , and is compact (an operator that can be approximated as closely as we like by finite-dimensional matrices, and whose eigenvalues accumulate nowhere but 0). With these two together, the integral-operator version of the Perron–Frobenius theorem (said to begin with Jentzsch 1912; the form for is in Reed–Simon IV) shows that the largest eigenvalue is simple and its eigenfunction can be taken positive Known. Hence the ground state is non-degenerate (2-05, 5-03).
ComputedTable 4 The levels of the transfer matrix for (lattice width for ≤ 0.02, ) and their differences from the values of Table 1 of 2-05 (, ). Halving the lattice width changes nothing to 9 digits.
| a | E₀(a) | E₁(a) − E₀(a) | Difference in E₀ | Difference in gap |
|---|---|---|---|---|
| 0.1 | 0.666246 | 1.719680 | −1.7e-3 | −6.0e-3 |
| 0.05 | 0.667546 | 1.724144 | −4.4e-4 | −1.5e-3 |
| 0.025 | 0.667876 | 1.725278 | −1.1e-4 | −3.8e-4 |
The difference is roughly 1/4 each time the step is halved. The discretised path integral and operator quantum mechanics give the same levels and gap.
To fields — as the step is refined, the fluctuations diverge
We extend the discretisation of section 07 directly to fields. In field theory the path is replaced by a field ( is the dimension of spacetime including imaginary time), and ( is here the mass of the field; 4-02). Discretising on a lattice of spacing , a field without interactions is again the Gaussian integral of (2), and the fluctuation at a point is a diagonal entry of .
is the chain of section 07 itself; (14) equals the value of (12) at , and converges to . For it diverges. The divergence of the variance at a point is also treated in 1-09, from the side of Gaussian measures in infinite dimensions. Here we look, as a continuation of discretising the path integral, at what happens each time the step is halved.
ComputedEach time the step is halved, converges to , grows by about each time (), doubles (), and quadruples () (; (14) is turned into a one-dimensional integral of the Bessel function and integrated numerically). The table of values for each step and the figure for choosing the dimension are in 1-09 Table 3, Figure 3, which this book takes as authoritative. A figure setting it beside other quantities that switch at four is the dimension dial of 1-12 §10.
Fields in the continuum limit and Yang–Mills
A field in the continuum limit is a distribution without values at points (1-11). Products such as need subtractions (renormalisation) (4-04, 6-03).
In four-dimensional Yang–Mills this divergence, the gauge freedom (4-08) and the interaction are handled at once. The exposition of the problem says that for a compact group and a finite (periodic) spacetime, Wilson's lattice makes the functional integral a finite-dimensional integral, and that one must then show that the limit lattice spacing → 0, volume → ∞ exists for the expectations of gauge-invariant observables (Jaffe–Witten §6.5) Known. For what is special about four dimensions, see the four-dimensions article.
What this chapter can say
| Content | Status |
|---|---|
| The formulas (2)–(12) | Said Known ((5) and (8) under conditions; numbers also checked in Tables 2 and 3 and Figures 2 and 3 Computed). That is not a measure is a report of the literature |
| The convergence in Table 4, the constants in the growth of the divergence in §09 | The range checked numerically Computed |
| That the continuum limit of lattice gauge theory is also taken in the form "correlation length → ∞" (section 07) | A view at the level of physics Physics. That the limit exists in four dimensions has not been shown |
| Path integrals for interacting fields and gauge fields | Not treated (4-02, Part 6). Nothing is shown about the mass gap of Yang–Mills |
Sources and reproduction
| Item | Kind | Source / tools |
|---|---|---|
| Tables 1–4, the numbers in the examples, Figures 1–3 | Computed | python3 (NumPy, SciPy). The figures by JavaScript in the browser (the trapezoidal rule, random numbers with a fixed seed, the closed formula (12)) |
| The constants of growth in §09 (0.2527, 0.1549, 0.276) | Computed | Computed with python3 (SciPy's and numerical integration): the values at the origin of the massless lattice (: 0.252727, : 0.154933), and the value of the difference of up to (0.27579). Agrees with Table 3 of 1-09 |
| (1) | Known | R. P. Feynman, “Space-time approach to non-relativistic quantum mechanics”, Rev. Mod. Phys. 20 (1948) 367–387 (bibliographic data checked with Crossref; text bibliographic data only) / P. A. M. Dirac, Physik. Z. Sowjetunion 3 (1933) 64 (bibliographic data only; that it goes back to Dirac's suggestion is from the Scholarpedia article below) |
| The product formula | Known | H. F. Trotter, Proc. Amer. Math. Soc. 10 (1959) 545–551 (bibliographic data only) / M. Reed, B. Simon, Methods of Modern Mathematical Physics I (Academic Press 1972), chapter VIII (bibliographic data only; said to be Theorem VIII.31, number not checked) |
| That is not a measure, the conditions for (8) | Known | R. H. Cameron, “A family of integrals serving to connect the Wiener and Feynman integrals”, J. Math. and Phys. 39 (1960) 126–140 (bibliographic data only). Content checked in S. Albeverio, S. Mazzucchi, “Path integral: mathematical aspects”, Scholarpedia 6(1):8832 (2011) |
| (8), (3) | Known | M. Kac, Trans. Amer. Math. Soc. 65 (1949) 1–13 / L. Isserlis, Biometrika 12 (1918) 134–139 / G. C. Wick, Phys. Rev. 80 (1950) 268–272. Bibliographic data only for all |
| Symanzik's view, lattices and limits | Known | A. Jaffe, E. Witten, “Quantum Yang–Mills theory” (the Clay problem description), §3 and §6.5 checked / K. Symanzik, “Euclidean quantum field theory”, in Local Quantum Theory (R. Jost ed., Academic Press 1969) 152–226 (bibliographic data only; reference [46] of Jaffe–Witten) |
| The integral-operator version of Perron–Frobenius | Known | R. Jentzsch, “Über Integralgleichungen mit positivem Kern”, J. reine angew. Math. 141 (1912) 235–244 (bibliographic data checked with Crossref; text bibliographic data only) / M. Reed, B. Simon, Methods of Modern Mathematical Physics IV (Academic Press 1978) (bibliographic data only; said to be §XIII.12, not checked) |
| Stationary phase | Known | R. P. Feynman, A. R. Hibbs, Quantum Mechanics and Path Integrals (1965). Bibliographic data only |
| That paths are not differentiable | Known | 1-09 (citing Durrett's theorem) |
Next chapter: 2-08 Statistical mechanics and phase transitions.
← 2-06 The harmonic oscillator and creation and annihilationContents2-08 Statistical mechanics and phase transitions →