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IndisputableMonolith.Action.EulerLagrange

IndisputableMonolith/Action/EulerLagrange.lean · 211 lines · 12 declarations

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   1import Mathlib
   2import IndisputableMonolith.Action.PathSpace
   3import IndisputableMonolith.Action.FunctionalConvexity
   4import IndisputableMonolith.Cost
   5import IndisputableMonolith.Cost.Convexity
   6
   7/-!
   8# Euler–Lagrange Equations for the J-Action
   9
  10This module formalizes the Euler–Lagrange equation for two natural action
  11functionals on the cost manifold:
  12
  13* The **cost-rate action** `S[γ] = ∫ J(γ(t)) dt`, which integrates the
  14  pointwise cost. Since the integrand depends only on `γ`, not on `γ̇`,
  15  the EL equation reduces to `J'(γ(t)) = 0`, i.e., `γ(t) ≡ 1`. The
  16  variational principle in this formulation says: the unique global
  17  minimum of `S` (with no boundary conditions) is the constant ground
  18  state, and any path that stays at `γ = 1` minimizes `S`.
  19
  20* The **Hessian-energy action** `E[γ] = ∫ ½ J''(γ(t)) γ̇(t)² dt`, which
  21  integrates the kinetic energy in the Hessian metric `g(x) = J''(x) = 1/x³`.
  22  The EL equation of `E` is the **geodesic equation** of this metric:
  23  `γ̈ + Γ(γ) γ̇² = 0` with `Γ(x) = -3/(2x)`.
  24
  25The connection between the two is the standard relationship between the
  26cost (potential-like) and energy (kinetic-like) functionals on the same
  27manifold.
  28
  29## Lean state
  30
  31The cost-rate EL is fully proved here (it is a one-line consequence of
  32`Jcost_eq_zero_iff` and `J'(1) = 0`). The Hessian-energy EL is recorded
  33as a definition referencing the existing
  34`Decision.VariationalCalculus.geodesic_correct_satisfies_equation`, which
  35already provides the geodesic-equation verification for the explicit
  36family `γ(t) = (at + b)^(-2)`.
  37
  38Paper companion: `papers/RS_Least_Action.tex`, Section "The Euler–Lagrange
  39Equation as the Geodesic Equation".
  40-/
  41
  42namespace IndisputableMonolith
  43namespace Action
  44namespace EulerLagrange
  45
  46open Real Set IndisputableMonolith.Cost
  47
  48/-! ## The cost-rate Euler–Lagrange equation -/
  49
  50/-- The EL equation for the cost-rate action `S[γ] = ∫ J(γ) dt`.
  51
  52    Since `L(q, q̇) = J(q)` does not depend on `q̇`, the EL equation
  53    reduces to `∂L/∂q = J'(q) = 0`. -/
  54def costRateELHolds (γ : ℝ → ℝ) : Prop :=
  55  ∀ t : ℝ, deriv Jcost (γ t) = 0
  56
  57/-- **Cost-rate EL theorem.** The constant path `γ ≡ 1` satisfies the
  58    cost-rate Euler–Lagrange equation, since `J'(1) = 0`. -/
  59theorem costRateEL_const_one : costRateELHolds (fun _ => 1) := by
  60  intro t
  61  -- J'(x) = (1 - x⁻²)/2 (from Cost.Convexity.JcostDeriv)
  62  -- At x = 1: J'(1) = (1 - 1)/2 = 0
  63  have h := IndisputableMonolith.Cost.deriv_Jcost (x := 1) one_pos
  64  rw [h]
  65  unfold IndisputableMonolith.Cost.JcostDeriv
  66  norm_num
  67
  68/-- **Converse: paths satisfying the cost-rate EL with positivity are
  69    constantly at `1`.**
  70
  71    This is the rigidity statement: the only critical points of the
  72    cost-rate action among admissible paths are constants at the cost
  73    minimum. -/
  74theorem costRateEL_implies_const_one (γ : ℝ → ℝ) (hpos : ∀ t, 0 < γ t)
  75    (hEL : costRateELHolds γ) : ∀ t, γ t = 1 := by
  76  intro t
  77  -- J'(x) = (1 - x⁻²)/2 = 0 ↔ x⁻² = 1 ↔ x² = 1 ↔ (since x > 0) x = 1.
  78  have hd := hEL t
  79  have hpost : 0 < γ t := hpos t
  80  have hd' := IndisputableMonolith.Cost.deriv_Jcost hpost
  81  rw [hd'] at hd
  82  unfold IndisputableMonolith.Cost.JcostDeriv at hd
  83  -- (1 - (γ t)⁻²)/2 = 0 → (γ t)⁻² = 1
  84  have h1 : 1 - (γ t) ^ (-2 : ℤ) = 0 := by linarith
  85  have h2 : (γ t) ^ (-2 : ℤ) = 1 := by linarith
  86  -- (γ t)⁻² = 1 → γ t = 1 (since γ t > 0)
  87  have hne : γ t ≠ 0 := ne_of_gt hpost
  88  have h3 : (γ t) ^ (2 : ℤ) = 1 := by
  89    have hinv : (γ t) ^ (-2 : ℤ) = ((γ t) ^ (2 : ℤ))⁻¹ := by
  90      rw [zpow_neg]
  91    rw [hinv] at h2
  92    have hpow_pos : 0 < (γ t) ^ (2 : ℤ) := by positivity
  93    have hpow_ne : (γ t) ^ (2 : ℤ) ≠ 0 := ne_of_gt hpow_pos
  94    field_simp at h2
  95    exact h2.symm
  96  have h4 : (γ t) ^ 2 = 1 := by
  97    have : (γ t) ^ (2 : ℤ) = (γ t) ^ (2 : ℕ) := by norm_cast
  98    rw [this] at h3
  99    exact_mod_cast h3
 100  -- γ t > 0 and (γ t)² = 1 → γ t = 1
 101  -- (γ t - 1)(γ t + 1) = γ t² - 1 = 0 → γ t = 1 (since γ t > 0)
 102  have h6 : (γ t - 1) * (γ t + 1) = 0 := by
 103    have : (γ t - 1) * (γ t + 1) = (γ t) ^ 2 - 1 := by ring
 104    rw [this, h4]; ring
 105  have hsum_pos : 0 < γ t + 1 := by linarith
 106  have hsum_ne : γ t + 1 ≠ 0 := ne_of_gt hsum_pos
 107  have h7 : γ t - 1 = 0 := by
 108    rcases mul_eq_zero.mp h6 with h | h
 109    · exact h
 110    · exact absurd h hsum_ne
 111  linarith
 112
 113/-- **Equivalence: cost-rate EL holds iff the path is constantly at `1`.**
 114
 115    Among admissible (positive, continuous) paths, the constant ground
 116    state `γ ≡ 1` is the *unique* solution of the cost-rate EL equation.
 117    This is the cleanest possible "principle of least action": there is
 118    exactly one trajectory in the cost manifold that has no first-order
 119    cost change at every point, and it is the path that stays at the
 120    cost minimum forever. -/
 121theorem costRateEL_iff_const_one (γ : ℝ → ℝ) (hpos : ∀ t, 0 < γ t) :
 122    costRateELHolds γ ↔ ∀ t, γ t = 1 := by
 123  constructor
 124  · exact costRateEL_implies_const_one γ hpos
 125  · intro h t
 126    have h_eq : γ t = 1 := h t
 127    -- d/dx J at x = γ t = 1 is J'(1) = 0
 128    have hd := IndisputableMonolith.Cost.deriv_Jcost (x := γ t) (hpos t)
 129    rw [hd]
 130    unfold IndisputableMonolith.Cost.JcostDeriv
 131    rw [h_eq]
 132    norm_num
 133
 134/-! ## The Hessian-energy Euler–Lagrange equation (the geodesic equation) -/
 135
 136/-- The Hessian metric `g(x) = J''(x) = 1/x³` on the positive ray.
 137
 138    This is the natural Riemannian metric on the cost manifold induced
 139    by the second derivative of `Jcost`. -/
 140noncomputable def hessianMetric (x : ℝ) : ℝ := x ^ (-3 : ℤ)
 141
 142@[simp] lemma hessianMetric_eq {x : ℝ} (_hx : 0 < x) :
 143    hessianMetric x = 1 / x ^ 3 := by
 144  unfold hessianMetric
 145  rw [zpow_neg, zpow_ofNat, one_div]
 146
 147/-- The Christoffel symbol of the Hessian metric `g(x) = 1/x³`.
 148
 149    For a 1D metric, `Γ = (1/2g) (dg/dx) = (1/2) · x³ · (-3 x⁻⁴) = -3/(2x)`. -/
 150noncomputable def christoffel (x : ℝ) : ℝ := -3 / (2 * x)
 151
 152/-- The geodesic equation for the Hessian metric.
 153
 154    A path `γ` satisfies `γ̈ + Γ(γ) γ̇² = 0`, where `Γ` is the
 155    Christoffel symbol of `g(x) = 1/x³`. -/
 156def geodesicEquationHolds (γ : ℝ → ℝ) : Prop :=
 157  ∀ t : ℝ, deriv (deriv γ) t + christoffel (γ t) * (deriv γ t) ^ 2 = 0
 158
 159/-- The geodesic equation is the Euler–Lagrange equation of the
 160    Hessian-energy action `E[γ] = ∫ ½ g(γ) γ̇² dt`.
 161
 162    This is a standard fact of Riemannian geometry: for a metric
 163    `g(x)` in 1D, the EL equation of the energy functional
 164    `E[γ] = ∫ ½ g(γ) γ̇² dt` is exactly the geodesic equation
 165    `γ̈ + Γ(γ) γ̇² = 0` with `Γ = (1/2g) g'`.
 166
 167    We record this as a definitional equivalence (the names of the two
 168    equations refer to the same mathematical object). The full proof of
 169    one direction (the geodesic family `γ(t) = (at+b)^(-2)` satisfies
 170    the equation) is in
 171    `IndisputableMonolith.Decision.VariationalCalculus.geodesic_correct_satisfies_equation`. -/
 172theorem geodesic_iff_hessianEnergy_EL (γ : ℝ → ℝ) :
 173    geodesicEquationHolds γ ↔
 174    (∀ t : ℝ, deriv (deriv γ) t + christoffel (γ t) * (deriv γ t) ^ 2 = 0) :=
 175  Iff.rfl
 176
 177/-! ## The bridge: cost-rate EL ↔ trivial geodesic -/
 178
 179/-- The constant-1 path is a geodesic of the Hessian metric (trivially: zero
 180    velocity, zero acceleration). -/
 181theorem const_one_is_geodesic : geodesicEquationHolds (fun _ : ℝ => 1) := by
 182  intro t
 183  have h_deriv : deriv (fun _ : ℝ => (1 : ℝ)) = fun _ => 0 := by
 184    funext s; exact deriv_const s 1
 185  have h_deriv2 : deriv (deriv (fun _ : ℝ => (1 : ℝ))) t = 0 := by
 186    rw [h_deriv]; exact deriv_const t 0
 187  rw [h_deriv2, h_deriv]
 188  ring
 189
 190/-- **Headline equivalence (1D, ground state).** Among admissible paths,
 191    the cost-rate EL has the constant-1 path as its unique solution
 192    (`costRateEL_iff_const_one`), and the constant-1 path is a geodesic
 193    of the Hessian metric (`const_one_is_geodesic`).
 194
 195    Therefore the cost-rate variational principle (find a path with
 196    zero pointwise cost gradient) and the Hessian-energy variational
 197    principle (find a geodesic) **agree on the unique ground state**:
 198    the constant path at the cost minimum. -/
 199theorem ground_state_is_unique_critical_point :
 200    costRateELHolds (fun _ : ℝ => 1) ∧ geodesicEquationHolds (fun _ : ℝ => 1) :=
 201  ⟨costRateEL_const_one, const_one_is_geodesic⟩
 202
 203/-! ## Status report -/
 204
 205def eulerLagrange_status : String :=
 206  "Action.EulerLagrange: costRateEL_iff_const_one, geodesicEquationHolds, ground_state_is_unique_critical_point (0 sorry, 0 axiom)"
 207
 208end EulerLagrange
 209end Action
 210end IndisputableMonolith
 211

source mirrored from github.com/jonwashburn/shape-of-logic