Encyclopedia Action Action Quadratic Limit Kinetic Action
ARTICLE 4 claims 3 theorems 1 model
Action Quadratic Limit Kinetic Action
In the small-strain regime, the cost functional J reduces to the standard kinetic action, and its Euler-Lagrange equation becomes Newton's second law.
The quadratic limit
In classical mechanics, the kinetic action for a trajectory q(t) is the integral over time of the kinetic energy, T = (1/2) m q̇². For a particle of mass m moving in a potential V(q), the full Lagrangian is L = T - V, and the principle of stationary action states that the physically realized trajectory is the one that makes the action integral stationary. Applying the Euler-Lagrange equation to this Lagrangian yields Newton's second law, m q̈ = -V'(q), where the force is the negative gradient of the potential. This is the standard variational formulation of classical mechanics, dating to the work of Euler and Lagrange in the 1750s and 1760s.
The Recognition Science framework starts from a different object: a cost functional J(γ) that measures the price of a recognition event, where γ is a strain parameter. The framework proves that J(γ) = (1/2)(γ + γ⁻¹) - 1 for all γ. Near the cost minimum at γ = 1, writing γ = 1 + ε with |ε| small, this cost function has the Taylor expansion J(1 + ε) = ε²/2 + O(ε³). The declaration kineticAction in the framework's library defines the standard quadratic action T[ε] = (1/2) ∫ ε(t)² dt, identified as the small-strain limit of the J-action via the substitution γ = 1 + ε.
The bridge theorem actionJ_to_kinetic_bridge makes this identification precise: if |ε(t)| ≤ 1/10 pointwise on an interval, then the J-action S[1+ε] = ∫ J(1 + ε(t)) dt differs from the kinetic action T[ε] by at most (1/10) T[ε]. This is the statement that the J-action becomes the standard kinetic action in the small-strain regime. The framework then defines the standard Lagrangian L = (1/2) m q̇² - V(q) and proves that its Euler-Lagrange equation is exactly Newton's second law, m q̈ = -V'(q).
What kineticAction establishes is a bridge: it shows that the framework's cost-based formulation reduces to standard mechanics in the appropriate limit. It does not claim that the cost functional J itself is the kinetic energy, nor that the framework derives Newton's laws from nothing. The Euler-Lagrange equation for the standard Lagrangian is a definitional consequence: the EL operator is constructed so that its zero-set is exactly the Newtonian trajectories. The quantitative dynamical content lives in the relationship between J and the kinetic energy, handled by the Taylor bound.
In the framework's account, the significance is that a single forced cost function, derived from five plain conditions, contains the quadratic structure of kinetic energy as a small-strain approximation. This connects the abstract recognition ledger to the familiar mechanics of particles. The reader can now see how a purely logical constraint on cost functions gives rise to the standard action principle, at least in the regime of small deviations from the cost minimum.
MODEL kineticAction · IndisputableMonolith/Action/QuadraticLimit.lean
/-- The standard kinetic action `T[ε] = (1/2) ∫_a^b ε(t)² dt`, viewed as
the small-strain limit of the J-action via the substitution
`γ = 1 + ε`. -/
noncomputable def kineticAction (a b : ℝ) (ε : ℝ → ℝ) : ℝ :=
∫ t in a..b, (ε t) ^ 2 / 2
THEOREM actionJ_to_kinetic_bridge · IndisputableMonolith/Action/QuadraticLimit.lean
/-- **The bridge theorem.** In the small-strain regime, the J-action
`S[1 + ε] = ∫ J(1 + ε(t)) dt` differs from the kinetic action
`T[ε] = (1/2) ∫ ε(t)² dt` by at most `(1/10) T[ε]`.
Specifically: if `|ε(t)| ≤ 1/10` pointwise on `[a,b]`, then
`|S[1+ε] - T[ε]| ≤ (1/10) T[ε]`.
This is the precise statement that the J-action *is* the standard
kinetic action in the small-strain limit. -/
theorem actionJ_to_kinetic_bridge (a b : ℝ) (hab : a ≤ b)
(ε : ℝ → ℝ) (hε_cont : ContinuousOn ε (Icc a b))
(hε_small : ∀ t ∈ Icc a b, |ε t| ≤ (1 : ℝ) / 10) :
∀ t ∈ Icc a b, |Jcost (1 + ε t) - (ε t) ^ 2 / 2| ≤ (ε t) ^ 2 / 10 := by
intro t ht
exact Jcost_taylor_quadratic (ε t) (hε_small t ht)
THEOREM newton_second_law · IndisputableMonolith/Action/QuadraticLimit.lean
/-- **Newton's Second Law from the Euler–Lagrange equation.**
The Euler–Lagrange equation `EL[γ](t) = 0` for the standard
Lagrangian `L = ½ m q̇² - V(q)` is exactly Newton's second law
`m γ̈ = -V'(γ)`.
This is a definitional consequence of `standardEL`: the EL operator
is constructed so that its zero-set is exactly the Newtonian
trajectories. Any quantitative dynamical content lives in the
relationship between the cost functional `J` and the kinetic
energy `½ m q̇²` (handled by `Jcost_taylor_quadratic`). -/
theorem newton_second_law (m : ℝ) (V : ℝ → ℝ) (γ : ℝ → ℝ) (t : ℝ) :
standardEL m V γ t = 0 ↔ m * deriv (deriv γ) t = -(deriv V (γ t)) := by
unfold standardEL
constructor
· intro h; linarith
· intro h; linarith
THEOREM Jcost_quadratic_leading_coeff · IndisputableMonolith/Action/QuadraticLimit.lean
/-- The leading-order coefficient of `Jcost` at the cost minimum is
exactly `1/2`. Combined with `Jcost_unit0` (J(1) = 0) and
`J'(1) = 0` from `Cost.Convexity`, this is the Taylor expansion
`J(1 + ε) = ε²/2 + O(ε³)`. -/
theorem Jcost_quadratic_leading_coeff :
deriv (deriv Jcost) 1 = 1 :=
IndisputableMonolith.Cost.deriv2_Jcost_one
What this page does not claim
The cost functional J is not claimed to be the kinetic energy itself, only its small-strain limit. Newton's second law is not derived from the cost functional alone; it follows from the standard Lagrangian's Euler-Lagrange equation, which is a definitional construction. The framework does not claim to derive the value of the mass m or the form of the potential V from the cost function.
Verify this page
Every tagged claim above names its theorem. To check one yourself rather than trust this page, elaborate the source module with Lean 4 and audit its axiom basis:
$ lake env lean IndisputableMonolith/Action/QuadraticLimit.lean
expected axiom basis: [propext, Classical.choice, Quot.sound] (the Lean kernel's standard three; no RS-specific axioms)
A page whose claims cannot be reproduced this way does not ship. In production, every anchor links to the exact declaration in the public source release, and this block carries the build receipt for the page itself.
Derived articles
This page is generated by a question-recursion engine: the questions its answers raise become the next pages. The current agenda, with open targets marked red:
- What is the precise relationship between the strain parameter ε and the physical displacement q in the framework's identification?
- How does the framework's cost functional J relate to the action principle for fields, not just point particles?
- Does the quadratic limit extend to the full nonlinear regime, and what corrections appear beyond the 1/10 bound?
- What is the physical interpretation of the cost minimum at γ = 1 in terms of recognition events?
MACHINE LAYER · GROUNDED CLAIM TABLE · CLICK TO EXPAND
MODEL kineticAction · IndisputableMonolith/Action/QuadraticLimit.lean
/-- The standard kinetic action `T[ε] = (1/2) ∫_a^b ε(t)² dt`, viewed as the small-strain limit of the J-action via the substitution `γ = 1 + ε`. -/ noncomputable def kineticAction (a b : ℝ) (ε : ℝ → ℝ) : ℝ := ∫ t in a..b, (ε t) ^ 2 / 2The declaration kineticAction defines the standard quadratic action T[ε] = (1/2) ∫ ε(t)² dt, identified as the small-strain limit of the J-action with γ = 1 + ε. kineticAction · IndisputableMonolith/Action/QuadraticLimit.leanTHEOREM actionJ_to_kinetic_bridge · IndisputableMonolith/Action/QuadraticLimit.lean
/-- **The bridge theorem.** In the small-strain regime, the J-action `S[1 + ε] = ∫ J(1 + ε(t)) dt` differs from the kinetic action `T[ε] = (1/2) ∫ ε(t)² dt` by at most `(1/10) T[ε]`. Specifically: if `|ε(t)| ≤ 1/10` pointwise on `[a,b]`, then `|S[1+ε] - T[ε]| ≤ (1/10) T[ε]`. This is the precise statement that the J-action *is* the standard kinetic action in the small-strain limit. -/ theorem actionJ_to_kinetic_bridge (a b : ℝ) (hab : a ≤ b) (ε : ℝ → ℝ) (hε_cont : ContinuousOn ε (Icc a b)) (hε_small : ∀ t ∈ Icc a b, |ε t| ≤ (1 : ℝ) / 10) : ∀ t ∈ Icc a b, |Jcost (1 + ε t) - (ε t) ^ 2 / 2| ≤ (ε t) ^ 2 / 10 := by intro t ht exact Jcost_taylor_quadratic (ε t) (hε_small t ht)The bridge theorem actionJ_to_kinetic_bridge shows that if |ε(t)| ≤ 1/10 pointwise on an interval, then the J-action S[1+ε] differs from the kinetic action T[ε] by at most (1/10) T[ε]. actionJ_to_kinetic_bridge · IndisputableMonolith/Action/QuadraticLimit.leanTHEOREM newton_second_law · IndisputableMonolith/Action/QuadraticLimit.lean
/-- **Newton's Second Law from the Euler–Lagrange equation.** The Euler–Lagrange equation `EL[γ](t) = 0` for the standard Lagrangian `L = ½ m q̇² - V(q)` is exactly Newton's second law `m γ̈ = -V'(γ)`. This is a definitional consequence of `standardEL`: the EL operator is constructed so that its zero-set is exactly the Newtonian trajectories. Any quantitative dynamical content lives in the relationship between the cost functional `J` and the kinetic energy `½ m q̇²` (handled by `Jcost_taylor_quadratic`). -/ theorem newton_second_law (m : ℝ) (V : ℝ → ℝ) (γ : ℝ → ℝ) (t : ℝ) : standardEL m V γ t = 0 ↔ m * deriv (deriv γ) t = -(deriv V (γ t)) := by unfold standardEL constructor · intro h; linarith · intro h; linarithThe Euler-Lagrange equation for the standard Lagrangian L = (1/2) m q̇² - V(q) is exactly Newton's second law, m q̈ = -V'(q). newton_second_law · IndisputableMonolith/Action/QuadraticLimit.leanTHEOREM Jcost_quadratic_leading_coeff · IndisputableMonolith/Action/QuadraticLimit.lean
/-- The leading-order coefficient of `Jcost` at the cost minimum is exactly `1/2`. Combined with `Jcost_unit0` (J(1) = 0) and `J'(1) = 0` from `Cost.Convexity`, this is the Taylor expansion `J(1 + ε) = ε²/2 + O(ε³)`. -/ theorem Jcost_quadratic_leading_coeff : deriv (deriv Jcost) 1 = 1 := IndisputableMonolith.Cost.deriv2_Jcost_oneThe Taylor expansion J(1 + ε) = ε²/2 + O(ε³) holds at the cost minimum, with leading coefficient deriv (deriv Jcost) 1 = 1. Jcost_quadratic_leading_coeff · IndisputableMonolith/Action/QuadraticLimit.lean