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Oakfield Operator Calculus Function Reference Site

Phase-Space Warps

A phase-space warp is a differentiable map (x,k)(X,K)(x,k) \mapsto (X,K) on R2d\mathbb{R}^{2d} whose Jacobian JJ satisfies the symplectic condition

JTΩJ=Ω,Ω=(0II0)J^{T} \Omega J = \Omega,\qquad \Omega = \begin{pmatrix} 0 & I \\ -I & 0 \end{pmatrix}

Equivalently, it can be generated by a type-II generating function S(x,K)S(x,K) via

k=xS,X=KSk = \partial_x S,\qquad X = \partial_K S

Defined on open subsets of R2d\mathbb{R}^{2d} where derivatives exist. Output lives in the same phase space with preserved symplectic form.


Volume preserving (detJ=1\det J = 1) and energy-structure respecting for Hamiltonian systems. Composition of phase-space warps remains symplectic.


Linear symplectic maps include rotations and shear matrices with ATΩA=ΩA^{T} \Omega A = \Omega. Small deformations generated by SS yield J=I+O(ε)J = I + O(\varepsilon) symplectic up to first order.


  • Linear symplectic maps include rotations and shears.
  • Small generating-function perturbations produce near-identity symplectic maps.

Warp gradients supply the Jacobian; complex-analytic warps furnish conformal slices of such maps in d=1d=1; hyperexponential factors can parameterize amplitude-like components within SS.


Oakfield’s current “warp” implementation is not a symplectic phase-space coordinate transform; it is a value-level deformation applied to fields:

  • Analytic warp changes field samples according to analytic profiles and guarded gradient sampling, and can operate in phase-preserving polar mode for complex fields.
  • Remainder-based measurement uses warped vs reference fields to quantify deformation effects, often pairing warps with filters and mixers in operator graphs.

If you need true Hamiltonian/symplectic phase-space warps, they are not implemented as dedicated operators in the current runtime.


Canonical transformations and generating functions are classical tools in Hamiltonian mechanics, preserving the symplectic structure that encodes conservation laws and geometric invariants.

Symplectic maps remain central in geometric numerical integration and phase-space modeling.


  • Hairer, Lubich, Wanner, Geometric Numerical Integration
  • Arnold, Mathematical Methods of Classical Mechanics