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ConformalLabpp/doc/math/geometry-modes.md
Tarik Moussa 14134b99ce
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docs: restructure documentation into focused files
README.md: reduced from 703 to ~75 lines — what/why, status, quick
start, minimal usage example, navigation table to doc/ files.

doc/architecture/overall_pipeline.md: trimmed — roadmap, extension
points, declarative pipeline YAML, and references sections removed
(each now has its own dedicated file). Replaced with a link table.

New files:
  doc/getting-started.md       — build modes, single-test invocation, CLI
  doc/api/pipeline.md          — full pipeline API with code for all 3 geometries
  doc/api/extending.md         — new functionals, geometry modes, Java porting guide
  doc/api/contracts.md         — processing unit preconditions/provides table
  doc/api/cgal-package.md      — Phase 8 CGAL package design + YAML pipeline (TODO)
  doc/math/geometry-modes.md   — Euclidean/Spherical/HyperIdeal comparison
  doc/math/references.md       — all papers by module
  doc/roadmap/phases.md        — Phases 1–10 with porting/research boundary
  doc/roadmap/java-parity.md   — Java vs C++ feature parity table
  doc/contributing.md          — language policy, test standards, release flow

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-05-17 21:17:15 +02:00

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# The Three Geometry Modes
conformallab++ implements discrete conformal geometry in three model spaces.
All three share the same algorithmic structure — only the angle formula,
the trilateration geometry, and the Hessian sign differ.
---
## Comparison
```
Euclidean Spherical Hyper-ideal
─────────────────────────────────────────────────────
Space ℝ² S² H² (Poincaré disk)
Curvature K = 0 K = +1 K = 1
Typical genus any (cone metrics) 0 ≥ 1
Angle sum Σαᵥ = Θᵥ Σαᵥ = Θᵥ Σβᵥ = Θᵥ
Gradient sign G_v = actual Θᵥ G_v = Θᵥ actual G_v = actual Θᵥ
Hessian PSD (cotangent-Lap.) NSD (sign-flip) PSD (FD, strict conv.)
Newton solve SimplicialLDLT(H) SimplicialLDLT(H) SimplicialLDLT(H)
Holonomy translations ωᵢ rotations (2-D) Möbius maps Tᵢ ∈ SU(1,1)
Period τ = ω₂/ω₁ ∈ — axis of Tᵢ
Normalise PCA centring Rodrigues to N pole weighted Möbius centring
Layout Layout2D (ℝ²) Layout3D (unit sphere) Layout2D (Poincaré disk)
```
---
## Euclidean (ℝ²)
**Energy:** the cotangent-weighted angle defect energy (Pinkall & Polthier 1993).
**Effective log-length:**
```
Λ̃ᵢⱼ = λ°ᵢⱼ + uᵢ + uⱼ
```
**Gradient:** `G_v = Σ_{faces adj. v} α_v(face) Θᵥ` — the actual angle sum minus the target.
**Hessian:** cotangent Laplacian, assembled in `euclidean_hessian.hpp`. PSD with one zero
eigenvalue (constant function) for closed meshes — handled by pinning one vertex or SparseQR.
**Normalisation:** centroid → origin, major axis → x-axis via PCA (`normalise_euclidean`).
**Holonomy:** lattice translations ω₁, ω₂ ∈ for closed surfaces.
Period ratio τ = ω₂/ω₁ ∈ is the conformal modulus of the torus.
---
## Spherical (S²)
**Typical use:** genus-0 (sphere-like) surfaces.
**Gradient:** `G_v = Θᵥ Σ α_v(face)` — note the **sign reversal** vs. Euclidean.
**Hessian:** NSD (the spherical energy is concave). Newton solves `(H)·Δx = G`, i.e.
`SimplicialLDLT` is called on `H`. This is handled transparently in `newton_spherical()`.
**Gauge fix:** for a closed spherical surface, one additional DOF must be pinned to remove
the rotational gauge mode. `SphericalMaps` has a dedicated `gauge_vertex` field.
**Normalisation:** `normalise_spherical()` rotates the layout so the area centroid
maps to the north pole (Rodrigues rotation formula).
---
## Hyper-ideal (H²)
**Typical use:** genus-g surfaces (g ≥ 1), hyperbolic cone metrics.
**DOFs:** both vertex variables `bᵢ` (hyper-ideal radius) and edge variables `aₑ`
(intersection angle). `assign_all_dof_indices(mesh, maps)` assigns both automatically.
No vertex needs to be pinned — the functional is strictly convex.
**Geometry functions** (in `hyper_ideal_geometry.hpp`):
```
ζ₁₃(b, a) ζ₁₄(b, a) ζ₁₅(b, a) — the three fundamental Springborn functions
lᵢⱼ(ζ) — edge length from ζ value
αᵢⱼ(l₁, l₂, l₃) — interior angle
βᵢ(l₁, l₂, l₃) — vertex angle sum contribution
```
**Hessian:** currently a symmetric finite-difference approximation (see `hyper_ideal_hessian.hpp`).
The analytic Hessian through the `(bᵢ, aₑ) → lᵢⱼ → ζ → αᵢⱼ/βᵢ` chain is Phase 9b.
**Holonomy:** Möbius isometries Tᵢ ∈ SU(1,1) (orientation-preserving isometries of the Poincaré disk).
`MobiusMap` in `layout.hpp`: T(z) = (az+b)/(cz+d).
**Normalisation:** `normalise_hyperbolic()` performs iterative face-area-weighted Möbius centring
(Fréchet mean, 30 iterations) to map the weighted centroid to the disk origin.
---
## GaussBonnet constraint
Before calling any Newton solver, the target angles must satisfy the GaussBonnet equation:
```
Σᵥ (2π Θᵥ) = 2π · χ(M) (Euclidean / flat)
Σᵥ (2π Θᵥ) > 0 (spherical, χ > 0)
Σᵥ (2π Θᵥ) < 0 (hyperbolic, χ < 0)
```
If this is violated, no conformal factor can realise the target angles and Newton will
fail to converge without a visible error.
```cpp
check_gauss_bonnet(mesh, maps); // throws if violated
enforce_gauss_bonnet(mesh, maps); // redistributes residual uniformly across all vertices
```
**This is the most common source of silent non-convergence.** Always call one of these before solving.