A Symmetric GRG Kernel for Area

A Symmetric GRG Kernel for Area

A Symmetric GRG Kernel for Area

The binary radial formulation combines complementary internal and external sector triangles. The area kernel uses one internal contribution and two external contributions, unlike the circumference kernel’s two-to-one chord–tangent balance.

Geometric Elements

Resolve one Turn into N equal symmetric sectors. Let a be the internal triangle’s height, h half its chord, and e half the external tangent side. Define q = h/a.

$$
N=2^b,\quad b\ge2,\quad R>0,\qquad a^2+h^2=R^2,\quad e=R\frac ha.
$$
$$
I_b=ah=R^2\frac{q_b}{1+q_b^2},\qquad E_b=Re=R^2q_b.
$$

Two Area Kernels

$$
A_m=\frac N2(I_b+E_b),\qquad A_w=\frac N3(I_b+2E_b).
$$

Accuracy for the Defined Triangles

The current formulation gives an analytical verification using a local integral as an exact sector reference, not as a kernel input.

$$
F(q)=\int_0^q\frac{dt}{1+t^2},\qquad A_T(R)=NR^2F(q_b).
$$
$$
\begin{aligned}A_m-A_T&=NR^2\left(-\frac{q_b^3}{6}+\frac{3q_b^5}{10}+O(q_b^7)\right),\\A_w-A_T&=NR^2\left(\frac{2q_b^5}{15}+O(q_b^7)\right).\end{aligned}
$$

Regular geometric bisection yields a scale bound. Together with the expansion, it proves second-order total error for the arithmetic kernel and fourth-order total error for the weighted kernel in exact arithmetic.

$$
0\lt q_b\le\frac4N,\qquad A_m-A_T=O(N^{-2}),\qquad A_w-A_T=O(N^{-4}).
$$

The same analysis proves the following bracket for these sectors:

$$
A_{\mathrm{in}}\le A_m\le A_T\le A_w\le A_{\mathrm{out}}.
$$

Sampling and Scope

$$
\Delta u=\frac1{4N}.
$$

The earlier version introduced this quarter-step sampling parameter inside each module. The proof here concerns the complete sector triangles defined above. A different sample-based area construction requires its own explicit definition and proof.

GRG length and area kernel inversion A clean schematic comparison between the GRG circumference kernel, based on two internal chord contributions and one external tangent contribution, and the proposed GRG area kernel, based on one internal area contribution and two external area contributions. Length kernel 2 chord + 1 tangent Chord Chord Tangent Area kernel 1 internal + 2 external Internal External External weight inversion
Internal–external weights are reversed between the circumference and area kernels. This diagram is schematic; the triangle definitions determine the calculation.

Research Status

The cancellation is established for the regular triangular elements above. This does not establish original authorship of the weighting, numerical stability of an implementation, or a computational advantage. Those questions require separate literature and implementation comparisons.

Earlier revisions of this page described fourth-order behaviour as a candidate. The current analytical clarification identifies the geometric assumptions under which that behaviour follows.

A New GRG Formulation: Circle and Area from Binary Radial Modules

A New GRG Formulation: Circle and Area from Binary Radial Modules

A GRG Formulation: Circle and Area from a Binary Radial Framework

Generative Radial Geometry describes circular measures through a finite binary radial framework. Its working quantities are a radius, a full Turn, a binary resolution, and local chord–tangent constructions.

About the Current GRG Formulation

This page presents the documented binary radial formulation, with geometric definitions and an explicit verification of its measurement kernels. Earlier approaches, including Original Projection and previous Turns formulations, remain part of the research history.

The geometric construction, kernel accuracy, and computational efficiency are separate subjects. The analysis below establishes accuracy for regular symmetric sectors. It does not establish a performance advantage or prescribe an implementation.

The weighted area proposal is documented in A Symmetric GRG Kernel for Area. The geometric ratio notation and proofs below are an analytical clarification of the documented triangles and kernels.

Binary Turns and Resolution

A full rotation is one Turn. Resolve it into equal sectors. The nondegenerate chord–tangent formulas on this page require at least four sectors.

$$
N=2^b,\qquad b\ge2,\qquad R>0.
$$
$$
t_b=\frac1N,\qquad \text{half-sector width}=\frac1{2N}.
$$

One Symmetric Radial Sector

Let a be the distance from the centre to the internal chord, h half that chord, and e half the external tangent side. The tangent is perpendicular to the central radius. The two boundary rays intersect both the circle and this tangent.

$$
a^2+h^2=R^2,\qquad e=R\frac ha.
$$
Symmetric binary radial sector with chord and tangent side A circle with a symmetric radial sector. The internal chord lies between two points on the circle. The external tangent side lies on the tangent line perpendicular to the central radius. O R tᵦ tangent line external tangent side upper sector boundary lower sector boundary internal chord
Figure 1 — Symmetric sector: internal chord, central radius, and external tangent side.

Define dimensionless ratios from these constructed lengths:

$$
c_b=\frac aR,\qquad s_b=\frac hR,\qquad q_b=\frac ha.
$$
$$
c_b^2+s_b^2=1,\qquad q_b=\frac{s_b}{c_b},\qquad c_b=\frac1{\sqrt{1+q_b^2}}.
$$

These symbols denote geometric ratios. They do not specify a trigonometric software routine.

Circumference Kernels

$$
L_i=2h,\qquad L_t=2e.
$$

The arithmetic balance and the classical Snell–Huygens weighted balance give:

$$
\begin{aligned}C_m&=\frac N2(L_i+L_t)=NR(s_b+q_b),\\C_{SH}&=\frac N3(2L_i+L_t)=\frac{2NR}{3}(2s_b+q_b).\end{aligned}
$$

The weighting is a known local arc approximation. This formulation uses it as a kernel within the binary radial framework; the weighting itself is not claimed as an original GRG result.

Area Elements and Kernels

The internal triangle has base 2h and height a. The external triangle has base 2e and height R.

$$
\begin{aligned}I_b&=ah=R^2c_bs_b=R^2\frac{q_b}{1+q_b^2},\\E_b&=Re=R^2q_b.\end{aligned}
$$
$$
A_{\mathrm{in}}=NI_b,\qquad A_{\mathrm{out}}=NE_b.
$$

The arithmetic area estimate and the proposed internal–external weighting are:

$$
\begin{aligned}A_m&=\frac N2(I_b+E_b),\\A_w&=\frac N3(I_b+2E_b).\end{aligned}
$$
$$
A_w=\frac{NR^2}{3}\left(\frac{q_b}{1+q_b^2}+2q_b\right).
$$

Geometric Refinement Bound

The following identity is used to verify regular equal-sector bisection. It is a geometric consequence, not an attribution of a particular numerical algorithm to GRG.

At four sectors the half-sector triangle has equal legs, so q₂ = 1. Bisecting its direction gives the following ratio, obtained by normalising the boundary direction and adding it to the central unit direction:

$$
q_{b+1}=\frac{q_b}{1+\sqrt{1+q_b^2}}.
$$

The denominator is at least two. Induction therefore gives:

$$
0\lt q_b\le 2^{2-b}=\frac4N.
$$

This proves the scale bound needed for the global error estimates. It uses the regular bisection geometry; it does not require a precomputed full-Turn length or area.

Kernel Accuracy: Analytical Verification

Define the local integral below solely as an analytical reference for the exact sector measures. It is not an input to the measurement kernels.

$$
F(q)=\int_0^q\frac{dt}{1+t^2}.
$$

Parameterising the circular boundary by its slope gives exact sector arc length 2RF(q) and exact sector area R²F(q). Thus the fixed full-Turn reference measures satisfy:

$$
C_T(R)=2NRF(q_b),\qquad A_T(R)=NR^2F(q_b).
$$
$$
F(q)=q-\frac{q^3}{3}+\frac{q^5}{5}+O(q^7).
$$

Substitution into the circumference kernels yields:

$$
\begin{aligned}C_m-C_T&=NR\left(\frac{q_b^3}{6}-\frac{q_b^5}{40}+O(q_b^7)\right),\\C_{SH}-C_T&=NR\left(\frac{q_b^5}{10}+O(q_b^7)\right).\end{aligned}
$$

For area:

$$
\begin{aligned}A_m-A_T&=NR^2\left(-\frac{q_b^3}{6}+\frac{3q_b^5}{10}+O(q_b^7)\right),\\A_w-A_T&=NR^2\left(\frac{2q_b^5}{15}+O(q_b^7)\right).\end{aligned}
$$

The area weighting cancels the cubic local residual. Combining these expansions with the geometric scale bound proves, for fixed radius and exact arithmetic:

$$
\begin{aligned}C_m-C_T&=O(N^{-2}),& C_{SH}-C_T&=O(N^{-4}),\\A_m-A_T&=O(N^{-2}),& A_w-A_T&=O(N^{-4}).\end{aligned}
$$

These are asymptotic error statements, not claims of exact equality at finite resolution or guarantees about floating-point performance.

Area Bounds

The geometric inner and outer triangles bound each exact sector. The two balanced area estimates provide a tighter bracket as well:

$$
A_{\mathrm{in}}\le A_m\le A_T\le A_w\le A_{\mathrm{out}}.
$$

For a direct verification, write the normalised kernels as M(q) and W(q). Both differences vanish at zero, and:

$$
\begin{aligned}\frac{d}{dq}\bigl(F(q)-M(q)\bigr)&=\frac{q^2(1-q^2)}{2(1+q^2)^2},\\\frac{d}{dq}\bigl(W(q)-F(q)\bigr)&=\frac{2q^4}{3(1+q^2)^2}.\end{aligned}
$$

Both derivatives are nonnegative for 0 ≤ q ≤ 1, which covers the sectors considered here. Consequently the bracket follows for every b ≥ 2, rather than only for tested resolutions.

Refinement and Quarter-Step Sampling

$$
N_{b+1}=2N_b,\qquad t_{b+1}=\frac{t_b}{2},\qquad \Delta u=\frac{t_b}{4}=\frac1{4N}.
$$

The related area article specifies quarter-step sampling within a module. The verification above concerns the complete sector triangles. An implementation using internal samples must specify how those samples evaluate the same elements; the sampling parameter alone does not define an additional area kernel.

Binary refinement of a radial circle Three circles divided into increasing binary sector counts, showing refinement from coarse radial modules to a smoother circular construction. b = 2, N = 4 b = 3, N = 8 b = 4, N = 16
Figure 2 — Binary sector refinement at N = 4, 8, and 16.

Computational Efficiency and Research Scope

Binary resolution is compatible with binary angular indices and power-of-two scaling. A performance advantage for the complete calculation must nevertheless be measured.

A reproducible comparison must use equal accuracy targets, include generation or retrieval of the local measures, account for precomputation and memory, and specify arithmetic precision, rounding, hardware, and execution time. Stability in fixed-point arithmetic requires a separate error analysis.

The results established here concern the documented regular chord–tangent geometry and its kernels. Historical originality and implementation efficiency are separate investigations.

Interactive Lab + FAQ

Interactive Lab + FAQ

Generative Radial Geometry (GRG)

A discrete–exact grammar for curves and surfaces using turns, chords, and radial projections. π is not imported as a magic constant; it emerges from dyadic steps and converges in the classical limit.

.

Turns-first definitions

We discretize the unit turn; dyadic refinement keeps operations exact on the mesh and drives accuracy.

$$ b \in \mathbb{N}_{\geq 0}, \qquad N = 2^{b} $$
$$ \Delta u = 2^{-(b+2)} \quad \text{(quarter sampling)} \qquad \Rightarrow \qquad \Delta u = \frac{1}{4N}. $$

For a circle of radius \(R\), the inscribed polygon at \(N\) turns has:

$$ P_{N} = 2 N R \sin\!\left(\frac{\pi}{N}\right), \qquad A_{N} = \frac{1}{2} N R^{2} \sin\!\left(\frac{2\pi}{N}\right). $$
Dyadic polygon and chords Circle with an N=16 inscribed polygon, dyadic rays, and a highlighted chord.
Turns, chords, and dyadic rays. Crisp vectors at any zoom.

Interactive Lab

Switch presets and adjust the dyadic exponent \(b\). For the star case \(r(\theta)=1+a\cos(k\theta)\), the exact area is \(A=\pi\!\left(1+\frac{a^{2}}{2}\right)\).

N (turns)
—
Perimeter (approx)
—
Area (approx)
—
Perimeter true
—
Area true
—
Errors (|P|, |A|)
—

Notes. Circle & atlas use exact finite-step formulas (chords) and converge monotonically. Star-shape uses inscribed polygons; C-shape uses odd–even radial sweep for area (perimeter shown exact for reference).

Critical FAQ (condensed)

Q: Is GRG just numerical integration with a trick?
A: For circles with dyadic bisections steps are exact at finite \(N\) (chords & projections). The limit recovers classical values; nothing is imported.

Q: Where does \(\pi\) come from?
A: From the discrete perimeter/area growth of dyadic polygons. \(\pi\) appears as a rotational-symmetry shadow as \(N\to\infty\).

Q: Non-convex shapes “jump across the outside”.
A: We prevent that with visibility-aware schemes: (i) odd–even radial sweep; (ii) radial atlas (locally star-shaped patches with ± signs for outer components/holes).

Q: Convergence?
A: \(O(N^{-2})\) for \(C^{2}\) boundaries; \(O(N^{-1})\) near corners (mitigated via adaptive dyadics). Inscribed perimeter/area are monotone.

Q: Why is GRG pedagogically useful?
A: You can teach Euclidean geometry from bisections and chords; radians & trig tables emerge rather than being prerequisites.

Technical Appendix — Non-Convex & Complex Parametrizations

  1. Star-Check. If a center sees the whole boundary (star-shaped), sample \(\theta\) in dyadic turns and use \(r(\theta)\). Inscribed area/perimeter are monotone \(\uparrow\) with \(O(N^{-2})\).
  2. Odd–Even radial sweep. For each \(\theta_{k}\), intersect the ray with the boundary, sort radii \(r_{k,j}\), and add inside segments \([r_{k,1},\, r_{k,2}],\ [r_{k,3},\, r_{k,4}], \dots\).
  3. Radial atlas (± signs). Decompose into locally star-shaped patches; outer components \(+\), holes \(−\). Sum areas with signs and perimeters by absolute length. Same \(O(N^{-2})\) patch-wise.
  4. Robustness. \(C^{2} \Rightarrow O(N^{-2})\); corners \(\Rightarrow O(N^{-1})\) unless adaptively refined. Self-intersections: use winding rule instead of parity.

All computations use turns, chords, projections; operations are exact at finite dyadic steps for circular primitives and exact on the mesh for polygons.

Team

Roles are presented by responsibility area. Individual bios can be added later.

Team roles pictogram Minimal icons representing research, algorithms, systems, and editorial review.
Role-based structure. Short scope, clear ownership.

Leadership & Research

  • Sets the research agenda and publishes specifications with reproducible examples.
  • Maintains the “turns-first” glossary and consistency across demos and notes.
  • Approves public statements and abstracts before release.

Methods & Algorithms

  • Designs visibility-aware procedures (odd–even sweep, radial atlas with ± signs).
  • Owns convergence studies and baselines for circles, ellipses, and polygons.
  • Runs complexity/accuracy benchmarks; documents limits and mitigations.

Systems & Frontend

  • Implements interactive canvases; keeps demos accessible and performant.
  • Maintains build tooling and test fixtures for numerical correctness.
  • Coordinates localization and analytics (non-invasive, anonymized).

Editorial Review & QA

  • Checks clarity, tone, and scope; enforces the evidence-led style.
  • Validates formulas and captions (MathJax + SVG semantics and accessibility).
  • Controls versioning of figures; ensures non-repetitive hero imagery.

Collaborations

We welcome collaborations with educators and researchers. A public contact form will be added once finalized.

.
Critical FAQ

Critical FAQ

Critical FAQ — Generative Radial Geometry (GRG)

This FAQ clarifies how GRG treats circular geometry using turns (period-1 angles) and chords in a discrete, inside-out manner. Classical constants reappear as limits; they are not assumed as inputs.

What does “without π” really mean?

We do not claim a “π-less Euclidean geometry.” In GRG, π is not imported as a primitive; it emerges from a refinement process. At finite $N$, lengths and areas are computed with algebra (products and radicals) using turns and chords—no radians or pre-baked trig tables are required. In the limit, the classical constants reappear exactly.

Notation: let $s(u)$ denote the sine in turns, i.e. $s(u)=\sin(2\pi u)$. The chord corresponding to a step of $1/N$ turns on a circle of radius $R$ is

$$ s_N(R)\;=\;2R\,s\!\Bigl(\tfrac{1}{2N}\Bigr)\;=\;2R\,\sin\!\Bigl(\tfrac{\pi}{N}\Bigr). $$

Then the inscribed $N$-gon perimeter $P_N$ and area $A_N$ are

$$ P_N(R) \;=\; N\,s_N(R), \qquad A_N(R) \;=\; \frac{N}{4}\,s_N(R)\,\sqrt{\,4R^2 - s_N(R)^{2}\,}. $$

Consequently, π is determined by the limits

$$ \pi \;=\; \lim_{N\to\infty}\frac{P_N(R)}{2R} \;=\; \lim_{N\to\infty}\frac{A_N(R)}{R^{2}}. $$

Numerical sanity check (unit circle): $A_4=2.000$, $A_{12}=3.000$, $A_{128}\approx 3.1403$ — monotone convergence with error $O(N^{-2})$.

Isn’t this just numerical integration with a different skin?

  • Radial partition: pieces are internal chords/projections (not rectangular strips), naturally adapted to circular/elliptic symmetry.
  • Closed forms at finite $N$: for many $N$ (notably dyadics) you get nested radicals from geometric bisections—exact symbolic values, not only floats.
  • Monotone bounds & rate: inscribed/circumscribed constructions give clean bounds; the error decays like $O(N^{-2})$.
  • One grammar, many shapes: the same operators scale from rough to fine and extend to circles, ellipses, and spheres without changing the language.

So what is actually new?

The novelty is methodological and pedagogical: a single, discrete, inside-out grammar (turns, chords, projections) that does not import π/radians/trig as primitives, yet recovers them in the limit. Archimedean ideas are acknowledged; GRG reframes them for modern discrete computation and teaching.

Why do some diagrams mention “90°” if GRG uses turns?

Turns ($u\in[0,1)$) are the formal unit. Occasional “90°” labels are didactic visual cues for a quarter turn. All definitions and formulas are stated in turns and internal measures.

Pedagogical & computational takeaways

  • Conceptual clarity: learners see π emerge from an internal process rather than being assumed.
  • Computational simplicity: increase only $N$ to refine accuracy; same grammar from coarse to fine.
  • Extensibility: the approach transfers to ellipses and spheres with minimal changes to the operators.

Rate vs. step (dyadics)

With dyadic refinement $N=2^{b}$ (where $b$ is the number of bisections/bits), the turn step and the error scale as

$$ \Delta u \;=\; \frac{1}{N} \;=\; 2^{-b} $$
$$ \text{err}(P_N),\ \text{err}(A_N)\;=\;O\!\big((\Delta u)^2\big)\;=\;O\!\big(2^{-2b}\big). $$

Interactive: inscribed polygon and convergence

Use the slider to vary $N$ on the unit circle ($R=1$). For an inscribed $N$-gon, both $P_N$ and $A_N$ are monotone increasing and stay below the true values ($2\pi$ and $\pi$).


12
Inscribed N-gon and chord on the unit circle A circle of radius 1 with an inscribed regular polygon of N sides; a highlighted chord shows s_N.
Inscribed $N$-gon; chord $s_N=2\sin(\pi/N)$. Increase $N$ to see $P_N\!\nearrow 2\pi$ and $A_N\!\nearrow \pi$.

Computed (unit circle): $s_N=\;$—, $P_N=\;$—, $A_N=\;$—. Relative errors: $\tfrac{2\pi-P_N}{2\pi}=\;$—, $\tfrac{\pi-A_N}{\pi}=\;$—.

Dyadic refinement note: with $b\in\mathbb{N}_{\ge 0}$, $N=2^{b}$ gives especially clean nested-radical evaluations; quarter sampling uses $\Delta u=\tfrac{1}{4N}=2^{-b-2}$.

Floating metallic ring casting mismatched shadows on digital planes (perspective can mislead)

Paradigm Shift — Core Framing

GRG invites a change of lens: do not chase π; see the circle. Compute with the geometry directly (turns, dyadic refinement, additive projections). Where π appears, read it as a signature of circular symmetry — not a prerequisite for calculation.

Myths & Facts

  • Myth: “You must use π to define or measure a circle.”
    Fact: GRG generates and measures the circle via a radial sweep with additive projections. π is a shadow of circular symmetry, not the ingredient.
  • Myth: “Discrete means coarse.”
    Fact: In GRG, discrete means targeted precision. You choose the resolution appropriate to purpose; refine dyadically when needed.
  • Myth: “Turns are just degrees renamed.”
    Fact: Turns compose cleanly with dyadic refinement and quarter-turn sampling, matching how GRG computes.

Short Answers (for the critical reader)

Q1. If π shows up in unrelated places (Wallis, ζ(2), Euler), what does GRG say?

Where π appears, a circular/rotational structure is at work — sometimes implicitly. GRG computes from the cause (the circle), then reads π as the signature of that structure, not as a required input.

Q2. How does GRG handle accuracy without limits or π-digits?

By resolution. You pick dyadic refinement and recompute; the method is stable and uniform across refinements. Precision is a knob, not an infinite chase.

Q3. Why “turns” first?

Because one full rotation is 1, halves and quarters are exact dyadic fractions, and sampling on a quarter-turn aligns with GRG’s construction.

Turns & Dyadic (at a glance)

$$ b \in \mathbb{N}_{\ge 0}, \quad N = 2^{\,b}, \quad \Delta u = 2^{-\,b-2}\ \text{(quarter-turn sampling)}. $$

Increase b to double the resolution — same procedure, tighter result.

Go deeper

Perspective marker Circle and two shadows indicating change of perspective. See the Paradigm Shift

Prefer a quick recap of objections? Read the myths above, then continue with the full Critical FAQ below.

GRG — Objective Evaluation & FAQ

Generative Radial Geometry (GRG): reproducible results, comparisons with classical geometry, and clear answers to common objections.

  • Discrete-first construction
  • Product-only 2D
  • Turns (fractions of a full turn)

Principle: verifiable radial constructions

In GRG the radius is the generative object. Circumference and area emerge from radial sums over discrete turns. No claim of infallibility: for finite N the error is controlled; in the limit we recover classical values.

Ellipse — circumference error (log scale) Line chart of error vs N on a logarithmic vertical axis, using inline SVG with no external libraries.
Figure — Ellipse circumference error; expected order ≈ 2.

⬇️ CSV 🔗 Notebook

Sphere — surface area error (log scale) Line chart of error vs N on a logarithmic vertical axis for sphere area via latitude rings (midpoint).
Figure — Sphere surface area error; expected order ≈ 2.

⬇️ CSV 🔗 Notebook

Circle — exactness at finite N

For a circle of radius R, radial sums for circumference and area are (machine-)exact for any N: the integrand is constant, so rectangle/trapezoid rules reproduce the exact integral.

⬇️ Circle circumference CSV ⬇️ Area (circle/ellipse) CSV

Methods (concise, rigorous)

  • 2D area: A \approx \tfrac{1}{2}\sum \rho(\theta_k)^2\,\Delta\theta.
  • Perimeter: L \approx \sum \sqrt{\rho_k^2 + \big(\tfrac{\Delta\rho}{\Delta\theta}\big)_k^2}\,\Delta\theta.
  • Sphere: A \approx \sum 2\pi R^2 \sin(\phi_j)\,\Delta\phi (midpoint).
  • Order: O(N^{-2}) for periodic C^2 integrands (trapezoids/midpoints).
$$ \text{Turns-first:}\quad b \in \mathbb{N}_{\ge 0},\quad N = 2^{\,b},\quad \Delta u = 2^{-b-2} $$

Frequently Asked Questions

“Are you just approximating π in another way?”

Yes, but with a constructive and controlled method: some quantities (circle) are exact at finite N; for smooth periodic integrands the error decays as O(N^{-2}). π reappears as a property, not as an input.

“What is the error order?”

With the trapezoidal rule on a uniform periodic grid and a C^2 integrand, we get O(N^{-2}). See charts and CSVs.

“Does it work in 3D?”

For the sphere, midpoint latitude-ring summation converges to 4\pi R^2 with order ≈ 2. Generic surfaces require metric extensions.

“When should I avoid GRG?”

Non–star-convex shapes and complex surfaces may need multi-valued \rho(\theta) or alternative parameterizations; classical/hybrid methods can be preferable there.

“Where are the code and data?”

This demo links the CSVs of our experiments. For public replication, attach a repository (e.g., Zenodo DOI) and a notebook that regenerates all figures.

Datasets & CSVs

© Generative Radial Geometry — Demo page for objective assessment and addressing concerns.

Methods

Methods

Methods and Their Scope

Current Binary Radial Kernels

The current formulation defines regular equal sectors, local chord–tangent lengths, triangular areas, and weighted kernels. Its proofs concern those definitions.

Earlier Methods

Algorithm Specifications

A runnable method must identify initial values, refinement or direct evaluation, arithmetic format, outputs, and stopping conditions. A geometry identity alone is not a runtime benchmark.

Extensions

Adaptive sampling, general curves, multiple seeds, and three-dimensional constructions require their own definitions and validation. No error order or performance advantage is transferred automatically from the regular-circle proof.