Cubic Spline Interpolation Calculator

C² smooth interpolation

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About Cubic Spline Interpolation Calculator

A cubic spline interpolation calculator. Fits piecewise cubic polynomials through data points with continuous 1st and 2nd derivatives (C² smoothness). Natural spline boundary. Shows coefficients for each segment. Evaluate at any x. All calculations are client-side. Essential for smooth data fitting.

Cubic Spline Interpolation Calculator Features

  • Natural spline
  • C² smooth
  • Coefficients
  • Evaluate
  • Data input
Cubic spline: piecewise cubic S(x) = aᵢ + bᵢ(x−xᵢ) + cᵢ(x−xᵢ)² + dᵢ(x−xᵢ)³ on each interval. Conditions: interpolation (S(xᵢ)=yᵢ), C¹ (S' continuous), C² (S'' continuous). Natural: S''(x₀)=S''(xₙ)=0.

How to Use

Enter data:

  • Points: (x₀,y₀), ...
  • Evaluate: x value
  • Output: S(x) + coefficients

vs Polynomial

Polynomial interpolation through n points uses degree n−1 → Runge oscillations. Splines use degree 3 everywhere → no oscillations, guaranteed smooth. Industry standard for curves.

Boundary Types

  • Natural: S''=0 at endpoints
  • Clamped: S'=given at endpoints
  • Not-a-knot: S''' continuous at 2nd/penultimate points

Step-by-Step Instructions

  1. 1Enter data points.
  2. 2View spline coefficients.
  3. 3Enter x to evaluate.
  4. 4Get smooth interpolation.
  5. 5Compare segments.

Cubic Spline Interpolation Calculator — Frequently Asked Questions

Why cubic and not quadratic or quartic?+

Cubic is the minimum degree providing C² smoothness (continuous curvature). Quadratic gives only C¹. Quartic adds cost without much benefit. Cubic is the sweet spot of smoothness vs complexity.

What makes splines better than polynomial interpolation?+

No Runge phenomenon: splines stay well-behaved between points. Local control: changing one point only affects nearby segments. Guaranteed C² smoothness even with many points.

Where are cubic splines used?+

Computer graphics (Bézier curves are related), CAD/CAM, financial yield curves, weather data interpolation, font rendering, animation paths. Any application needing smooth curves through data.

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