Linear and Bilinear Interpolation Calculator

Estimate unknown values between known data points using linear interpolation or bilinear interpolation on a rectangle.

Numerical MethodsEngineering MathInterpolation

Calculate

Mode
x to estimate

Linear mode uses x0,y0,x1,y1. Bilinear mode uses x0,x1,y0,y1,Q11,Q21,Q12,Q22 and x,y.

x0
f(x0) or y0
x1
f(x1) or y1
y coordinate for bilinear
Q11, Q21, Q12, Q22
Please enter valid values.

What this calculator teaches

Interpolation estimates a value inside known data, not beyond it. Linear interpolation works along one dimension. Bilinear interpolation extends the idea to a rectangle in two dimensions.

Engineering tables, thermodynamics charts, maps, images, and sensor grids often require interpolation.

Formula & Symbols

ConceptFormulaMeaning
Linear interpolationy = y0 + (x-x0)(y1-y0)/(x1-x0)Estimate between two known points.
Bilinear interpolationweighted average of four cornersInterpolate in x, then y, or use area weights.

Step-by-Step Examples

Example 1
Linear interpolation
  • Known points are (2,10) and (6,18).
  • x=4 is halfway between 2 and 6.
  • The y-value is halfway between 10 and 18.
โœ“ Interpolated y = 14.

Where students use this

๐ŸŽ“
High school and college
Use the tool to check homework and understand each step.
๐Ÿ“Š
Data and modeling
Connect formulas to tables, graphs, and real values.
๐Ÿงช
Science and engineering
Use math results inside physics, chemistry, and engineering problems.
๐Ÿ’ป
Computer science
Apply the same logic to algorithms, systems, and numerical work.

Common Mistakes to Avoid

โš ๏ธ
Extrapolating without noticing

Interpolation is inside the known interval. Outside is extrapolation and is less reliable.

โš ๏ธ
Swapping corner values

For bilinear interpolation, keep Q11, Q21, Q12, Q22 tied to their corners.

โš ๏ธ
Using unequal spacing incorrectly

The formula handles unequal spacing, but the coordinates must be correct.

Frequently Asked Questions

What is interpolation? โ–พ
It is estimating a value between known data points.
What is bilinear interpolation? โ–พ
It estimates a value inside a rectangle using four surrounding corner values.
Is interpolation exact? โ–พ
It is exact only if the real relationship is linear in that region.
Can I use it outside the data range? โ–พ
That becomes extrapolation and should be treated carefully.

Related Math Calculators

Formula Explorer connections

Interpretation: This method approximates a mathematical solution through iteration, discretization, interpolation or numerical quadrature. Assumption: Accuracy depends on step size, initial guesses, smoothness, conditioning and stopping criteria. Compare error and convergence rather than trusting a single approximation.

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