Advanced Fourier Convolution Calculator

Analyze sequence products with accurate padding controls. View indexed outputs, theorem checks, and precision settings. Download clean reports for study, teaching, and signal analysis.

Fourier Convolution Calculator Form

Enter real values separated by commas, spaces, or new lines.
Use finite discrete sequences for direct and theorem checks.
Used only for circular convolution. Choose N at least as large as the longer sequence.
Scaled position equals index multiplied by this interval.
Applied to linear modes for output indexing.
Pair this with the first start index for shifted sequences.
Controls the displayed rounding in tables and summary metrics.

Example Data Table

This worked example uses A = [1, 2, 3, 4] and B = [2, -1, 0.5] in full linear mode.

Sample n y[n] Interpretation
02First overlap contains only the leading terms.
13Two products contribute to the running total.
24.5All three filter values now overlap the sequence.
36Central overlap usually carries the largest combined weight.
4-2.5Trailing overlap begins to shrink near the boundary.
52Only the last pair of samples remains active.

Formula Used

Linear convolution: y[n] = Σ x[k] · h[n - k]. Each output sample sums every valid product between the two sequences at shift n.

Circular convolution: yN[n] = Σ x[k] · h[(n - k) mod N]. The modulo wraps indices onto a period of length N.

Fourier convolution theorem: Y[m] = X[m]H[m], then y[n] = IDFT{Y[m]}. Zero-padding to the full linear length prevents aliasing for linear mode.

Same mode: this page centers the full convolution and returns a result with the same length as Sequence A.

Valid mode: this page returns only the shifts where the shorter sequence fully overlaps the longer one.

How to Use This Calculator

  1. Enter both discrete sequences using commas, spaces, or line breaks.
  2. Choose full, same, valid, or circular convolution mode.
  3. Set circular length N only when circular mode is selected.
  4. Provide the sample interval for scaled output positions.
  5. Add start indices when your sequences begin away from zero.
  6. Choose display precision and press Submit.
  7. Review the result card above the form for metrics and the output table.
  8. Use the CSV or PDF buttons to export the generated report.

Frequently Asked Questions

1. What does this calculator compute?

It computes discrete convolution between two real-valued sequences. You can evaluate full, same, valid, or circular outputs and inspect indexed results, energy, sums, and Fourier-theorem verification.

2. Why is Fourier convolution useful?

The Fourier theorem turns convolution into pointwise multiplication in the frequency domain. That viewpoint is important in signal analysis, filtering, spectral methods, and algorithm design.

3. What is the difference between full, same, and valid?

Full returns every possible overlap. Same returns a centered result with Sequence A’s length. Valid returns only positions where the shorter sequence overlaps completely.

4. When should I use circular convolution?

Use circular convolution for periodic sequences, block processing, and discrete transform applications. Pick a length N that matches the intended period or transform size.

5. Why do start indices matter?

Start indices let you model sequences that begin at nonzero sample numbers. They shift the reported output indices so your result lines up with textbook notation.

6. Why can the theorem check be skipped?

A direct DFT check is computationally heavier for long sequences. The page still computes the primary convolution, but it may skip the verification step to keep reporting responsive.

7. Does the calculator support complex sequences?

This version focuses on real-valued samples for clean input and output tables. Complex support can be added later by splitting real and imaginary components.

8. What do the CSV and PDF exports contain?

They contain the visible result table with sample index, scaled position, and convolution value. This makes it easy to archive, share, or reuse the computed sequence.

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Important Note: All the Calculators listed in this site are for educational purpose only and we do not guarentee the accuracy of results. Please do consult with other sources as well.