Research and learning

2006

FFT Counts: Savings Under a Stated Model

Use a NAIST handout’s table to distinguish counted arithmetic from system performance, then calculate an original power-of-two example with the model explicit.

Original three-panel learning illustration: FFT Counts: Savings Under a Stated Model
16,129
Calculated original conventional count at N=128
448
Calculated original FFT-model count at N=128

The short answer

A count of arithmetic operations is a model of work. It becomes a performance claim only after the relevant implementation and measurement assumptions are supplied.

Original record and worked example

One historical row and one original calculation

Counts follow the handout’s multiplication model.

The comparison does not convert operations into time or combine unlike resource columns.
InputConventional / FFT countSaving from conventional count
Reported N=643,969 /19295.2% displayed
Original N=12816,129 /44897.22% calculated

Chronology

A timeline of the turning points

  1. Research reference

    Handout cites joint Anwar–Yamamoto RWS work.

  2. Original calculation

    N=128 is a new worked input, not a reported experiment.

Follow the column that is actually being compared

The handout compares CI generating/spreading with an FFT-based design. Its multiplication column uses C(N)=(N−1)² and F(N)=N log2(N)/2. At N=64 it lists 3,969 versus 192 multiplications.

These are the table’s counting conventions. They are not CPU cycles, elapsed seconds, battery lifetime or a complete communications standard. The other table columns address other resources; combining them without a common unit would create a meaningless total.

Sources for this section: [1]

An original power-of-two input

Let N=128 and apply the stated count model. Calculate C, F and the fractional saving (C−F)/C. Round the percentage only after calculating the ratio. Then state which new evidence would be needed to replace the phrase fewer counted multiplications with faster execution.

Use log2(128)=7. This exercise deliberately grants the model and its counting convention; it does not derive the cost of every possible FFT implementation.

Sources for this section: [1]

Reference answer

C=127²=16,129. F=128×7/2=448. The saving is 15,681/16,129, approximately 97.22%. The denominator is the conventional count, not the new count. Using the new count would answer a different ratio question.

For comparison, the table’s N=64 values give about 95.16%, which rounds to 95.2% as displayed. The original 128-input result is calculated from the formulas; it is not another measured row recovered from the handout.

Execution time would additionally depend on the implementation, hardware, data movement and what operations the count includes. A lower count under this model does not by itself establish lower reception error, higher throughput or less energy use in a deployed network.

Sources for this section: [1]

Keep credit and scope attached to the record

The source identifies a particular research comparison and a joint conference reference. It is not a record establishing one person as inventor of all technology inside a cellular generation. The biography discusses that separate attribution problem with a dated interview.

No standard, full conference paper or radio experiment is claimed as read or reproduced. The handout’s multiplication column is enough to support this specific learning task; it is not permission to invent claims about every other performance metric.

Sources for this section: [1] · [3]

Continue the chronology

Biography context

Explore Japan through connected lives

Connected biographies

A career behind the record

Quick answers

Common questions

Can the resource columns simply be added?
No. Operations and storage quantities are different measures; any combined cost needs an explicit model.
Is the original N=128 row an experimental observation?
No. It is a new calculation from the stated formulas.

Primary and institutional sources

How this history was checked

Selected original records support the historical discussion. Worked examples are original and explicitly bounded; they are not reconstructed experiments. This article was reviewed on 31 October 2026.

  1. Khoirul Anwar / NAIST Communications Laboratory seminar, February 2006 archiveA Fast Computation without Divisions for Combiners in Carrier Interferometry OFDM System
  2. Khoirul Anwar / JAIST personal archiveKhoirul Anwar: CV
  3. Rachmatunnisa / detikInet, 17 March 2016Khoirul Anwar clarifies the “inventor of 4G LTE” claim