Wednesday, February 4, 2026

FFT: The 60-12 months Outdated Algorithm Underlying Right now’s Tech

CT scanning, streaming movies, and sending pictures over the Web wouldn’t be attainable with out the Quick Fourier remodel. Generally often known as FFT, the pc algorithm designed by researchers at Princeton College and IBM is present in nearly each digital gadget, in keeping with an entry within the Engineering and Expertise Historical past Wiki.

Demonstrated for the primary time in 1964 by IEEE Fellows John Tukey and James W. Cooley, the algorithm breaks down a sign—a sequence of values over time—and converts it into frequencies. FFT was 100 occasions quicker than the present discrete Fourier remodel. The DFT additionally requires extra reminiscence than the FFT as a result of it saves intermediate outcomes whereas processing.

The FFT has turn out to be an essential device for manipulating and analyzing indicators in lots of areas together with audio processing, telecommunications, digital broadcasting, and picture evaluation. It helps filter, compress, remove noise from, and in any other case modify indicators.

The 60-year-old ubiquitous laptop code additionally has functions in right this moment’s cutting-edge applied sciences akin to AI, quantum computing, self-driving vehicles, and 5G communication methods.

The FFT was commemorated with an IEEE Milestone throughout a ceremony held in Could at Princeton College.

“The Cooley-Tukey algorithm considerably accelerated the calculation of DFTs,” 2024 IEEE President Tom Coughlin stated on the ceremony. “Prior strategies required considerably extra computations, making FFT a revolutionary breakthrough. By leveraging algebraic properties and periodicities, the FFT decreased the variety of the operations, making it significantly and virtually possible for on a regular basis duties, changing the much less environment friendly analog strategies.”

A brand new mathematical device

In 1963 Tukey, a professor of arithmetic and statistics at Princeton, participated in a gathering of U.S. President John F. Kennedy’s Science Advisory Committee to debate methods to detect underground nuclear checks, in keeping with the ETHW entry.

Additionally attending that assembly was Richard Garwin, a physicist and engineer at IBM who performed a key function in designing the primary hydrogen bomb. He died in Could. Examine his fascinating life on this month’s In Memoriam.

Tukey instructed Garwin he was engaged on dashing up the computation of an current methodology—the Fourier remodel—considering it would assist with the detection. His algorithm mathematically transformed a sign from its unique area, akin to time or house, to a frequency area.

Garwin acknowledged its potential and requested IBM to pick a mathematical analyst to collaborate with Tukey. That individual was Cooley, a analysis workers member engaged on numerical evaluation and computation initiatives.

If the Fourier remodel could possibly be made quicker, Garwin stated, seismometers could possibly be planted within the floor in nations surrounding the Soviet Union to detect nuclear explosions from atomic bomb checks, as a result of the Soviets wouldn’t permit on-site checks, in keeping with Cooley’s oral historical past within the Engineering and Expertise Historical past Wiki. A seismometer measures floor vibrations, that are transformed into electrical indicators and recorded as seismograms.

To design sensors for underground nuclear checks, nevertheless, “you would need to course of all of the seismic indicators, and a big a part of the processing could possibly be performed by Fourier transforms,” Cooley stated in his oral historical past. However “the computing energy on the time was not sufficient to course of all the indicators you’d want to do that.”

The FFT might calculate a seismic sensor’s frequency and produce pictures, IEEE Life Fellow Harold S. Stone stated on the Milestone occasion. He’s an picture processing researcher and Fellow emeritus on the NEC Laboratories America, in Princeton, and a former IBM researcher.

Tukey and Cooley led the staff that wrote the pc code that demonstrated the FFT’s energy.

“The demonstration of the Coley-Tukey algorithm confirmed that it was 100 occasions quicker,” Stone stated. “It was so quick that it might sustain with the seismic information.”

Sensors utilizing the algorithm had been planted, they usually detected nuclear explosions inside a 15-kilometer radius from the place they had been detonated, in keeping with the ETHW entry.

“By leveraging algebraic properties and periodicities, the FFT decreased the variety of the operations, making it significantly and virtually possible for on a regular basis duties, changing the much less environment friendly analog strategies.” —2024 IEEE President Tom Coughlin

In 1965 Cooley and Tukey printed “An Algorithm for the Machine Calculation of Complicated Fourier Sequence,” describing the FFT course of. The seminal paper spurred growth of digital sign processing applied sciences.

For his work, Tukey was awarded a U.S. Nationwide Medal of Science in 1973. He additionally obtained the 1982 IEEE Medal of Honor for “contributions to the spectral evaluation of random processes and the quick Fourier remodel algorithm.”

Cooley, who obtained the 2002 IEEE Kilby Sign Processing Medal for pioneering the FFT, was a number one determine within the subject of digital sign processing. By his involvement with the IEEE Digital Sign Processing Committee (right this moment often known as the IEEE Sign Processing Society), he helped set up terminology and urged analysis instructions.

Though not one of many inventors, Garwin is credited with recognizing that the algorithm had wider functions, particularly in scientific and engineering fields.

“In right this moment’s lingo, Garwin helped the FFT ‘go viral’ by getting Cooley and Tukey collectively,” Stone stated.

“Garwin and Tukey sought higher data to forestall and stop wars,” added Frank Anscombe, Tukey’s nephew. “The Cooley-Tukey FFT swiftly superior this trigger by giving a sensible, simplifying answer for wavy information. Because of the FFT, a technological rubicon started to be crossed: analog-to-digital machines.”

A spirit of collaboration between academia and business

Like so many inventions, the FFT got here out of a collaboration between business and academia, and it needs to be acknowledged for that, IEEE Fellow Andrea Goldsmith stated on the ceremony. She defined that she recurrently works with FFT in her analysis initiatives. On the time of the occasion, she was Princeton’s dean of engineering and utilized sciences. This month she began her new place as president of Stony Brook College, in New York.

“Taking the concepts we now have from primary analysis in our college labs, speaking to individuals in business, and understanding how the analysis issues we work on can profit business both tomorrow or in 5 years or 20 years from now, is extremely essential,” she stated. “Some individuals consider engineering as boring and dry and one thing that solely nerds do, however there may be such magnificence and creativity in a number of the improvements that we now have developed, and I feel the FFT is an ideal instance of that.”

The FFT joins greater than 270 different IEEE Milestones. They’re greater than a marker of accomplishment, stated IEEE Life Senior Member Bala S. Prasanna, director of IEEE Area 1.

“They’re a testomony to human ingenuity, perseverance, and the spirit of collaboration,” Prasanna stated. “These Milestones had been extra than simply breakthroughs; they grew to become catalysts for innovation, enabling progress in methods as soon as thought unimaginable. Every one ensures that the story behind these improvements is preserved, not simply as historical past however as inspiration for future generations.”

One other ceremony was held on 11 June on the IBM Watson Analysis Middle.

Milestone plaques recognizing the FFT are on show within the foyer of Princeton’s Faculty of Engineering and Utilized Science and in the principle foyer on the entrance of the IBM analysis heart.

They learn:

“In 1964 a pc program implementing a extremely environment friendly Fourier evaluation algorithm was demonstrated at IBM Analysis. Collectively developed by Princeton College and IBM collaborators, the Cooley-Tukey approach calculated discrete Fourier transforms orders of magnitude quicker than had been beforehand demonstrated. Often called the Quick Fourier Rework (FFT), its velocity impacted quite a few functions together with computerized tomography, audio and video compression, sign processing, and real-time information streaming.”

Administered by the IEEE Historical past Middle and supported by donors, the Milestone program acknowledges excellent technical developments world wide. The IEEE Princeton Central Jersey Part sponsored the nomination.

From Your Website Articles

Associated Articles Across the Internet

Related Articles

LEAVE A REPLY

Please enter your comment!
Please enter your name here

Latest Articles