Nasir Ahmed (born 1940) is an American electrical engineer and computer scientist. He is
Professor Emeritus
''Emeritus/Emerita'' () is an honorary title granted to someone who retirement, retires from a position of distinction, most commonly an academic faculty position, but is allowed to continue using the previous title, as in "professor emeritus".
...
of Electrical and Computer Engineering at
University of New Mexico
The University of New Mexico (UNM; ) is a public research university in Albuquerque, New Mexico, United States. Founded in 1889 by the New Mexico Territorial Legislature, it is the state's second oldest university, a flagship university in th ...
(UNM). He is best known for inventing the
discrete cosine transform
A discrete cosine transform (DCT) expresses a finite sequence of data points in terms of a sum of cosine functions oscillating at different frequency, frequencies. The DCT, first proposed by Nasir Ahmed (engineer), Nasir Ahmed in 1972, is a widely ...
(DCT) in the early 1970s. The DCT is the most widely used
data compression
In information theory, data compression, source coding, or bit-rate reduction is the process of encoding information using fewer bits than the original representation. Any particular compression is either lossy or lossless. Lossless compressi ...
transformation, the basis for most
digital media
In mass communication, digital media is any media (communication), communication media that operates in conjunction with various encoded machine-readable data formats. Digital content can be created, viewed, distributed, modified, listened to, an ...
standards (
image
An image or picture is a visual representation. An image can be Two-dimensional space, two-dimensional, such as a drawing, painting, or photograph, or Three-dimensional space, three-dimensional, such as a carving or sculpture. Images may be di ...
,
video
Video is an Electronics, electronic medium for the recording, copying, playback, broadcasting, and display of moving picture, moving image, visual Media (communication), media. Video was first developed for mechanical television systems, whi ...
and
audio
Audio most commonly refers to sound, as it is transmitted in signal form. It may also refer to:
Sound
*Audio signal, an electrical representation of sound
*Audio frequency, a frequency in the audio spectrum
*Digital audio, representation of sound ...
) and commonly used in
digital signal processing
Digital signal processing (DSP) is the use of digital processing, such as by computers or more specialized digital signal processors, to perform a wide variety of signal processing operations. The digital signals processed in this manner are a ...
. He also described the
discrete sine transform
In mathematics, the discrete sine transform (DST) is a Fourier-related transform similar to the discrete Fourier transform (DFT), but using a purely real matrix. It is equivalent to the imaginary parts of a DFT of roughly twice the length, operati ...
(DST), which is related to the DCT.
Discrete cosine transform (DCT)
The discrete cosine transform (DCT) is a
lossy compression
In information technology, lossy compression or irreversible compression is the class of data compression methods that uses inexact approximations and partial data discarding to represent the content. These techniques are used to reduce data size ...
algorithm that was first conceived by Ahmed while working at the
Kansas State University
Kansas State University (KSU, Kansas State, or K-State) is a public university, public Land-grant university, land-grant research university with its main campus in Manhattan, Kansas, United States. It was opened as the state's land-grant coll ...
, and he proposed the technique to the
National Science Foundation
The U.S. National Science Foundation (NSF) is an Independent agencies of the United States government#Examples of independent agencies, independent agency of the Federal government of the United States, United States federal government that su ...
in 1972. He originally intended the DCT for
image compression
Image compression is a type of data compression applied to digital images, to reduce their cost for computer data storage, storage or data transmission, transmission. Algorithms may take advantage of visual perception and the statistical properti ...
.
Ahmed developed a working DCT
algorithm
In mathematics and computer science, an algorithm () is a finite sequence of Rigour#Mathematics, mathematically rigorous instructions, typically used to solve a class of specific Computational problem, problems or to perform a computation. Algo ...
with his PhD student T. Natarajan and friend
K. R. Rao
Kamisetty Ramamohan Rao (19312021) was an Indian-American electrical engineer. He was a professor of Electrical Engineering at the University of Texas at Arlington (UT Arlington). Academically known as K. R. Rao, he is credited with the co-inven ...
in 1973,
and they presented their results in a January 1974 paper.
It described what is now called the type-II DCT (DCT-II),
as well as its inverse, the type-III DCT (a.k.a. IDCT).
Ahmed was the leading author of the benchmark publication, ''Discrete Cosine Transform'' (with T. Natarajan and K. R. Rao),
which has been cited as a fundamental development in many works since its publication. The basic research work and events that led to the development of the DCT were summarized in a later publication by Ahmed entitled "How I came up with the Discrete Cosine Transform".
The DCT is widely used for digital
image compression
Image compression is a type of data compression applied to digital images, to reduce their cost for computer data storage, storage or data transmission, transmission. Algorithms may take advantage of visual perception and the statistical properti ...
. It is a core component of the 1992
JPEG
JPEG ( , short for Joint Photographic Experts Group and sometimes retroactively referred to as JPEG 1) is a commonly used method of lossy compression for digital images, particularly for those images produced by digital photography. The degr ...
image compression technology developed by the
JPEG Experts Group working group and standardized jointly by the
ITU
The International Telecommunication Union (ITU)In the other common languages of the ITU:
*
* is a specialized agency of the United Nations responsible for many matters related to information and communication technologies. It was established ...
,
ISO
The International Organization for Standardization (ISO ; ; ) is an independent, non-governmental, international standard development organization composed of representatives from the national standards organizations of member countries.
Me ...
and
IEC
The International Electrotechnical Commission (IEC; ) is an international standards organization that prepares and publishes international standards for all electrical, electronic and related technologies. IEC standards cover a vast range of ...
. A tutorial discussion of how it is used to achieve digital ''video'' compression in various international standards defined by
ITU
The International Telecommunication Union (ITU)In the other common languages of the ITU:
*
* is a specialized agency of the United Nations responsible for many matters related to information and communication technologies. It was established ...
and
MPEG
The Moving Picture Experts Group (MPEG) is an alliance of working groups established jointly by International Organization for Standardization, ISO and International Electrotechnical Commission, IEC that sets standards for media coding, includ ...
(Moving Picture Experts Group) is available in a paper by K. R. Rao and J. J. Hwang which was published in 1996, and an overview was presented in two 2006 publications by
Yao Wang. The image and video compression properties of the DCT resulted in its being an integral component of the following widely used international standard technologies:
The form of DCT used in signal compression applications is sometimes referred to as ''DCT-2'' in the context of a family of discrete cosine transforms, or as ''
DCT-II''.
More recent standards have used integer-based transforms that have similar properties to the DCT but are explicitly based on integer processing rather than being defined by trigonometric functions. As a result of these transforms having similar symmetry properties to the DCT and being, to some degree, approximations of the DCT, they have sometimes been called "integer DCT" transforms. Such transforms are used for video compression in the following technologies pertaining to more recent standards. The "integer DCT" designs are conceptually similar to the conventional DCT but are simplified to provide exactly specified decoding with reduced
computational complexity
In computer science, the computational complexity or simply complexity of an algorithm is the amount of resources required to run it. Particular focus is given to computation time (generally measured by the number of needed elementary operations ...
.
A DCT variant, the
modified discrete cosine transform
The modified discrete cosine transform (MDCT) is a transform based on the type-IV discrete cosine transform (DCT-IV), with the additional property of being lapped: it is designed to be performed on consecutive blocks of a larger dataset, where s ...
(MDCT), is used in modern
audio compression formats such as
MP3
MP3 (formally MPEG-1 Audio Layer III or MPEG-2 Audio Layer III) is a coding format for digital audio developed largely by the Fraunhofer Society in Germany under the lead of Karlheinz Brandenburg. It was designed to greatly reduce the amount ...
,
Advanced Audio Coding
Advanced Audio Coding (AAC) is an audio coding standard for lossy digital audio compression. It was developed by Dolby, AT&T, Fraunhofer and Sony, originally as part of the MPEG-2 specification but later improved under MPEG-4.ISO (2006ISO/ ...
(AAC), and
Vorbis
Vorbis is a free and open-source software project headed by the Xiph.Org Foundation. The project produces an audio coding format and software reference encoder/decoder ( codec) for lossy audio compression, libvorbis. Vorbis is most comm ...
(OGG).
The
discrete sine transform
In mathematics, the discrete sine transform (DST) is a Fourier-related transform similar to the discrete Fourier transform (DFT), but using a purely real matrix. It is equivalent to the imaginary parts of a DFT of roughly twice the length, operati ...
(DST) is derived from the DCT, by replacing the
Neumann condition at ''x=0'' with a
Dirichlet condition.
The DST was described in the 1974 paper by Ahmed, Natarajan and Rao.
Ahmed later was involved in the development a DCT
lossless compression
Lossless compression is a class of data compression that allows the original data to be perfectly reconstructed from the compressed data with no loss of information. Lossless compression is possible because most real-world data exhibits statisti ...
algorithm with Giridhar Mandyam and Neeraj Magotra at the
University of New Mexico
The University of New Mexico (UNM; ) is a public research university in Albuquerque, New Mexico, United States. Founded in 1889 by the New Mexico Territorial Legislature, it is the state's second oldest university, a flagship university in th ...
in 1995. This allows the DCT technique to be used for
lossless compression
Lossless compression is a class of data compression that allows the original data to be perfectly reconstructed from the compressed data with no loss of information. Lossless compression is possible because most real-world data exhibits statisti ...
of images. It is a modification of the original DCT algorithm, and incorporates elements of inverse DCT and
delta modulation
Delta modulation (DM, ΔM, or Δ-modulation) is an analog-to-digital and digital-to-analog signal conversion technique used for transmission of voice information where quality is not of primary importance. DM is the simplest form of differential ...
. It is a more effective lossless compression algorithm than
entropy coding
In information theory, an entropy coding (or entropy encoding) is any lossless data compression method that attempts to approach the lower bound declared by Shannon's source coding theorem, which states that any lossless data compression method ...
.
Background
* Alumnus of the
Bishop Cotton Boys' School
Bishop Cotton Boys' School is an all-boys school for boarders and day scholars in Bengaluru, India, founded in the memory of Bishop George Edward Lynch Cotton, Bishop of Calcutta.
The school is bordered by Residency Road, St Mark's Road, L ...
; received his B.S. degree in Electrical Engineering from the
University of Visvesvaraya College of Engineering
UVCE (University of Visvesvaraya College of Engineering) is a premier public university under the Govt of Karnataka, at Bangalore. The Government of Karnataka, Govt of Karnataka has declared it as an Institution of State Eminence for its contri ...
,
Bangalore
Bengaluru, also known as Bangalore (List of renamed places in India#Karnataka, its official name until 1 November 2014), is the Capital city, capital and largest city of the southern States and union territories of India, Indian state of Kar ...
in 1961;
* Received his M.S. and Ph.D. degrees in Electrical and Computer Engineering from the
University of New Mexico
The University of New Mexico (UNM; ) is a public research university in Albuquerque, New Mexico, United States. Founded in 1889 by the New Mexico Territorial Legislature, it is the state's second oldest university, a flagship university in th ...
in 1963 and 1966, respectively. His doctoral dissertation adviser was Shlomo Karni;
* Principal Research Engineer,
Honeywell
Honeywell International Inc. is an American publicly traded, multinational conglomerate corporation headquartered in Charlotte, North Carolina. It primarily operates in four areas of business: aerospace, building automation, industrial automa ...
, St. Paul, Minnesota from 1966–68;
* Professor, Electrical and Computer Engineering Department,
Kansas State University
Kansas State University (KSU, Kansas State, or K-State) is a public university, public Land-grant university, land-grant research university with its main campus in Manhattan, Kansas, United States. It was opened as the state's land-grant coll ...
, 1968–83;
* 1983-2001:
University of New Mexico
The University of New Mexico (UNM; ) is a public research university in Albuquerque, New Mexico, United States. Founded in 1889 by the New Mexico Territorial Legislature, it is the state's second oldest university, a flagship university in th ...
—Presidential Professor of Electrical and Computer Engineering, 1983–89; Chair, Department of Electrical and Computer Engineering, 1989–94; Dean of Engineering, 1994–96; Associate Provost for Research and Dean of Graduate Studies, 1996–2001;
* Consultant,
Sandia National Laboratories
Sandia National Laboratories (SNL), also known as Sandia, is one of three research and development laboratories of the United States Department of Energy's National Nuclear Security Administration (NNSA). Headquartered in Kirtland Air Force B ...
, Albuquerque, New Mexico, 1976–90.
* Married to Esther Parente-Ahmed. Son, Michael Ahmed Parente.
Books
*
*
Popular culture
In
season 5, episode 8 of NBC's ''
This Is Us
''This Is Us'' is an American drama television series created by Dan Fogelman that aired on NBC from September 20, 2016, to May 24, 2022. The series follows the lives and families of two parents and their three children in several different ti ...
'', Ahmed's story was told to highlight the importance of image and video transmission over the Internet in modern society, particularly during the
COVID-19 pandemic
The COVID-19 pandemic (also known as the coronavirus pandemic and COVID pandemic), caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), began with an disease outbreak, outbreak of COVID-19 in Wuhan, China, in December ...
. The episode ends with a picture of Ahmed and his wife, along with captions explaining the importance of his work, and that producers spoke to the couple over video chat to understand their story and incorporate it into the episode.
References
External links
*
* IEEE Fellow in 1985, "for his contributions to engineering education and to digital signal processing"
* Distinguished Engineering Alumnus Award,
University of New Mexico
The University of New Mexico (UNM; ) is a public research university in Albuquerque, New Mexico, United States. Founded in 1889 by the New Mexico Territorial Legislature, it is the state's second oldest university, a flagship university in th ...
, 200
* Distinguished Graduate Faculty Member Award,
Kansas State University
Kansas State University (KSU, Kansas State, or K-State) is a public university, public Land-grant university, land-grant research university with its main campus in Manhattan, Kansas, United States. It was opened as the state's land-grant coll ...
, 1982-8
{{DEFAULTSORT:Ahmed, N.
1940 births
20th-century American inventors
American electrical engineers
American information theorists
Bishop Cotton Boys' School alumni
Fellows of the IEEE
Indian computer scientists
Indian electrical engineers
Indian electronics engineers
Indian emigrants to the United States
21st-century Indian inventors
Internet pioneers
Data compression researchers
Living people
University of New Mexico alumni
University of New Mexico faculty
University Visvesvaraya College of Engineering alumni