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Pulse-code modulation



 
 
Pulse-code modulation (PCM) is a digital
Digital

A digital system uses discrete values, usually but not always symbolized numerically to represent information for input, processing, transmission, storage, etc....
 representation of an analog signal where the magnitude of the signal is sampled
Sampling (signal processing)

In signal processing, sampling is the reduction of a continuous signal to a discrete signal. A common example is the conversion of a sound wave to a sequence of sample ....
 regularly at uniform intervals, then quantized
Quantization (signal processing)

In digital signal processing, quantization is the process of approximating a continuous range of values by a relatively small set of discrete symbols or integer values....
 to a series of symbols in a numeric (usually binary) code. PCM has been used in digital telephone
Telephone

The telephone is a telecommunications device that is used to transmitter and receive electronically or digitally encoded sound between two or more people conversing....
 systems and 1980s-era electronic musical keyboards
Electronic keyboard

An electronic keyboard or digital keyboard is a type of keyboard instrument. Its sound is generated or amplified by one or more electronic devices....
. It is also the standard form for digital audio
Digital audio

Digital audio uses digital signals for sound reproduction. This includes Analog-to-digital converter, Digital-to-analog converter, storage, and transmission....
 in computer
Computer

A computer is a machine that manipulates Data according to a list of Code .The first devices that resemble modern computers date to the mid-20th century , although the computer concept and various machines similar to computers existed earlier....
s and the compact disc
Compact Disc

A Compact Disc is an optical disc used to store Data , originally developed for storing digital audio. The CD, available on the market since October 1982, remains the standard physical medium for sale of commercial Sound recording and reproduction to the present day....
 "red book"
Red Book (audio CD standard)

Red Book is the standardization for audio Compact Disc . It is named after one of a set of Rainbow Books that contain the Specification for all CD and CD-ROM formats....
 format. It is also standard in digital video
Digital video

Digital video is a type of video recording system that works by using a digital rather than an analog signal video signal.The terms camera, video camera, and camcorder are used interchangeably in this article....
, for example, using ITU-R
ITU-R

The ITU Radiocommunication Sector is one of the three sectors of the International Telecommunication Union and is responsible for radio communication....
 BT.601.






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Pulse-code modulation (PCM) is a digital
Digital

A digital system uses discrete values, usually but not always symbolized numerically to represent information for input, processing, transmission, storage, etc....
 representation of an analog signal where the magnitude of the signal is sampled
Sampling (signal processing)

In signal processing, sampling is the reduction of a continuous signal to a discrete signal. A common example is the conversion of a sound wave to a sequence of sample ....
 regularly at uniform intervals, then quantized
Quantization (signal processing)

In digital signal processing, quantization is the process of approximating a continuous range of values by a relatively small set of discrete symbols or integer values....
 to a series of symbols in a numeric (usually binary) code. PCM has been used in digital telephone
Telephone

The telephone is a telecommunications device that is used to transmitter and receive electronically or digitally encoded sound between two or more people conversing....
 systems and 1980s-era electronic musical keyboards
Electronic keyboard

An electronic keyboard or digital keyboard is a type of keyboard instrument. Its sound is generated or amplified by one or more electronic devices....
. It is also the standard form for digital audio
Digital audio

Digital audio uses digital signals for sound reproduction. This includes Analog-to-digital converter, Digital-to-analog converter, storage, and transmission....
 in computer
Computer

A computer is a machine that manipulates Data according to a list of Code .The first devices that resemble modern computers date to the mid-20th century , although the computer concept and various machines similar to computers existed earlier....
s and the compact disc
Compact Disc

A Compact Disc is an optical disc used to store Data , originally developed for storing digital audio. The CD, available on the market since October 1982, remains the standard physical medium for sale of commercial Sound recording and reproduction to the present day....
 "red book"
Red Book (audio CD standard)

Red Book is the standardization for audio Compact Disc . It is named after one of a set of Rainbow Books that contain the Specification for all CD and CD-ROM formats....
 format. It is also standard in digital video
Digital video

Digital video is a type of video recording system that works by using a digital rather than an analog signal video signal.The terms camera, video camera, and camcorder are used interchangeably in this article....
, for example, using ITU-R
ITU-R

The ITU Radiocommunication Sector is one of the three sectors of the International Telecommunication Union and is responsible for radio communication....
 BT.601. Uncompressed PCM is not typically used for video in standard definition consumer applications such as DVD
DVD

DVD, also known as "Digital Versatile Disc" or "Digital Video Disc,"is a popular optical disc data storage device media format. Its main uses are video and data storage....
 or DVR
Digital video recorder

A digital video recorder or personal video recorder is a device that records video in a digital format to a disk drive or other memory medium within a device....
 because the bit rate required is far too high. However, the next-generation blu-ray format, which has a capacity far superior to previous medium, sometimes allows producers to include the full PCM soundtrack.

Modulation


Pcm
In the diagram, a sine wave
Sine wave

The sine wave or sinusoid is a function that occurs often in mathematics, physics, signal processing, hearing , electrical engineering, and many other fields....
 (red curve) is sampled and quantized for PCM. The sine wave is sampled at regular intervals, shown as ticks on the x-axis. For each sample, one of the available values (ticks on the y-axis) is chosen by some algorithm (in this case, the floor function
Floor function

In mathematics and computer science, the floor and ceiling function s map a real number to the next smallest or next largest integer. More precisely, floor is the largest integer not greater than x and ceiling is the smallest integer not less than x....
 is used). This produces a fully discrete representation of the input signal (shaded area) that can be easily encoded as digital data for storage or manipulation. For the sine wave example at right, we can verify that the quantized values at the sampling moments are 7, 9, 11, 12, 13, 14, 14, 15, 15, 15, 14, etc. Encoding these values as binary numbers
Binary numeral system

The binary numeral system, or notation with a radix of 2. Owing to its straightforward implementation in digital electronic circuitry using logic gates, the binary system is used internally by all modern computers....
 would result in the following set of nibble
Nibble

A nibble is the computing term for a four-bit aggregation, or half an octet . As a nibble contains 4 bits, there are sixteen possible values, so a nibble corresponds to a single hexadecimal digit ....
s: 0111, 1001, 1011, 1100, 1101, 1110, 1110, 1111, 1111, 1111, 1110, etc. These digital values could then be further processed or analyzed by a purpose-specific digital signal processor
Digital signal processing

Digital signal processing is concerned with the representation of the signal s by a sequence of numbers or symbols and the processing of these signals....
 or general purpose CPU. Several Pulse Code Modulation streams could also be multiplexed
Multiplexing

In telecommunications and computer networks, multiplexing is a process where multiple analog message signals or digital data streams are combined into one signal over a shared medium....
 into a larger aggregate data stream
Data stream

In telecommunications and computing, a data stream is a sequence of encoder coherent Signalling s used to Transmission or receive information that is in transmission ....
, generally for transmission of multiple streams over a single physical link. This technique is called time-division multiplexing
Time-division multiplexing

Time-Division Multiplexing is a type of digital or Pulse-amplitude modulation multiplexing in which two or more signals or bit streams are transferred apparently simultaneously as sub-channels in one communication channel, but are physically taking turns on the channel....
, or TDM, and is widely used, notably in the modern public telephone system.

There are many ways to implement a real device that performs this task. In real systems, such a device is commonly implemented on a single integrated circuit
Integrated circuit

In electronics, an integrated circuit is a miniaturized electronic circuit that has been manufactured in the surface of a thin Wafer of semiconductor material....
 that lacks only the clock necessary for sampling, and is generally referred to as an ADC
Analog-to-digital converter

An analog-to-digital converter is a device which converts continuous signal to Discrete signal digital numbers. The reverse operation is performed by a digital-to-analog converter ....
 (Analog-to-Digital converter). These devices will produce on their output a binary representation of the input whenever they are triggered by a clock signal, which would then be read by a processor of some sort.

Demodulation


To produce output from the sampled data, the procedure of modulation is applied in reverse. After each sampling period has passed, the next value is read and the output of the system is shifted instantaneously (in an idealized system) to the new value. As a result of these instantaneous transitions, the discrete signal will have a significant amount of inherent high frequency energy, mostly harmonics of the sampling frequency (see square wave
Square wave

A square wave is a kind of non-sinusoidal waveform, most typically encountered in electronics and signal processing. An ideal square wave alternates regularly and instantaneously between two levels....
). To smooth out the signal and remove these undesirable harmonics, the signal would be passed through analog filters that suppress artifacts outside the expected frequency range (i.e., greater than
Nyquist frequency

The Nyquist frequency, named after the Swedish-American engineer Harry Nyquist or the Nyquist?Shannon sampling theorem, is half the sampling frequency of a discrete signal processing system....
 , the maximum resolvable frequency). Some systems use digital filter
Digital filter

In electronics, computer science and mathematics, a digital filter is a system that performs mathematical operations on a Sampling , discrete-time Signal to reduce or enhance certain aspects of that signal....
ing to remove the lowest and largest harmonics. In some systems, no explicit filtering is done at all; as it's impossible for any system to reproduce a signal with infinite bandwidth, inherent losses in the system compensate for the artifacts — or the system simply does not require much precision. The sampling theorem suggests that practical PCM devices, provided a sampling frequency that is sufficiently greater than that of the input signal, can operate without introducing significant distortions within their designed frequency bands.

The electronics involved in producing an accurate analog signal from the discrete data are similar to those used for generating the digital signal. These devices are DACs
Digital-to-analog converter

In electronics, a digital-to-analog converter is a device for converting a digital code to an analog signal .An analog-to-digital converter performs the reverse operation....
 (digital-to-analog converters), and operate similarly to ADCs. They produce on their output a voltage
Voltage

Electrical tension is the potential difference between two points of an electrical or electronic circuit, expressed in volts. It is the measurement of the potential for an electric field to cause an electric current in an electrical conductor....
 or current
Electric current

Electric current is the flow of electric charge. The electric charge may be either electrons or ions.The International System of Units unit of electric current intensity is the ampere....
 (depending on type) that represents the value presented on their inputs. This output would then generally be filtered and amplified for use.

Limitations


There are two sources of impairment implicit in any PCM system:

  • Choosing a discrete value near the analog signal for each sample (quantization error
    Quantization error

    The difference between the actual analog value and quantized digital value due is called quantization error. This error is due either to rounding or truncation....
    )
The quantization error swings between to . In the ideal case (with a fully linear ADC) it is equally distributed over this interval thus with follows equals zero while the equals to
  • Between samples no measurement of the signal is made; due to the sampling theorem this results in any frequency above or equal to (fs being the sampling frequency) being distorted or lost completely (aliasing
    Aliasing

    In statistics, signal processing, computer graphics and related disciplines, aliasing refers to an effect that causes different continuous signals to become indistinguishable when sampling ....
     error). This is also called the Nyquist frequency
    Nyquist frequency

    The Nyquist frequency, named after the Swedish-American engineer Harry Nyquist or the Nyquist?Shannon sampling theorem, is half the sampling frequency of a discrete signal processing system....
    .


As samples are dependent on time, an accurate clock is required for accurate reproduction. If either the encoding or decoding clock is not stable, its frequency drift will directly affect the output quality of the device. A slight difference between the encoding and decoding clock frequencies is not generally a major concern; a small constant error is not noticeable. Clock error does become a major issue if the clock is not stable, however. A drifting clock, even with a relatively small error, will cause very obvious distortions in audio and video signals, for example.

Digitization as part of the PCM process


In conventional PCM, the analog signal
Analog signal

An analog or analogue signal is any continuous function Signal for which the time varying feature of the signal is a representation of some other time varying quantity, i.e analogous to another time varying signal....
 may be processed (e.g. by amplitude compression) before being digitized. Once the signal is digitized, the PCM signal is usually subjected to further processing (e.g. digital
Digital

A digital system uses discrete values, usually but not always symbolized numerically to represent information for input, processing, transmission, storage, etc....
 data compression
Data compression

In computer science and information theory, data compression or source coding is the process of encoding information using fewer bits than an code representation would use through use of specific encoding schemes....
).

Some forms of PCM combine signal processing with coding. Older versions of these systems applied the processing in the analog domain as part of the A/D
Analog-to-digital converter

An analog-to-digital converter is a device which converts continuous signal to Discrete signal digital numbers. The reverse operation is performed by a digital-to-analog converter ....
 process; newer implementations do so in the digital domain. These simple techniques have been largely rendered obsolete by modern transform-based audio compression
Audio compression (data)

Audio compression is a form of data compression designed to reduce the size of audio files. Audio compression algorithms are implemented in computer software as audio codecs....
 techniques.

  • DPCM
    Dpcm

    Dots per centimetre or dpcm is a unit of , used as a metric alternative to dots per inch/dpi.It is used in Cascading Style Sheets media queries, among other standards....
     encodes the PCM values as differences between the current and the predicted value. An algorithm predicts the next sample based on the previous samples, and the encoder stores only the difference between this prediction and the actual value. If the prediction is reasonable, fewer bits can be used to represent the same information. For audio, this type of encoding reduces the number of bits required per sample by about 25% compared to PCM.
  • Adaptive DPCM
    Adaptive DPCM

    Adaptive DPCM is a variant of DPCM that varies the size of the quantization step, to allow further reduction of the required bandwidth for a given signal-to-noise ratio....
     (ADPCM) is a variant of DPCM that varies the size of the quantization step, to allow further reduction of the required bandwidth for a given signal-to-noise ratio
    Signal-to-noise ratio

    Signal-to-noise ratio is an electrical engineering measurement, also used in other fields , defined as the ratio of a signal power to the noise power corrupting the signal....
    .
  • Delta modulation
    Delta modulation

    Delta modulation is an analog-to-digital signal and digital-to-analog signal signal conversion technique used for transmission of voice information where quality is not of primary importance....
    , another variant, uses one bit per sample.


In telephony, a standard audio signal for a single phone call is encoded as 8000 analog samples per second, of 8 bits each, giving a 64 kbit/s digital signal known as DS0. The default signal compression
Signal compression

In telecommunication, the term signal compression has the following meanings:In analog systems, reduction of the dynamic range of a Signalling by controlling it as a function of the inverse relationship of its instantaneous value relative to a specified reference level....
 encoding on a DS0 is either μ-law (mu-law)
Mu-law algorithm

The ?-law algorithm is a companding algorithm, primarily used in the digital telecommunication systems of North America and Japan. Companding algorithms reduce the dynamic range of an audio Signal ....
 PCM (North America and Japan) or A-law PCM (Europe and most of the rest of the world). These are logarithmic compression systems where a 12 or 13-bit linear PCM sample number is mapped into an 8-bit value. This system is described by international standard G.711
G.711

G.711 is an ITU-T standard for audio companding. It is primarily used in telephony. The standard was released for usage in 1972.G.711 represents logarithmic pulse-code modulation samples for signals of voice frequencies, sampled at the rate of 8000 samples/second....
. An alternative proposal for a floating point
Floating point

In computing, floating point describes a system for numerical representation in which a String of digits represents a rational number.The term floating point refers to the fact that the radix point can "float": that is, it can be placed anywhere relative to the Significant figures of the number....
 representation, with 5-bit mantissa and 3-bit radix, was abandoned.

Where circuit costs are high and loss of voice quality is acceptable, it sometimes makes sense to compress the voice signal even further. An ADPCM algorithm is used to map a series of 8-bit µ-law or A-law PCM samples into a series of 4-bit ADPCM samples. In this way, the capacity of the line is doubled. The technique is detailed in the G.726
G.726

G.726 is an ITU-T ADPCM speech codec standard covering the transmission of voice at rates of 16, 24, 32, and 40 kbit/s. It was introduced to supersede both G.721, which covered ADPCM at 32 kbit/s, and G.723, which described ADPCM for 24 and 40 kbit/s....
 standard.

Later it was found that even further compression was possible and additional standards were published. Some of these international standards describe systems and ideas which are covered by privately owned patents and thus use of these standards requires payments to the patent holders.

Some ADPCM techniques are used in Voice over IP
Voice over IP

Voice over Internet Protocol is a general term for a family of transmission technologies for delivery of voice communications over Internet Protocol networks such as the Internet or other packet-switched Computer network....
 communications.

Encoding for transmission


Pulse-code modulation can be either return-to-zero
Return-to-zero

Return-to-zero describes a line code used in telecommunications Signal in which the signal drops to zero between each Pulse . This takes place even if a number of consecutive 0's or 1's occur in the signal....
 (RZ) or non-return-to-zero
Non-return-to-zero

In telecommunication, a non-return-to-zero line code is a Binary coding code in which "1s" are represented by one significant condition and "0s" are represented by some other significant condition , with no other neutral or rest condition....
 (NRZ). For a NRZ system to be synchronized using in-band information, there must not be long sequences of identical symbols, such as ones or zeroes. For binary PCM systems, the density of 1-symbols is called ones-density.

Ones-density is often controlled using precoding techniques such as Run Length Limited
Run Length Limited

Run length limited or RLL coding is a Line code technique that is used to send arbitrary data over a Channel with Bandwidth limits. This is used in both telecommunication and storage systems which move a medium past a fixed head....
 encoding, where the PCM code is expanded into a slightly longer code with a guaranteed bound on ones-density before modulation into the channel. In other cases, extra framing
Framing (telecommunication)

In telecommunication, the term framing has the following related meanings:* In time-division multiplexing reception, it is a synonym for frame synchronization....
 bits are added into the stream which guarantee at least occasional symbol transitions.

Another technique used to control ones-density is the use of a scrambler polynomial
Polynomial

In mathematics, a polynomial is an expression constructed from variables and constants, using the operations of addition, subtraction, multiplication, and constant non-negative whole number exponents....
 on the raw data which will tend to turn the raw data stream into a stream that looks pseudo-random, but where the raw stream can be recovered exactly by reversing the effect of the polynomial. In this case, long runs of zeroes or ones are still possible on the output, but are considered unlikely enough to be within normal engineering tolerance.

In other cases, the long term DC
Direct current

Direct current is the unidirectional flow of electric charge. Direct current is produced by such sources as battery , thermocouples, solar cells, and commutator-type electric machines of the dynamo type....
 value of the modulated signal is important, as building up a DC offset will tend to bias detector circuits out of their operating range. In this case special measures are taken to keep a count of the cumulative DC offset, and to modify the codes if necessary to make the DC offset always tend back to zero.

Many of these codes are bipolar codes, where the pulses can be positive, negative or absent. In the typical alternate mark inversion code, non-zero pulses alternate between being positive and negative. These rules may be violated to generate special symbols used for framing or other special purposes.

History

In the history of electrical communications, the earliest reason for sampling a signal was to interlace samples from different telegraphy
Telegraphy

Telegraphy is the long-distance transmission of written messages without physical transport of letters. Radiotelegraphy or wireless telegraphy transmits messages using radio....
 sources, and convey them over a single telegraph cable. Telegraph time-division multiplexing
Time-division multiplexing

Time-Division Multiplexing is a type of digital or Pulse-amplitude modulation multiplexing in which two or more signals or bit streams are transferred apparently simultaneously as sub-channels in one communication channel, but are physically taking turns on the channel....
 (TDM) was conveyed as early as 1853, by the American inventor M.B. Farmer. The electrical engineer W.M. Miner, in 1903, used an electro-mechanical commutator for time-division multiplex of multiple telegraph signals, and also applied this technology to telephony. He obtained intelligible speech from channels sampled at a rate above 3500–4300 Hz: below this was unsatisfactory. This was TDM, but pulse-amplitude modulation
Pulse-amplitude modulation

Pulse-amplitude modulation, acronym PAM, is a form of signal modulation where the message information is encoded in the amplitude of a series of signal pulses....
 (PAM) rather than PCM.

Paul M. Rainey of Western Electric in 1926 patented a facsimile machine using an optical mechanical analog to digital converter. The machine did not go into production. British engineer Alec Reeves
Alec Reeves

Alec Harley Reeves, Order of the British Empire was a United Kingdom scientist best known for his invention of pulse-code modulation . He was awarded 82 patents....
, unaware of previous work, conceived the use of PCM for voice communication in 1937 while working for International Telephone and Telegraph in France. He described the theory and advantages, but no practical use resulted. Reeves filed for a French patent in 1938, and his U.S. patent was granted in 1943.

The first transmission of speech by digital techniques was the SIGSALY
SIGSALY

In cryptography, SIGSALY was a secure voice system used in World War II for the highest-level Allies communications.It pioneered a number of digital communications concepts, including the first transmission of speech using pulse-code modulation....
 vocoder
Vocoder

A vocoder, , is an analysis / synthesis system, mostly used for speech in which the input is passed through a multiband filter, each filter is passed through an envelope follower, the control signals from the envelope followers are communicated, and the decoder applies these control signals to corresponding filters in the synthesizer....
 encryption
Encryption

In cryptography, encryption is the process of transforming information using an algorithm to make it unreadable to anyone except those possessing special knowledge, usually referred to as a key ....
 equipment used for high-level Allied communications during World War II
World War II

World War II, or the Second World War , was a global military conflict which involved a Participants in World War II, including all of the great powers, organised into two opposing military alliances: the Allies of World War II and the Axis powers....
 from 1943. In 1943, the Bell Labs
Bell Labs

Bell Laboratories is the research organization of Alcatel-Lucent and previously of the American Telephone & Telegraph Company .Bell Laboratories has had its headquarters at Berkeley Heights, New Jersey, and it has research and development facilities throughout the world....
 researchers who designed the SIGSALY system, became aware of the use of PCM binary coding as already proposed by Alec Reeves. In 1949 for the Canadian Navy's DATAR
DATAR

DATAR, short for Digital Automated Tracking and Resolving, was a pioneering computerized battlefield information system.Development on DATAR was started by the Maritime Command in partnership with Ferranti-Packard in 1949....
 system, Ferranti
Ferranti-Packard

Ferranti-Packard was the Canadian division of Ferranti's global manufacturing empire, formed by the 1958 merger of Ferranti Electric and Packard Electric....
 Canada built a working PCM radio system that was able to transmit digitized radar data over long distances.

PCM in the 1950s used a cathode-ray coding tube with a grid having encoding perforations. As in an oscilloscope
Oscilloscope

An oscilloscope is a type of electronic test instrument that allows signal voltages to be viewed, usually as a two-dimensional graph of one or more electrical potential differences plotted as a function of time or of some other voltage ....
, the beam was swept horizontally at the sample rate while the vertical deflection was controlled by the input analog signal, causing the beam to pass through higher or lower portions of the perforated grid. The grid interrupted the beam, producing current variations in binary code. Rather than natural binary, the grid was perforated to produce Gray code
Gray code

|}The reflected binary code, also known as Gray code after Frank Gray , is a binary numeral system where two successive values differ in only one bit....
 lest a sweep along a transition zone produce glitches.

Nomenclature


The word pulse in the term Pulse-Code Modulation refers to the "pulses" to be found in the transmission line. This perhaps is a natural consequence of this technique having evolved alongside two analog methods, pulse width modulation and pulse position modulation, in which the information to be encoded is in fact represented by discrete signal pulses of varying width or position, respectively. In this respect, PCM bears little resemblance to these other forms of signal encoding, except that all can be used in time division multiplexing, and the binary numbers of the PCM codes are represented as electrical pulses. The device that performs the coding and decoding function in a telephone circuit is called a codec
Codec

A codec is a device or computer program capable of encoder and/or Decoding methods a digital data stream or signal . The word codec is a portmanteau of 'compressor-decompressor' or, most commonly, 'coder-decoder'....
.

See also


  • Equivalent pulse code modulation noise
    Equivalent pulse code modulation noise

    In telecommunication, equivalent pulse code modulation noise is the amount of thermal noise Power on a frequency-division multiplexing or wire channel necessary to approximate the same judgment of speech quality created by quantizing noise in a Pulse-code modulation channel....
  • G.711
    G.711

    G.711 is an ITU-T standard for audio companding. It is primarily used in telephony. The standard was released for usage in 1972.G.711 represents logarithmic pulse-code modulation samples for signals of voice frequencies, sampled at the rate of 8000 samples/second....
     – ITU-T standard for audio companding. It is primarily used in telephony.
  • Linear Pulse Code Modulation
  • Nyquist–Shannon sampling theorem
    Nyquist–Shannon sampling theorem

    The Nyquist?Shannon sampling theorem is a fundamental result in the field of information theory, in particular telecommunications and signal processing....
  • Pulse-width modulation
    Pulse-width modulation

    Pulse-width modulation of a Signalling or Power source involves the modulation of its duty cycle, to either convey information over a communications channel or control the amount of power sent to a load....
  • Quantization (signal processing)
    Quantization (signal processing)

    In digital signal processing, quantization is the process of approximating a continuous range of values by a relatively small set of discrete symbols or integer values....
  • Sampling (signal processing)
    Sampling (signal processing)

    In signal processing, sampling is the reduction of a continuous signal to a discrete signal. A common example is the conversion of a sound wave to a sequence of sample ....
  • SQNR
    SQNR

    The acronym SQNR is widely used in communication systems analysis, particularly in PCM schemes.The SQNR formula is derived from the general SNR formula for the binary pulse-code Modulation Channel ....
     – One method of measuring quantization error.


External links

  • and Bob Badgley invented multi-level PCM independently in their work at Bell Labs on SIGSALY
    SIGSALY

    In cryptography, SIGSALY was a secure voice system used in World War II for the highest-level Allies communications.It pioneered a number of digital communications concepts, including the first transmission of speech using pulse-code modulation....
    : filed in 1943: N-ary Pulse Code Modulation.
  • According to the National Inventors Hall of Fame
    National Inventors Hall of Fame

    The is the premier not-for-profit organization in America dedicated to recognizing, honoring and encouraging invention and creativity through the administration of its programs....
    , B.M. Oliver and Claude Shannon are the inventors of PCM as described in 'Communication System Employing Pulse Code Modulation,' filed in 1946 and 1952, granted in 1956.
  • : A description of PCM with links to information about subtypes of this format (for example Linear Pulse Code Modulation), and references to their specifications.