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© Copyright 1999 University of California
Page 1 8/18/99
How Digital Communication Works
by David G. Messerschmitt
Supplementary section for Understanding Networked Applications: A First Course, Morgan
Kaufmann, 1999.
Copyright notice: Permission is granted to copy and distribute this material for educational pur-
poses only, provided that this copyright notice remains attached.
The underlying technology for transporting a bit stream on a communication link is digital com-
munication. In networked computing, there are three important types of communication links:
• Backbone and business access links. For high bitrates, fiber optics is the communication
medium of choice in which bits are communicated through a guided glass medium by pulses
of light (a pulse indicates a “1” and the absence of a pulse signals a “0”). Its inherent bitrate
capability is, for all intents and purposes, unlimited (see "Fiber Optics and Optical Network-
ing" in Chapter 20). While fiber optics is a remarkable technology, it is not applicable to every
situation, including the two that follow.
• Wireless access. Wireless access to networks using radio is increasingly popular, particularly
for telephony. This popularity stems from the mobility it offers, and it is also convenient for
nomadicity. The incremental cost of serving a low density of users in a given geographical
area is much lower than fiber.
• Residential access. While it is physically possible to install fiber optics to residences, the cost
is generally prohibitive in relation to the expected revenues. Today, the widely available
options for communication media to residences are the telephone twisted wire pair and the
broadcast television coaxial cable. Neither medium approaches the capability of fiber optics,
although the coaxial cable comes closer.
It is useful to understand some of the technical limits on the capabilities of radio and metallic
media.
What is Bandwidth?
Wireless and metallic media have very limited bitrate capabilities relative to fiber because they
are plagued by restricted bandwidth. To understand bandwidth, first consider a single-frequency
tone is illustrated in Figure 1.. It has a period measured in seconds and a frequency
measured in cycles per second. (The units of cycles per second are called Hz, in honor of Heinrich
Hertz, the discoverer of radio waves.)
Example: A stringed musical instrument emits a tone like that in Figure 1., except that it is typi-
cally consists of a sum of several frequencies that have a harmonic relationship (their frequen-
cies are integer multiples of one another). The lowest of those frequencies is called the
fundamental frequency. It is the fundamental frequency that determines the musical note (for
example “middle A” is 440 Hz), and the harmonics that determine the “richness” of the sound
and the individual character of the instrument.
A given communications medium can carry a single frequency tone, but typically only for a par-
T f 1 T⁄=
© Copyright 1999 University of California
Page 2 8/18/99
ticular range of frequencies. If the lowest frequency it can carry is and the highest frequency is
, then the bandwidth of the medium is . This is best understood with a few examples.
Example: A human child can hear tones from about 20 Hz to about 20,000 Hz, or the bandwidth
of the human auditory system is about 19,980 Hz. The telephone offers frequencies from about
30 Hz to 3000 Hz, or a bandwidth of 2970, which is much less than the human auditory system
but nevertheless adequate for intelligible and natural-sounding speech.
When a radio receiver is tuned to “104.4 on the FM dial”, the radio is actually picking up radio
frequencies with a bandwidth of 200,000 Hz (200 KHz) centered at frequency 104,400,000 Hz
(104.4 MHz). Radio stations are separated by transmitting on non-overlapping ranges of fre-
quencies.
Each television station on a cable or over the air occupies 6 MHz of bandwidth.
Intuitively, the bandwidth of a communication medium is directly related to how fast the signal on
that medium can change (note that a higher frequency tone changes more rapidly than a lower fre-
quency tone). To appreciate the relevance of bandwidth, it is necessary to understand how digital
communications works.
Sending Bits by Modulating Pulses
A typical signal carrying a bit stream, illustrated in Figure 2., is generated and detected by a
modem (which is shorthand for modulator-demodulator). This signal might represent an electrical
signal on a wire, or an electromagnetic radio signal through the air, as a function of time. This par-
ticular signal conveys the bit sequence “10111001100011100111”. The idealized version of the
signal (at the top) is composed of a sequence of pulses, each one of which can have one of four
levels. The time interval elapsing between pulses is called the symbol interval, and the reciprocal
of this time interval is called the symbol rate. Those four levels can represent two bits, the possi-
bilities being “00”, “01”, “10”, and “11”. The actual level (and the bits it represents) is called a
symbol. At the receiving modem, the symbols can be noted (from the four possibilities) to recover
the bits they represent.
Figure 1. A single-frequency tone has a period T (seconds) and frequency f = 1/
T (cycles/second).
1
Series2
Period T
Frequency f = 1/T
Time
f1
f2 f2 f1–
© Copyright 1999 University of California
Page 3 8/18/99
Analogy: This digital communications signal is analogous to the blocks on the conveyer belt.
Transmitting four levels per signal is analogous to using blocks pained four shades of gray. The
symbol interval is analogous to the time that elapses between placing successive blocks on the
conveyer belt.
The “square” pulses at the top of Figure 2. require too great a bandwidth, and hence are actually
transmitted as a “rounded” signal like that at the bottom. The latter signal equals the top signal
only at points in time spaced uniformly at the symbol interval, and varies much more smoothly
between those times to minimize the bandwidth.
The example in Figure 2. has two bits per symbol (four levels), but in actuality each symbol could
carry bits (if it had levels). In commercial systems, can be as large as , or 256 lev-
els for each symbol.
The bitrate can be increased in one of two ways: Either the number of bits per symbol can
increase, or the symbol rate can increase. The former results from an increase in spectral effi-
ciency (see the sidebar "Relationship of Bitrate and Bandwidth" and the following subsection),
while the latter results from an increase in the bandwidth of the communications medium.
Analogy: Increasing the bits per symbol is analogous to increasing the number of distinct types
of blocks on the conveyer belt. Increasing the symbol rate is analogous to using smaller blocks,
and putting them on the conveyer belt more rapidly.
In popular usage, the terms “speed” and “bandwidth” are often used in technically incorrect and
misleading ways. This is potentially confusing to the unwary, but the sidebar "Clearing Up Termi-
nology" tries to clear this up.
Spectral Efficiency
The spectral efficiency of a communications medium is defined as the ratio of the bitrate to the
bandwidth required to transmit that bitrate. Particularly in wireless access, available bandwidth is
limited, so higher spectral efficiency can increase the bitrate available to each user, or alterna-
tively increase the number of users. Although the units of spectral efficiency are bits, for clarity
Figure 2. A signal like this is transmitted to convey a bitstream on a communi-
cations medium.
2
10
11
01
00
101010
01
1111
Time
10
11
01
00
101010
01
1111
Time
Symbol interval
n 2
n
n n 8=
© Copyright 1999 University of California
Page 4 8/18/99
the units are often stated as “bits per second per Hz”, or bits/second-Hz.
Example: It has been demonstrated that each television signal displaced from a cable television
can support about 30 Mb/s digital transmission. Since the bandwidth allocated to each television
signal is 6MHz, this is a spectral efficiency of 5 bits/second-Hz.
Particularly in radio systems, there is strong motivation for high spectral efficiency. The total
radio spectrum is considered a public good—it is shared by all the citizenry and should be
exploited wisely. In fact, as reflected in the high prices the U.S. government has obtained in recent
spectral auctions, radio bandwidth also has significant commercial value.
Relationship of Bitrate and Bandwidth
Increasing the number of bits per symbol has no impact on the required bandwidth, but
increasing the symbol rate causes the signal to change more rapidly. Intuitively, this implies
that the communications medium should have a greater bandwidth to carry this signal. These
intuitive observations can be stated precisely: The maximum feasible symbol rate and the
bandwidth of the communication medium are directly proportional,
EQ 1
with a constant of proportionality (in practice, ).
Returning to Figure 2., since bits are conveyed by each symbol,
Bitrate = EQ 2
Thus, the bitrate that can be supported by a communications medium and the bandwidth of
that medium are proportional,
. EQ 3
and the spectral efficiency is
. EQ 4
Symbol rate α Bandwidth⋅=
α 2≤ α 1.8≈
n
n Symbol rate×
Bitrate α n Bandwidth×⋅=
Spectral efficiency Bitrate Bandwidth⁄ α n⋅= =
Clearing Up Terminology
To the chagrin of engineers, some misleading terminology has become entrenched in network-
ing. For example, the term “bandwidth” is widely used in place of “bitrate” to refer to the rate
at which bits are carried by a communication link. This terminology is incorrect and mislead-
ing for bandwidth-constrained media like wireless. The correct usage is “the bitrate is equal to
the product of bandwidth and spectral efficiency”.
Another possible point of confusion is the use of the word “speed” to refer to the bitrate on an
access link, as in “high-speed Internet access”. As seen here, the term “speed” is best reserved
to describe the propagation, as in the “speed of light”. While it hasn’t been as important his-
torically, in broadband communications propagation speed is the ultimate limitation on appli-
cation performance.
Another term that is both common and commonly misused is “baud rate” or “baud”, honoring
the French engineer Jean-Maurice-Émile Baudot (who invented a telegraph code that is the
precursor of ASCII). It is synonymous with the term “symbol rate” used here, but is often mis-
used by the popular press (and even product literature) to denote bitrate.
© Copyright 1999 University of California
Page 5 8/18/99
High spectral efficiency can be achieved by choosing large . This raises the following question:
Is there any limit on how large can be? On the two media of interest here—telephone wires and
wireless radio—the number of bits per symbol is in fact limited by interference.
Analogy: Interference is analogous to a cocktail party in which many people are trying to hold
simultaneous but independent conversations in the same room. Each conversation becomes
unwanted interference to others. As the number of people increases, everybody talks louder to
compensate, but this also increases the interference. Ultimately, the number of people that can
hold conversations is limited.
Interference is manifested in different ways on the two media:
• In wireless radio, many user’s communications typically share the same radio channel—one
user’s communication becomes unwanted interference to another user’s legitimate communi-
cation. Users cannot simply increase their transmitted power to overcome this interference,
because it increases interference as much as the wanted signal.
• The signal carried on one telephone wire results in an unwanted coupling from one wire to
another—this is called crosstalk.
Interference, by making it difficult to distinguish the different levels, restricts the number of bits
per symbol in practice, and hence the bitrate and the spectral efficiency. (In the conveyor belt
analogy, you can imagine difficulty distinguishing shades of gray as the number of shades
increases, particularly with poor lighting.) Increasingly sophisticated techniques can partially
overcome this limitation, but there are fundamental limits that cannot be exceeded (see the sidebar
"Limits to Communications").
The Regenerative Effect
Even though digital communication suffers from interference-induced limits, there is a ready
workaround—periodic regeneration of the data as discussed in "Technical Properties of Informa-
tion" (Section 8.2.1 on page 210)). Just as data can be preserved over indefinite time periods by
occasionally regenerating a new replica, the integrity of data can also be preserved over distance
by periodically regenerating it. This property of digital communication is one advantage over ana-
log.
Analogy: In the conveyer belt analogy, suppose the blocks deteriorate as they are carried from
one end to the other. The analogy to regeneration would be to divide the entire distance into two
or more separate conveyer belts. As each block comes off one conveyer belt, its color is
n
n
Limits to Communications
In an impressive intellectual feat, Claude Shannon surprised and amazed engineers in 1948 by
proving mathematically that the spectral efficiency on a given communication medium does
have fundamental limits. This established a new discipline called “information theory” that
has been vibrant to this day. Previously it was assumed that further improvements would
always follow naturally from harder work or better technology.
Although Shannon tantalizingly proved limits, his techniques did not reveal how to achieve
them. It took another 40 years of research and technology advances to begin to approach
Shannon’s limits, and then only with very sophisticated techniques on the simplest media.
Even today, interference-dominated wireless channels operate far from fundamental limits, so
considerable advancement can be expected.
© Copyright 1999 University of California
Page 6 8/18/99
observed and a fresh block with that same color is placed on the next conveyer belt. This is
regeneration.
Within the network, regeneration occurs at many points, such as packet switches and intermediate
devices within communication links called repeaters. This regeneration is an important contribu-
tor to data integrity within the network.
Discussion
D1 Discuss the analogy between the regenerative effect in digital communications and the
regeneration of genetic material that occurs in each generation of a biological species.
D2 Formulate some ideas for mitigating the cocktail party effect, and consider how similar
techniques might aid in increasing the capacity of a wireless channel.
Review
Communication bandwidth is the range of frequencies passed by a wireless or wired medium. The
bitrate supported is generally proportional to the bandwidth, and spectral efficiency is the ratio of
bitrate to bandwidth. On these media, spectral efficiency is limited by interference and crosstalk
phenomena. Digital communications has the advantage that the data can be regenerated periodi-
cally, removing any noise or distortion.
Concepts
Communications media
• Bandwidth and spectral efficiency
Exercises
E1. Estimate the bitrate for each of the following digital communication channels:
a. Bandwidth 10 KHz, 3 bits per symbol
b. Symbol rate 3000 Hz, spectral efficiency 5 bits/second-Hz
c. Bandwidth 4 MHz, 5 bits for each pair of symbols

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20 digicom

  • 1. © Copyright 1999 University of California Page 1 8/18/99 How Digital Communication Works by David G. Messerschmitt Supplementary section for Understanding Networked Applications: A First Course, Morgan Kaufmann, 1999. Copyright notice: Permission is granted to copy and distribute this material for educational pur- poses only, provided that this copyright notice remains attached. The underlying technology for transporting a bit stream on a communication link is digital com- munication. In networked computing, there are three important types of communication links: • Backbone and business access links. For high bitrates, fiber optics is the communication medium of choice in which bits are communicated through a guided glass medium by pulses of light (a pulse indicates a “1” and the absence of a pulse signals a “0”). Its inherent bitrate capability is, for all intents and purposes, unlimited (see "Fiber Optics and Optical Network- ing" in Chapter 20). While fiber optics is a remarkable technology, it is not applicable to every situation, including the two that follow. • Wireless access. Wireless access to networks using radio is increasingly popular, particularly for telephony. This popularity stems from the mobility it offers, and it is also convenient for nomadicity. The incremental cost of serving a low density of users in a given geographical area is much lower than fiber. • Residential access. While it is physically possible to install fiber optics to residences, the cost is generally prohibitive in relation to the expected revenues. Today, the widely available options for communication media to residences are the telephone twisted wire pair and the broadcast television coaxial cable. Neither medium approaches the capability of fiber optics, although the coaxial cable comes closer. It is useful to understand some of the technical limits on the capabilities of radio and metallic media. What is Bandwidth? Wireless and metallic media have very limited bitrate capabilities relative to fiber because they are plagued by restricted bandwidth. To understand bandwidth, first consider a single-frequency tone is illustrated in Figure 1.. It has a period measured in seconds and a frequency measured in cycles per second. (The units of cycles per second are called Hz, in honor of Heinrich Hertz, the discoverer of radio waves.) Example: A stringed musical instrument emits a tone like that in Figure 1., except that it is typi- cally consists of a sum of several frequencies that have a harmonic relationship (their frequen- cies are integer multiples of one another). The lowest of those frequencies is called the fundamental frequency. It is the fundamental frequency that determines the musical note (for example “middle A” is 440 Hz), and the harmonics that determine the “richness” of the sound and the individual character of the instrument. A given communications medium can carry a single frequency tone, but typically only for a par- T f 1 T⁄=
  • 2. © Copyright 1999 University of California Page 2 8/18/99 ticular range of frequencies. If the lowest frequency it can carry is and the highest frequency is , then the bandwidth of the medium is . This is best understood with a few examples. Example: A human child can hear tones from about 20 Hz to about 20,000 Hz, or the bandwidth of the human auditory system is about 19,980 Hz. The telephone offers frequencies from about 30 Hz to 3000 Hz, or a bandwidth of 2970, which is much less than the human auditory system but nevertheless adequate for intelligible and natural-sounding speech. When a radio receiver is tuned to “104.4 on the FM dial”, the radio is actually picking up radio frequencies with a bandwidth of 200,000 Hz (200 KHz) centered at frequency 104,400,000 Hz (104.4 MHz). Radio stations are separated by transmitting on non-overlapping ranges of fre- quencies. Each television station on a cable or over the air occupies 6 MHz of bandwidth. Intuitively, the bandwidth of a communication medium is directly related to how fast the signal on that medium can change (note that a higher frequency tone changes more rapidly than a lower fre- quency tone). To appreciate the relevance of bandwidth, it is necessary to understand how digital communications works. Sending Bits by Modulating Pulses A typical signal carrying a bit stream, illustrated in Figure 2., is generated and detected by a modem (which is shorthand for modulator-demodulator). This signal might represent an electrical signal on a wire, or an electromagnetic radio signal through the air, as a function of time. This par- ticular signal conveys the bit sequence “10111001100011100111”. The idealized version of the signal (at the top) is composed of a sequence of pulses, each one of which can have one of four levels. The time interval elapsing between pulses is called the symbol interval, and the reciprocal of this time interval is called the symbol rate. Those four levels can represent two bits, the possi- bilities being “00”, “01”, “10”, and “11”. The actual level (and the bits it represents) is called a symbol. At the receiving modem, the symbols can be noted (from the four possibilities) to recover the bits they represent. Figure 1. A single-frequency tone has a period T (seconds) and frequency f = 1/ T (cycles/second). 1 Series2 Period T Frequency f = 1/T Time f1 f2 f2 f1–
  • 3. © Copyright 1999 University of California Page 3 8/18/99 Analogy: This digital communications signal is analogous to the blocks on the conveyer belt. Transmitting four levels per signal is analogous to using blocks pained four shades of gray. The symbol interval is analogous to the time that elapses between placing successive blocks on the conveyer belt. The “square” pulses at the top of Figure 2. require too great a bandwidth, and hence are actually transmitted as a “rounded” signal like that at the bottom. The latter signal equals the top signal only at points in time spaced uniformly at the symbol interval, and varies much more smoothly between those times to minimize the bandwidth. The example in Figure 2. has two bits per symbol (four levels), but in actuality each symbol could carry bits (if it had levels). In commercial systems, can be as large as , or 256 lev- els for each symbol. The bitrate can be increased in one of two ways: Either the number of bits per symbol can increase, or the symbol rate can increase. The former results from an increase in spectral effi- ciency (see the sidebar "Relationship of Bitrate and Bandwidth" and the following subsection), while the latter results from an increase in the bandwidth of the communications medium. Analogy: Increasing the bits per symbol is analogous to increasing the number of distinct types of blocks on the conveyer belt. Increasing the symbol rate is analogous to using smaller blocks, and putting them on the conveyer belt more rapidly. In popular usage, the terms “speed” and “bandwidth” are often used in technically incorrect and misleading ways. This is potentially confusing to the unwary, but the sidebar "Clearing Up Termi- nology" tries to clear this up. Spectral Efficiency The spectral efficiency of a communications medium is defined as the ratio of the bitrate to the bandwidth required to transmit that bitrate. Particularly in wireless access, available bandwidth is limited, so higher spectral efficiency can increase the bitrate available to each user, or alterna- tively increase the number of users. Although the units of spectral efficiency are bits, for clarity Figure 2. A signal like this is transmitted to convey a bitstream on a communi- cations medium. 2 10 11 01 00 101010 01 1111 Time 10 11 01 00 101010 01 1111 Time Symbol interval n 2 n n n 8=
  • 4. © Copyright 1999 University of California Page 4 8/18/99 the units are often stated as “bits per second per Hz”, or bits/second-Hz. Example: It has been demonstrated that each television signal displaced from a cable television can support about 30 Mb/s digital transmission. Since the bandwidth allocated to each television signal is 6MHz, this is a spectral efficiency of 5 bits/second-Hz. Particularly in radio systems, there is strong motivation for high spectral efficiency. The total radio spectrum is considered a public good—it is shared by all the citizenry and should be exploited wisely. In fact, as reflected in the high prices the U.S. government has obtained in recent spectral auctions, radio bandwidth also has significant commercial value. Relationship of Bitrate and Bandwidth Increasing the number of bits per symbol has no impact on the required bandwidth, but increasing the symbol rate causes the signal to change more rapidly. Intuitively, this implies that the communications medium should have a greater bandwidth to carry this signal. These intuitive observations can be stated precisely: The maximum feasible symbol rate and the bandwidth of the communication medium are directly proportional, EQ 1 with a constant of proportionality (in practice, ). Returning to Figure 2., since bits are conveyed by each symbol, Bitrate = EQ 2 Thus, the bitrate that can be supported by a communications medium and the bandwidth of that medium are proportional, . EQ 3 and the spectral efficiency is . EQ 4 Symbol rate α Bandwidth⋅= α 2≤ α 1.8≈ n n Symbol rate× Bitrate α n Bandwidth×⋅= Spectral efficiency Bitrate Bandwidth⁄ α n⋅= = Clearing Up Terminology To the chagrin of engineers, some misleading terminology has become entrenched in network- ing. For example, the term “bandwidth” is widely used in place of “bitrate” to refer to the rate at which bits are carried by a communication link. This terminology is incorrect and mislead- ing for bandwidth-constrained media like wireless. The correct usage is “the bitrate is equal to the product of bandwidth and spectral efficiency”. Another possible point of confusion is the use of the word “speed” to refer to the bitrate on an access link, as in “high-speed Internet access”. As seen here, the term “speed” is best reserved to describe the propagation, as in the “speed of light”. While it hasn’t been as important his- torically, in broadband communications propagation speed is the ultimate limitation on appli- cation performance. Another term that is both common and commonly misused is “baud rate” or “baud”, honoring the French engineer Jean-Maurice-Émile Baudot (who invented a telegraph code that is the precursor of ASCII). It is synonymous with the term “symbol rate” used here, but is often mis- used by the popular press (and even product literature) to denote bitrate.
  • 5. © Copyright 1999 University of California Page 5 8/18/99 High spectral efficiency can be achieved by choosing large . This raises the following question: Is there any limit on how large can be? On the two media of interest here—telephone wires and wireless radio—the number of bits per symbol is in fact limited by interference. Analogy: Interference is analogous to a cocktail party in which many people are trying to hold simultaneous but independent conversations in the same room. Each conversation becomes unwanted interference to others. As the number of people increases, everybody talks louder to compensate, but this also increases the interference. Ultimately, the number of people that can hold conversations is limited. Interference is manifested in different ways on the two media: • In wireless radio, many user’s communications typically share the same radio channel—one user’s communication becomes unwanted interference to another user’s legitimate communi- cation. Users cannot simply increase their transmitted power to overcome this interference, because it increases interference as much as the wanted signal. • The signal carried on one telephone wire results in an unwanted coupling from one wire to another—this is called crosstalk. Interference, by making it difficult to distinguish the different levels, restricts the number of bits per symbol in practice, and hence the bitrate and the spectral efficiency. (In the conveyor belt analogy, you can imagine difficulty distinguishing shades of gray as the number of shades increases, particularly with poor lighting.) Increasingly sophisticated techniques can partially overcome this limitation, but there are fundamental limits that cannot be exceeded (see the sidebar "Limits to Communications"). The Regenerative Effect Even though digital communication suffers from interference-induced limits, there is a ready workaround—periodic regeneration of the data as discussed in "Technical Properties of Informa- tion" (Section 8.2.1 on page 210)). Just as data can be preserved over indefinite time periods by occasionally regenerating a new replica, the integrity of data can also be preserved over distance by periodically regenerating it. This property of digital communication is one advantage over ana- log. Analogy: In the conveyer belt analogy, suppose the blocks deteriorate as they are carried from one end to the other. The analogy to regeneration would be to divide the entire distance into two or more separate conveyer belts. As each block comes off one conveyer belt, its color is n n Limits to Communications In an impressive intellectual feat, Claude Shannon surprised and amazed engineers in 1948 by proving mathematically that the spectral efficiency on a given communication medium does have fundamental limits. This established a new discipline called “information theory” that has been vibrant to this day. Previously it was assumed that further improvements would always follow naturally from harder work or better technology. Although Shannon tantalizingly proved limits, his techniques did not reveal how to achieve them. It took another 40 years of research and technology advances to begin to approach Shannon’s limits, and then only with very sophisticated techniques on the simplest media. Even today, interference-dominated wireless channels operate far from fundamental limits, so considerable advancement can be expected.
  • 6. © Copyright 1999 University of California Page 6 8/18/99 observed and a fresh block with that same color is placed on the next conveyer belt. This is regeneration. Within the network, regeneration occurs at many points, such as packet switches and intermediate devices within communication links called repeaters. This regeneration is an important contribu- tor to data integrity within the network. Discussion D1 Discuss the analogy between the regenerative effect in digital communications and the regeneration of genetic material that occurs in each generation of a biological species. D2 Formulate some ideas for mitigating the cocktail party effect, and consider how similar techniques might aid in increasing the capacity of a wireless channel. Review Communication bandwidth is the range of frequencies passed by a wireless or wired medium. The bitrate supported is generally proportional to the bandwidth, and spectral efficiency is the ratio of bitrate to bandwidth. On these media, spectral efficiency is limited by interference and crosstalk phenomena. Digital communications has the advantage that the data can be regenerated periodi- cally, removing any noise or distortion. Concepts Communications media • Bandwidth and spectral efficiency Exercises E1. Estimate the bitrate for each of the following digital communication channels: a. Bandwidth 10 KHz, 3 bits per symbol b. Symbol rate 3000 Hz, spectral efficiency 5 bits/second-Hz c. Bandwidth 4 MHz, 5 bits for each pair of symbols