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{{short description|Family of digital modulation methods}}
'''Quadrature Amplitude Modulation''' (QAM) is the encoding of information into a carrier wave by variation of the amplitude of both the carrier wave and a 'quadrature' carrier that is 90° out of phase with the main carrier in accordance with two input signals.
{{Redirect|QAM|the digital television standard|QAM (television)|other uses|QAM (disambiguation)}}
{{Technical|date=June 2020}}
{{Modulation techniques}}


'''Quadrature amplitude modulation''' ('''QAM''') is the name of a family of [[digital modulation]] methods and a related family of [[analog modulation]] methods widely used in modern [[telecommunications]] to transmit information. It conveys two analog message signals, or two digital [[bit stream]]s, by changing (''modulating'') the [[amplitude]]s of two [[carrier wave]]s, using the [[amplitude-shift keying]] (ASK) digital modulation scheme or [[amplitude modulation]] (AM) analog modulation scheme. The two carrier waves are of the same frequency and are [[out of phase]] with each other by 90°, a condition known as [[orthogonality]] or [[Quadrature phase|quadrature]]. The transmitted signal is created by adding the two carrier waves together. At the receiver, the two waves can be coherently separated (demodulated) because of their orthogonality. Another key property is that the modulations are low-frequency/low-bandwidth waveforms compared to the carrier frequency, which is known as the [[In-phase and quadrature components#Narrowband signal model|narrowband assumption]].


[[Phase modulation]] (analog PM) and [[phase-shift keying]] (digital PSK) can be regarded as a special case of QAM, where the amplitude of the transmitted signal is a constant, but its phase varies. This can also be extended to [[frequency modulation]] (FM) and [[frequency-shift keying]] (FSK), for these can be regarded as a special case of phase modulation.


QAM is used extensively as a modulation scheme for digital [[telecommunication]] systems, such as in [[802.11]] Wi-Fi standards. Arbitrarily high [[Spectral efficiency|spectral efficiencies]] can be achieved with QAM by setting a suitable [[Constellation diagram|constellation]] size, limited only by the noise level and linearity of the communications channel.<ref>{{cite web|title=Digital Modulation Efficiencies|url=http://www.barnardmicrosystems.com/L4E_comms_2.htm|publisher=Barnard Microsystems|archive-url=https://web.archive.org/web/20110430132506/http://www.barnardmicrosystems.com/L4E_comms_2.htm|archive-date=2011-04-30}}</ref>&nbsp; QAM is being used in optical fiber systems as bit rates increase; QAM16 and QAM64 can be optically emulated with a three-path [[interferometer]].<ref>{{cite web
Alternately, this can be regarded (using [[complex number]] notation) as simple [[amplitude modulation]] of a complex-valued carrier wave by a single complex-valued signal.
| url = http://www.lightwaveonline.com/topics/16-qam.htm
| title =Ciena tests 200G via 16-QAM with Japan-U.S. Cable Network
| date = April 17, 2014
| publisher = lightwave
| access-date = 7 November 2016
}}</ref><ref>[http://kylia.com/QAM.html Kylia products] {{webarchive |url=https://web.archive.org/web/20110713175309/http://kylia.com/QAM.html |date=July 13, 2011 }}, dwdm mux demux, 90 degree optical hybrid, d(q) psk demodulatorssingle polarization</ref>


== Demodulation ==
{{unsourced|section|date=December 2018}}
[[File:PAL_Vector.png|200px|right|thumb|Analog QAM: PAL color bar signal on a [[Vectorscope]]]]


In a QAM signal, one carrier lags the other by 90°, and its amplitude modulation is customarily referred to as the [[In-phase_and_quadrature_components|in-phase component]], denoted by {{math|''I''(''t'').}} The other modulating function is the [[in-phase and quadrature components|quadrature component]], {{math|''Q''(''t'').}} So the composite waveform is mathematically modeled as:


:<math>s_s(t) \triangleq \sin(2\pi f_c t) I(t)\ +\ \underbrace{\sin\left(2\pi f_c t + \tfrac{\pi}{2} \right)}_{\cos\left(2\pi f_c t\right)}\; Q(t),</math> &nbsp; &nbsp; '''or:'''
[[Phase modulation]] can also be regarded as a special case of quadrature amplitude modulation, where the amplitude of the modulating signal is constant, with only the phase varying. This can also be extended to [[frequency modulation]], as this can be regarded as a special case of phase modulation.
{{NumBlk|:|<math>s_c(t) \triangleq \cos(2\pi f_c t) I(t)\ +\ \underbrace{\cos\left(2\pi f_c t + \tfrac{\pi}{2} \right)}_{-\sin\left(2\pi f_c t\right)}\; Q(t),</math>|{{EquationRef|Eq.1}}}}


where {{math|''f''{{sub|c}}}} is the carrier frequency.&nbsp; At the receiver, a [[product detector|coherent demodulator]] multiplies the received signal separately with both a [[cosine]] and [[sine]] signal to produce the received estimates of {{math|''I''(''t'')}} and {{math|''Q''(''t'')}}. For example:


:<math>r(t) \triangleq s_c(t) \cos (2 \pi f_c t) = I(t) \cos (2 \pi f_c t) \cos (2 \pi f_c t) - Q(t) \sin (2 \pi f_c t) \cos (2 \pi f_c t).</math>


Using standard [[list of trigonometric identities#Product-to-sum and sum-to-product identities|trigonometric identities]], we can write this as:
QAM is used extensively in [[modem]]s, and other forms of digital communication over analog channels.


:<math>\begin{align}
r(t) &= \tfrac{1}{2} I(t) \left[1 + \cos (4 \pi f_c t)\right] - \tfrac{1}{2} Q(t) \sin (4 \pi f_c t) \\
&= \tfrac{1}{2} I(t) + \tfrac{1}{2} \left[I(t) \cos (4 \pi f_c t) - Q(t) \sin (4 \pi f_c t)\right].
\end{align}</math>


[[Low-pass filter]]ing {{math|''r''(''t'')}} removes the high frequency terms (containing {{math|4π''f''{{sub|c}}''t''}}), leaving only the {{math|''I''(''t'')}} term. This filtered signal is unaffected by {{math|''Q''(''t''),}} showing that the in-phase component can be received independently of the quadrature component.&nbsp; Similarly, we can multiply {{math|''s''{{sub|c}}(''t'')}} by a sine wave and then low-pass filter to extract {{math|''Q''(''t'').}}


[[File:Sine and Cosine.svg|thumb|180px|right|The graphs of the sine (solid red) and [[cosine]] (dotted blue) functions are sinusoids of different phases.]]
In these applications, the modulating signal is generally quantised in both its in-phase and 90&deg; components. The set of possible combinations of amplitudes, as shown on an x-y plot, is a pattern of dots known as a ''QAM constellation''.


The addition of two sinusoids is a linear operation that creates no new frequency components. So the bandwidth of the composite signal is comparable to the bandwidth of the DSB (double-sideband) components. Effectively, the spectral redundancy of DSB enables a doubling of the information capacity using this technique. This comes at the expense of demodulation complexity. In particular, a DSB signal has zero-crossings at a regular frequency, which makes it easy to recover the phase of the carrier sinusoid. It is said to be [[self-clocking signal|self-clocking]]. But the sender and receiver of a quadrature-modulated signal must share a clock or otherwise send a clock signal. If the clock phases drift apart, the demodulated ''I'' and ''Q'' signals bleed into each other, yielding [[crosstalk]]. In this context, the clock signal is called a "phase reference". Clock synchronization is typically achieved by transmitting a burst [[subcarrier]] or a [[pilot signal]]. The phase reference for [[NTSC]], for example, is included within its [[colorburst]] signal.


Analog QAM is used in:
* [[NTSC]] and [[PAL]] analog [[color television]] systems, where the I- and Q-signals carry the components of chroma (colour) information. The QAM carrier phase is recovered from a special colorburst transmitted at the beginning of each scan line.
* [[C-QUAM]] ("Compatible QAM") is used in [[AM stereo]] radio to carry the stereo difference information.


== Fourier analysis ==


Applying [[Euler's formula]] to the sinusoids in {{EquationNote|Eq.1}}, the positive-frequency portion of {{math|''s''{{sub|c}}}} (or [[analytic representation]]) is:


:<math>
s_c(t)_+ = \tfrac{1}{2} e^{i2\pi f_c t}[I(t) + i Q(t)]
\quad\stackrel{\mathcal{F}}{\Longrightarrow}\quad
\tfrac{1}{2}\left[\widehat{I\ }(f - f_c) + e^{i\pi/2} \widehat Q(f - f_c)\right],
</math>


where <math>\mathcal{F}</math> denotes the Fourier transform, and {{math|{{overset|︿|I}}}} and {{math|{{overset|︿|Q}}}} are the transforms of {{math|''I''(''t'')}} and {{math|''Q''(''t'').}} This result represents the sum of two DSB-SC signals with the same center frequency. The factor of {{math|1='''i''' (= ''e''{{sup|''iπ''/2}})}} represents the 90° phase shift that enables their individual demodulations.


== Digital QAM ==
[[File:16-QAM Demonstration 3.gif|alt=Digital 16-QAM with example symbols|thumb|Digital 16-QAM with example symbols]]
[[File:Rectangular constellation for QAM.svg|thumb|Constellation points for 4-QAM, 16-QAM, 32-QAM, and 64-QAM overlapped]]
As in many digital modulation schemes, the [[constellation diagram]] is useful for QAM. In QAM, the constellation points are usually arranged in a square grid with equal vertical and horizontal spacing, although other configurations are possible (e.g. a hexagonal or triangular grid). In digital [[telecommunications]] the data is usually [[Binary numeral system|binary]], so the number of points in the grid is typically a power of 2 (2, 4, 8, …), corresponding to the number of bits per symbol. The simplest and most commonly used QAM constellations consist of points arranged in a square, i.e. 16-QAM, 64-QAM and 256-QAM (even powers of two). Non-square constellations, such as Cross-QAM, can offer greater efficiency but are rarely used because of the cost of increased modem complexity.

By moving to a higher-order constellation, it is possible to transmit more [[bit]]s per [[Symbol (data)|symbol]]. However, if the mean energy of the constellation is to remain the same (by way of making a fair comparison), the points must be closer together and are thus more susceptible to [[noise]] and other corruption; this results in a higher [[bit error rate]] and so higher-order QAM can deliver more data less reliably than lower-order QAM, for constant mean constellation energy. Using higher-order QAM without increasing the bit error rate requires a higher [[signal-to-noise ratio]] (SNR) by increasing signal energy, reducing noise, or both.

If data rates beyond those offered by 8-[[Phase-shift keying|PSK]] are required, it is more usual to move to QAM since it achieves a greater distance between adjacent points in the I-Q plane by distributing the points more evenly. The complicating factor is that the points are no longer all the same amplitude and so the [[demodulator]] must now correctly detect both [[Phase (waves)|phase]] and [[amplitude]], rather than just phase.

64-QAM and 256-QAM are often used in [[digital cable]] television and [[cable modem]] applications. In the United States, 64-QAM and 256-QAM are the mandated modulation schemes for [[digital cable]] (see [[QAM tuner]]) as standardised by the [[Society of Cable Telecommunications Engineers|SCTE]] in the standard [https://web.archive.org/web/20140817034950/http://www.scte.org/FileDownload.aspx?A=3445 ANSI/SCTE 07 2013]. Note that many marketing people will refer to these as QAM-64 and QAM-256.{{citation needed|date=February 2014}} In the UK, 64-QAM is used for [[digital terrestrial television]] ([[Freeview (UK)|Freeview]]) whilst 256-QAM is used for Freeview-HD.

[[File:ADSL spectrum Fritz Box Fon WLAN.png|thumb|Bit-loading (bits per QAM constellation) on an ADSL line]]

Communication systems designed to achieve very high levels of [[spectral efficiency]] usually employ very dense QAM constellations. For example, current Homeplug AV2 500-Mbit/s [[power line communication#Home networking (LAN)|powerline Ethernet]] devices use 1024-QAM and 4096-QAM,<ref>http://www.homeplug.org/media/filer_public/a1/46/a1464318-f5df-46c5-89dc-7243d8ccfcee/homeplug_av2_whitepaper_150907.pdf Homeplug_AV2 whitepaper</ref> as well as future devices using [[ITU-T]] [[G.hn]] standard for networking over existing home wiring ([[Ethernet over coax|coaxial cable]], [[phone line]]s and [[Power line communication|power lines]]); 4096-QAM provides 12 bits/symbol. Another example is [[ADSL]] technology for copper twisted pairs, whose constellation size goes up to 32768-QAM (in ADSL terminology this is referred to as bit-loading, or bit per tone, 32768-QAM being equivalent to 15 bits per tone).<ref>http://www.itu.int/rec/T-REC-G.992.3-200904-I section 8.6.3 Constellation mapper - maximum number of bits per constellation BIMAX ≤ 15</ref>

Ultra-high capacity microwave backhaul systems also use 1024-QAM.<ref name="auto">http://www.trangosys.com/products/point-to-point-wireless-backhaul/licensed-wireless/trangolink-apex-orion.shtml A Apex Orion</ref> With 1024-QAM, [[adaptive coding and modulation]] (ACM) and [[XPIC]], vendors can obtain gigabit capacity in a single 56&nbsp;MHz channel.<ref name="auto"/>

== Interference and noise ==

In moving to a higher order QAM constellation (higher data rate and mode) in hostile [[Radio frequency|RF]]/[[microwave]] QAM application environments, such as in [[broadcasting]] or [[telecommunications]], [[multipath interference]] typically increases. There is a spreading of the spots in the constellation, decreasing the separation between adjacent states, making it difficult for the receiver to decode the signal appropriately. In other words, there is reduced [[Noise#Electronic noise|noise]] immunity. There are several test parameter measurements which help determine an optimal QAM mode for a specific operating environment. The following three are most significant:<ref>{{cite web| title = Hitless Space Diversity STL Enables IP+Audio in Narrow STL Bands| url = http://www.moseleysb.com/mb/whitepapers/friedenberg.pdf| work = 2005 National Association of Broadcasters Annual Convention| author = Howard Friedenberg and Sunil Naik| access-date = April 17, 2005| archive-url = https://web.archive.org/web/20060323141431/http://www.moseleysb.com/mb/whitepapers/friedenberg.pdf| archive-date = March 23, 2006| url-status = dead}}</ref>
* [[Carrier signal|Carrier]]/interference ratio
* [[Carrier-to-noise ratio]]
* Threshold-to-noise ratio

== See also ==
* [[Amplitude and phase-shift keying]] or [[asymmetric phase-shift keying]] (APSK)
* [[Carrierless amplitude phase modulation]] (CAP)
* {{section link|Circle packing|Applications}}
* [[In-phase and quadrature components]]
* [[Modulation]] for other examples of modulation techniques
* [[Phase-shift keying]]
* [[QAM tuner]] for HDTV
* [[Random modulation]]

== References ==
{{Reflist}}

== Further reading ==
{{refbegin}}
*Jonqyin (Russell) Sun "Linear diversity analysis for QAM in Rician fading channels", IEEE WOCC 2014
*''John G. Proakis'', "''Digital Communications, 3rd Edition''"

== External links ==

{{Commons category|Quadrature amplitude modulation}}
* [http://www.wirelesscommunication.nl/pdfandps/qam.pdf QAM Demodulation]
* [http://webdemo.inue.uni-stuttgart.de/webdemos/02_lectures/uebertragungstechnik_1/qam_constellation_diagram_from_snr/ Interactive webdemo of QAM constellation with additive noise]{{cbignore|bot=medic}} Institute of Telecommunicatons, University of Stuttgart
* [http://www.etti.unibw.de/labalive/experiment/qam/ QAM bit error rate for AWGN channel – online experiment]
* [https://web.archive.org/web/20041112232234/http://www.blondertongue.com/QAM-Transmodulator/QAM_defined.php How imperfections affect QAM constellation]
* [https://web.archive.org/web/20030327163207/http://www.herley.com/index.cfm?act=app_notes&notes=iqv_phaseshift Microwave Phase Shifters] Overview by [[Herley Industries|Herley General Microwave]]
* [http://www.vpiphotonics.com/Applications/TransmissionSystems/ModFormat_PolMuxQPSK.php Simulation of dual-polarization QPSK (DP-QPSK) for 100G optical transmission]
{{refend}}

{{Analogue TV transmitter topics}}
{{Telecommunications}}

{{DEFAULTSORT:Quadrature Amplitude Modulation}}
[[Category:Radio modulation modes]]
[[Category:Data transmission]]

Latest revision as of 15:43, 27 March 2024

Quadrature amplitude modulation (QAM) is the name of a family of digital modulation methods and a related family of analog modulation methods widely used in modern telecommunications to transmit information. It conveys two analog message signals, or two digital bit streams, by changing (modulating) the amplitudes of two carrier waves, using the amplitude-shift keying (ASK) digital modulation scheme or amplitude modulation (AM) analog modulation scheme. The two carrier waves are of the same frequency and are out of phase with each other by 90°, a condition known as orthogonality or quadrature. The transmitted signal is created by adding the two carrier waves together. At the receiver, the two waves can be coherently separated (demodulated) because of their orthogonality. Another key property is that the modulations are low-frequency/low-bandwidth waveforms compared to the carrier frequency, which is known as the narrowband assumption.

Phase modulation (analog PM) and phase-shift keying (digital PSK) can be regarded as a special case of QAM, where the amplitude of the transmitted signal is a constant, but its phase varies. This can also be extended to frequency modulation (FM) and frequency-shift keying (FSK), for these can be regarded as a special case of phase modulation.

QAM is used extensively as a modulation scheme for digital telecommunication systems, such as in 802.11 Wi-Fi standards. Arbitrarily high spectral efficiencies can be achieved with QAM by setting a suitable constellation size, limited only by the noise level and linearity of the communications channel.[1]  QAM is being used in optical fiber systems as bit rates increase; QAM16 and QAM64 can be optically emulated with a three-path interferometer.[2][3]

Demodulation[edit]

Analog QAM: PAL color bar signal on a Vectorscope

In a QAM signal, one carrier lags the other by 90°, and its amplitude modulation is customarily referred to as the in-phase component, denoted by I(t). The other modulating function is the quadrature component, Q(t). So the composite waveform is mathematically modeled as:

    or:
(Eq.1)

where fc is the carrier frequency.  At the receiver, a coherent demodulator multiplies the received signal separately with both a cosine and sine signal to produce the received estimates of I(t) and Q(t). For example:

Using standard trigonometric identities, we can write this as:

Low-pass filtering r(t) removes the high frequency terms (containing fct), leaving only the I(t) term. This filtered signal is unaffected by Q(t), showing that the in-phase component can be received independently of the quadrature component.  Similarly, we can multiply sc(t) by a sine wave and then low-pass filter to extract Q(t).

The graphs of the sine (solid red) and cosine (dotted blue) functions are sinusoids of different phases.

The addition of two sinusoids is a linear operation that creates no new frequency components. So the bandwidth of the composite signal is comparable to the bandwidth of the DSB (double-sideband) components. Effectively, the spectral redundancy of DSB enables a doubling of the information capacity using this technique. This comes at the expense of demodulation complexity. In particular, a DSB signal has zero-crossings at a regular frequency, which makes it easy to recover the phase of the carrier sinusoid. It is said to be self-clocking. But the sender and receiver of a quadrature-modulated signal must share a clock or otherwise send a clock signal. If the clock phases drift apart, the demodulated I and Q signals bleed into each other, yielding crosstalk. In this context, the clock signal is called a "phase reference". Clock synchronization is typically achieved by transmitting a burst subcarrier or a pilot signal. The phase reference for NTSC, for example, is included within its colorburst signal.

Analog QAM is used in:

  • NTSC and PAL analog color television systems, where the I- and Q-signals carry the components of chroma (colour) information. The QAM carrier phase is recovered from a special colorburst transmitted at the beginning of each scan line.
  • C-QUAM ("Compatible QAM") is used in AM stereo radio to carry the stereo difference information.

Fourier analysis[edit]

Applying Euler's formula to the sinusoids in Eq.1, the positive-frequency portion of sc (or analytic representation) is:

where denotes the Fourier transform, and ︿I and ︿Q are the transforms of I(t) and Q(t). This result represents the sum of two DSB-SC signals with the same center frequency. The factor of i (= e/2) represents the 90° phase shift that enables their individual demodulations.

Digital QAM[edit]

Digital 16-QAM with example symbols
Digital 16-QAM with example symbols
Constellation points for 4-QAM, 16-QAM, 32-QAM, and 64-QAM overlapped

As in many digital modulation schemes, the constellation diagram is useful for QAM. In QAM, the constellation points are usually arranged in a square grid with equal vertical and horizontal spacing, although other configurations are possible (e.g. a hexagonal or triangular grid). In digital telecommunications the data is usually binary, so the number of points in the grid is typically a power of 2 (2, 4, 8, …), corresponding to the number of bits per symbol. The simplest and most commonly used QAM constellations consist of points arranged in a square, i.e. 16-QAM, 64-QAM and 256-QAM (even powers of two). Non-square constellations, such as Cross-QAM, can offer greater efficiency but are rarely used because of the cost of increased modem complexity.

By moving to a higher-order constellation, it is possible to transmit more bits per symbol. However, if the mean energy of the constellation is to remain the same (by way of making a fair comparison), the points must be closer together and are thus more susceptible to noise and other corruption; this results in a higher bit error rate and so higher-order QAM can deliver more data less reliably than lower-order QAM, for constant mean constellation energy. Using higher-order QAM without increasing the bit error rate requires a higher signal-to-noise ratio (SNR) by increasing signal energy, reducing noise, or both.

If data rates beyond those offered by 8-PSK are required, it is more usual to move to QAM since it achieves a greater distance between adjacent points in the I-Q plane by distributing the points more evenly. The complicating factor is that the points are no longer all the same amplitude and so the demodulator must now correctly detect both phase and amplitude, rather than just phase.

64-QAM and 256-QAM are often used in digital cable television and cable modem applications. In the United States, 64-QAM and 256-QAM are the mandated modulation schemes for digital cable (see QAM tuner) as standardised by the SCTE in the standard ANSI/SCTE 07 2013. Note that many marketing people will refer to these as QAM-64 and QAM-256.[citation needed] In the UK, 64-QAM is used for digital terrestrial television (Freeview) whilst 256-QAM is used for Freeview-HD.

Bit-loading (bits per QAM constellation) on an ADSL line

Communication systems designed to achieve very high levels of spectral efficiency usually employ very dense QAM constellations. For example, current Homeplug AV2 500-Mbit/s powerline Ethernet devices use 1024-QAM and 4096-QAM,[4] as well as future devices using ITU-T G.hn standard for networking over existing home wiring (coaxial cable, phone lines and power lines); 4096-QAM provides 12 bits/symbol. Another example is ADSL technology for copper twisted pairs, whose constellation size goes up to 32768-QAM (in ADSL terminology this is referred to as bit-loading, or bit per tone, 32768-QAM being equivalent to 15 bits per tone).[5]

Ultra-high capacity microwave backhaul systems also use 1024-QAM.[6] With 1024-QAM, adaptive coding and modulation (ACM) and XPIC, vendors can obtain gigabit capacity in a single 56 MHz channel.[6]

Interference and noise[edit]

In moving to a higher order QAM constellation (higher data rate and mode) in hostile RF/microwave QAM application environments, such as in broadcasting or telecommunications, multipath interference typically increases. There is a spreading of the spots in the constellation, decreasing the separation between adjacent states, making it difficult for the receiver to decode the signal appropriately. In other words, there is reduced noise immunity. There are several test parameter measurements which help determine an optimal QAM mode for a specific operating environment. The following three are most significant:[7]

See also[edit]

References[edit]

  1. ^ "Digital Modulation Efficiencies". Barnard Microsystems. Archived from the original on 2011-04-30.
  2. ^ "Ciena tests 200G via 16-QAM with Japan-U.S. Cable Network". lightwave. April 17, 2014. Retrieved 7 November 2016.
  3. ^ Kylia products Archived July 13, 2011, at the Wayback Machine, dwdm mux demux, 90 degree optical hybrid, d(q) psk demodulatorssingle polarization
  4. ^ http://www.homeplug.org/media/filer_public/a1/46/a1464318-f5df-46c5-89dc-7243d8ccfcee/homeplug_av2_whitepaper_150907.pdf Homeplug_AV2 whitepaper
  5. ^ http://www.itu.int/rec/T-REC-G.992.3-200904-I section 8.6.3 Constellation mapper - maximum number of bits per constellation BIMAX ≤ 15
  6. ^ a b http://www.trangosys.com/products/point-to-point-wireless-backhaul/licensed-wireless/trangolink-apex-orion.shtml A Apex Orion
  7. ^ Howard Friedenberg and Sunil Naik. "Hitless Space Diversity STL Enables IP+Audio in Narrow STL Bands" (PDF). 2005 National Association of Broadcasters Annual Convention. Archived from the original (PDF) on March 23, 2006. Retrieved April 17, 2005.

Further reading[edit]

  • Jonqyin (Russell) Sun "Linear diversity analysis for QAM in Rician fading channels", IEEE WOCC 2014
  • John G. Proakis, "Digital Communications, 3rd Edition"

External links[edit]