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Equalization can mitigate the effects of channel-induced ISI brought on by frequency-selective fading. It can help modify system performance described by the curve that is “awful” to the one that is merely “bad.” The process of equalizing for mitigating ISI effects involves using methods to gather the dispersed symbol energy back into its original time interval.

An equalizer is an inverse filter of the channel. If the channel is frequency selective, the equalizer enhances the frequency components with small amplitudes and attenuates those with large amplitudes. The goal is for the combination of channel and equalizer filter to provide a flat composite-received frequency response and linear phase.

Because the channel response varies with time, the equalizer filters must be adaptive equalizers .

The decision feedback equalizer (DFE) involves:

1) a feedforward section that is a linear transversal filter whose stage length and tap weights are selected to coherently combine virtually all of the current symbol’s energy.

2) a feedback section that removes energy remaining from previously detected symbols.

The basic idea behind the DFE is that once an information symbol has been detected, the ISI that it induces on future symbols can be estimated and subtracted before the detection of subsequent symbols.

A maximum-likelihood sequence estimation (MLSE) equalizer: tests all possible data sequences and chooses the data sequence that is the most probable of all the candidates. The MLSE is optimal in the sense that it minimizes the probability of a sequence error. Since the MLSE equalizer is implemented by using Viterbi decoding algorithm , it is often referred to as the Viterbi equalizer .

Direct-sequence spread-spectrum (DS/SS) techniques can be used to mitigate frequency-selective ISI distortion because the hallmark of spread-spectrum systems is their capability of rejecting interference, and ISI is a type of interference.

Consider a DS/SS binary phase-shift keying (PSK) communication channel comprising one direct path and one reflected path. Assume that the propagation from transmitter to receiver results in a multipath wave that is delayed by τ size 12{τ} {} compared to the direct wave. The received signal, r ( t ) size 12{r \( t \) } {} , neglecting noise, can be expressed as follows:

r ( t ) = Ax ( t ) g ( t ) cos ( 2πf c t ) + α Ax ( t τ ) g ( t τ ) cos ( 2πf c t + θ ) size 12{r \( t \) = ital "Ax" \( t \) g \( t \) "cos" \( 2πf rSub { size 8{c} } t \) +α ital "Ax" \( t - τ \) g \( t - τ \) "cos" \( 2πf rSub { size 8{c} } t+θ \) } {}

where x ( t ) size 12{x \( t \) } {} is the data signal, g ( t ) size 12{g \( t \) } {} is the pseudonoise (PN) spreading code, and τ size 12{τ} {} is the differential time delay between the two paths. The angle θ size 12{θ} {} is a random phase, assumed to be uniformly distributed in the range ( 0, ) size 12{ \( 0, 2π \) } {} , and α size 12{α} {} is the attenuation of the multipath signal relative to the direct path signal.

The receiver multiplies the incoming r ( t ) size 12{r \( t \) } {} by the code g ( t ) size 12{g \( t \) } {} . If the receiver is synchronized to the direct path signal, multiplication by the code signal yields the following:

r ( t ) g ( t ) = Ax ( t ) g 2 ( t ) cos ( 2πf c t ) + α Ax ( t τ ) g ( t ) g ( t τ ) cos ( 2πf c t + θ ) size 12{r \( t \) g \( t \) = ital "Ax" \( t \) g rSup { size 8{2} } \( t \) "cos" \( 2πf rSub { size 8{c} } t \) +α ital "Ax" \( t - τ \) g \( t \) g \( t - τ \) "cos" \( 2πf rSub { size 8{c} } t+θ \) } {}

where g 2 ( t ) = 1 size 12{g rSup { size 8{2} } \( t \) =1} {} . If τ size 12{τ} {} is greater than the chip duration, then

g ( t ) g ( t τ ) dt g 2 ( t ) dt size 12{ lline Int {g \( t \) g \( t - τ \) ital "dt"} rline<= lline Int {g rSup { size 8{2} } \( t \) ital "dt"} rline } {}

over some appropriate interval of integration (correlation). Thus, the spread spectrum system effectively eliminates the multipath interference by virtue of its code-correlation receiver. Even though channel-induced ISI is typically transparent to DS/SS systems, such systems suffer from the loss in energy contained in the multipath components rejected by the receiver. The need to gather this lost energy belonging to a received chip was the motivation for developing the Rake receiver .

A channel that is classified as flat fading can occasionally exhibit frequency-selective distortion when the null of the channel’s frequency-transfer function occurs at the center of the signal band. The use of DS/SS is a practical way of mitigating such distortion because the wideband SS signal can span many lobes of the selectively faded channel frequency response. This requires the spread-spectrum bandwidth W ss size 12{W rSub { size 8{ ital "ss"} } } {} (or the chip rate R ch size 12{R rSub { size 8{ ital "ch"} } } {} ), to be greater than the coherence bandwidth f 0 size 12{f rSub { size 8{0} } } {} . The larger the ratio of W ss size 12{W rSub { size 8{ ital "ss"} } } {} to f 0 size 12{f rSub { size 8{0} } } {} , the more effective will be the mitigation.

Frequency-hopping spread-spectrum (FH/SS) : can be used to mitigate the distortion caused by frequency-selective fading, provided that the hopping rate is at least equal to the symbol rate. FH receivers avoid the degradation effects due to multipath by rapidly changing in the transmitter carrier-frequency band, thus avoiding the interference by changing the receiver band position before the arrival of the multipath signal.

Orthogonal frequency-division multiplexing (OFDM) : can be used for signal transmission in frequency-selective fading channels to avoid the use of an equalizer by lengthening the symbol duration. The approach is to partition (demultiplex) a high symbol-rate sequence into N size 12{N} {} symbol groups, so that each group contains a sequence of a lower symbol rate (by the factor 1 / N size 12{ {1} slash {N} } {} ) than the original sequence. The signal band is made up of N size 12{N} {} orthogonal carrier waves, and each one is modulated by a different symbol group. The goal is to reduce the symbol rate (signaling rate), W 1 / T s size 12{W approx {1} slash {T rSub { size 8{s} } } } {} , on each carrier to be less than the channel’s coherence bandwidth f 0 size 12{f rSub { size 8{0} } } {} .

Pilot signal is the name given to a signal intended to facilitate the coherent detection of waveforms. Pilot signals can be implemented in the frequency domain as in-band tones, or in the time domain as digital sequences that can also provide information about the channel state and thus improve performance in fading conditions.

Questions & Answers

where we get a research paper on Nano chemistry....?
Maira Reply
what are the products of Nano chemistry?
Maira Reply
There are lots of products of nano chemistry... Like nano coatings.....carbon fiber.. And lots of others..
Even nanotechnology is pretty much all about chemistry... Its the chemistry on quantum or atomic level
no nanotechnology is also a part of physics and maths it requires angle formulas and some pressure regarding concepts
Preparation and Applications of Nanomaterial for Drug Delivery
Hafiz Reply
Application of nanotechnology in medicine
what is variations in raman spectra for nanomaterials
Jyoti Reply
I only see partial conversation and what's the question here!
Crow Reply
what about nanotechnology for water purification
RAW Reply
please someone correct me if I'm wrong but I think one can use nanoparticles, specially silver nanoparticles for water treatment.
yes that's correct
I think
Nasa has use it in the 60's, copper as water purification in the moon travel.
nanocopper obvius
what is the stm
Brian Reply
is there industrial application of fullrenes. What is the method to prepare fullrene on large scale.?
industrial application...? mmm I think on the medical side as drug carrier, but you should go deeper on your research, I may be wrong
How we are making nano material?
what is a peer
What is meant by 'nano scale'?
What is STMs full form?
scanning tunneling microscope
how nano science is used for hydrophobicity
Do u think that Graphene and Fullrene fiber can be used to make Air Plane body structure the lightest and strongest. Rafiq
what is differents between GO and RGO?
what is simplest way to understand the applications of nano robots used to detect the cancer affected cell of human body.? How this robot is carried to required site of body cell.? what will be the carrier material and how can be detected that correct delivery of drug is done Rafiq
analytical skills graphene is prepared to kill any type viruses .
Any one who tell me about Preparation and application of Nanomaterial for drug Delivery
what is Nano technology ?
Bob Reply
write examples of Nano molecule?
The nanotechnology is as new science, to scale nanometric
nanotechnology is the study, desing, synthesis, manipulation and application of materials and functional systems through control of matter at nanoscale
Is there any normative that regulates the use of silver nanoparticles?
Damian Reply
what king of growth are you checking .?
What fields keep nano created devices from performing or assimulating ? Magnetic fields ? Are do they assimilate ?
Stoney Reply
why we need to study biomolecules, molecular biology in nanotechnology?
Adin Reply
yes I'm doing my masters in nanotechnology, we are being studying all these domains as well..
what school?
biomolecules are e building blocks of every organics and inorganic materials.
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Source:  OpenStax, Principles of digital communications. OpenStax CNX. Jul 29, 2009 Download for free at http://cnx.org/content/col10805/1.1
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