Signal Processing - September 2017 - 149
Diagonal
Dominance Parameter β (dB)
A diagonal-dominant channel ensures a well-conditioned
crosstalk channel matrix. Hence, most DSL-specific research
has used this feature in some way. Moreover, performance
analysis of various algorithms has used the aforementioned
metrics to bound performance. The diagonal-dominance parameter is depicted in Figure 8 using measurement data and
simulation results for the CAT5 cable at lengths of 100 and
400 m for binders with ten wires. Depending on the scenario,
the channels are diagonal dominant ( b is lower than 0 dB) up
to a frequency of 40-100 MHz. Thus, diagonal dominance
holds at these distances for all VDSL frequencies, but it does
not hold for many G.fast frequencies.
25
20
15
10
5
0
−5
−10
−15
−20
−25
0
20
40
Multichannel crosstalk cancelation techniques
80 100 120 140 160 180 200
Frequency (MHz)
Measurement (100 m)
Simulation (100 m)
Simulation (400 m)
FIGURE 8. The diagonal-dominance measure b as a function of frequency
using measurement [27] and simulation data for a binder with ten
lines of equal loop lengths of 100 m and 400 m. The VDSL frequencies
show strong diagonal dominance, whereas the G.fast channel at higher
frequency tones is not diagonally dominant.
3,000
Data Rate (Mb/s)
The various crosstalk cancelation methods available in the literature can be categorized by the coordination among users in
the binder. If no coordination is possible, the binder behaves
like an interference channel. Each receiver decodes its signal
independently in the presence of the interference from other
users. The advantage of these methods is that they can be
applied independently on each modem (without any coordination). Unfortunately, these techniques yield a relatively low
data rate for each user in the presence of crosstalk. This is
shown in Figure 9. It can be seen that the data rate without
crosstalk cancelation is just 20% (at 50 m) of what can be
achieved with full crosstalk cancelation.
The effect of crosstalk can be reduced using coordinated processing on signals. In the downstream, the multiuser
DSL binder behaves like a broadcast channel (BC) where a
single transmitter at the DP generates signals to geographically dispersed subscribers. This enables joint processing only at the transmitter side. The coordination of the
received signals is possible in an upstream multiple-access
channel (MAC) where a single receiver at the DP receives
signals from different users (see Figure 3). Joint processing
at both the transmit and receive side of the link requires
colocation of both the DP and customer premises modems,
which is possible only in the case of a bonded DSL system,
where a single (typically business) customer uses several
twisted pairs to achieve very high rates. In most DSL configurations, each customer has a single twisted pair, and
the customers are situated in different locations. Thus,
the DSL system is considered a MU-MIMO, and all the
research on MU-MIMOs developed for wireless systems
is applicable as well (see, for example, [33]-[36] and the
references therein).
However, as the rates of DSL systems, and in particular
of G.fast systems, are very high and the number of users
can be up to 100 served simultaneously by the same system,
most published algorithms for wireless communication are
not feasible, and the DSL community has turned to research
low-complexity algorithms. With the advent of vectored
transmission, there has been a surge of research interest in
transceiver design for crosstalk cancelation in DSL systems.
Various near-optimal receivers [9], [10], [12] have been
designed to perform crosstalk cancelation with relatively
60
2,500
2,000
1,500
1,000
500
0
50 100 150 200 250 300 350 400 450 500
Line Length (m)
MFB
SWP
Linear MMSE Canceler
ZF−GDFE Canceler
Linear ZF Canceler
No Cancelation
Approximate ZF First-Order Canceler
FIGURE 9. The average achievable user rate over the whole bandwidth of
212 MHz versus binder length. The binder is composed of ten users with
equal line lengths.
low complexity. Next, we discuss various crosstalk cancelation schemes for upstream and downstream transmission
(see the summary in Table 1).
Crosstalk cancelation in the upstream
Starting with the upstream, we first discuss theoretical performance
bounds and then present various crosstalk cancelation schemes.
MAC capacity and performance bounds
The capacity of the MAC was derived by Cover decades ago
[37]. This capacity is characterized through the achievable rate
IEEE SIGNAL PROCESSING MAGAZINE
|
September 2017
|
149
Table of Contents for the Digital Edition of Signal Processing - September 2017
Signal Processing - September 2017 - Cover1
Signal Processing - September 2017 - Cover2
Signal Processing - September 2017 - 1
Signal Processing - September 2017 - 2
Signal Processing - September 2017 - 3
Signal Processing - September 2017 - 4
Signal Processing - September 2017 - 5
Signal Processing - September 2017 - 6
Signal Processing - September 2017 - 7
Signal Processing - September 2017 - 8
Signal Processing - September 2017 - 9
Signal Processing - September 2017 - 10
Signal Processing - September 2017 - 11
Signal Processing - September 2017 - 12
Signal Processing - September 2017 - 13
Signal Processing - September 2017 - 14
Signal Processing - September 2017 - 15
Signal Processing - September 2017 - 16
Signal Processing - September 2017 - 17
Signal Processing - September 2017 - 18
Signal Processing - September 2017 - 19
Signal Processing - September 2017 - 20
Signal Processing - September 2017 - 21
Signal Processing - September 2017 - 22
Signal Processing - September 2017 - 23
Signal Processing - September 2017 - 24
Signal Processing - September 2017 - 25
Signal Processing - September 2017 - 26
Signal Processing - September 2017 - 27
Signal Processing - September 2017 - 28
Signal Processing - September 2017 - 29
Signal Processing - September 2017 - 30
Signal Processing - September 2017 - 31
Signal Processing - September 2017 - 32
Signal Processing - September 2017 - 33
Signal Processing - September 2017 - 34
Signal Processing - September 2017 - 35
Signal Processing - September 2017 - 36
Signal Processing - September 2017 - 37
Signal Processing - September 2017 - 38
Signal Processing - September 2017 - 39
Signal Processing - September 2017 - 40
Signal Processing - September 2017 - 41
Signal Processing - September 2017 - 42
Signal Processing - September 2017 - 43
Signal Processing - September 2017 - 44
Signal Processing - September 2017 - 45
Signal Processing - September 2017 - 46
Signal Processing - September 2017 - 47
Signal Processing - September 2017 - 48
Signal Processing - September 2017 - 49
Signal Processing - September 2017 - 50
Signal Processing - September 2017 - 51
Signal Processing - September 2017 - 52
Signal Processing - September 2017 - 53
Signal Processing - September 2017 - 54
Signal Processing - September 2017 - 55
Signal Processing - September 2017 - 56
Signal Processing - September 2017 - 57
Signal Processing - September 2017 - 58
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Signal Processing - September 2017 - 60
Signal Processing - September 2017 - 61
Signal Processing - September 2017 - 62
Signal Processing - September 2017 - 63
Signal Processing - September 2017 - 64
Signal Processing - September 2017 - 65
Signal Processing - September 2017 - 66
Signal Processing - September 2017 - 67
Signal Processing - September 2017 - 68
Signal Processing - September 2017 - 69
Signal Processing - September 2017 - 70
Signal Processing - September 2017 - 71
Signal Processing - September 2017 - 72
Signal Processing - September 2017 - 73
Signal Processing - September 2017 - 74
Signal Processing - September 2017 - 75
Signal Processing - September 2017 - 76
Signal Processing - September 2017 - 77
Signal Processing - September 2017 - 78
Signal Processing - September 2017 - 79
Signal Processing - September 2017 - 80
Signal Processing - September 2017 - 81
Signal Processing - September 2017 - 82
Signal Processing - September 2017 - 83
Signal Processing - September 2017 - 84
Signal Processing - September 2017 - 85
Signal Processing - September 2017 - 86
Signal Processing - September 2017 - 87
Signal Processing - September 2017 - 88
Signal Processing - September 2017 - 89
Signal Processing - September 2017 - 90
Signal Processing - September 2017 - 91
Signal Processing - September 2017 - 92
Signal Processing - September 2017 - 93
Signal Processing - September 2017 - 94
Signal Processing - September 2017 - 95
Signal Processing - September 2017 - 96
Signal Processing - September 2017 - 97
Signal Processing - September 2017 - 98
Signal Processing - September 2017 - 99
Signal Processing - September 2017 - 100
Signal Processing - September 2017 - 101
Signal Processing - September 2017 - 102
Signal Processing - September 2017 - 103
Signal Processing - September 2017 - 104
Signal Processing - September 2017 - 105
Signal Processing - September 2017 - 106
Signal Processing - September 2017 - 107
Signal Processing - September 2017 - 108
Signal Processing - September 2017 - 109
Signal Processing - September 2017 - 110
Signal Processing - September 2017 - 111
Signal Processing - September 2017 - 112
Signal Processing - September 2017 - 113
Signal Processing - September 2017 - 114
Signal Processing - September 2017 - 115
Signal Processing - September 2017 - 116
Signal Processing - September 2017 - 117
Signal Processing - September 2017 - 118
Signal Processing - September 2017 - 119
Signal Processing - September 2017 - 120
Signal Processing - September 2017 - 121
Signal Processing - September 2017 - 122
Signal Processing - September 2017 - 123
Signal Processing - September 2017 - 124
Signal Processing - September 2017 - 125
Signal Processing - September 2017 - 126
Signal Processing - September 2017 - 127
Signal Processing - September 2017 - 128
Signal Processing - September 2017 - 129
Signal Processing - September 2017 - 130
Signal Processing - September 2017 - 131
Signal Processing - September 2017 - 132
Signal Processing - September 2017 - 133
Signal Processing - September 2017 - 134
Signal Processing - September 2017 - 135
Signal Processing - September 2017 - 136
Signal Processing - September 2017 - 137
Signal Processing - September 2017 - 138
Signal Processing - September 2017 - 139
Signal Processing - September 2017 - 140
Signal Processing - September 2017 - 141
Signal Processing - September 2017 - 142
Signal Processing - September 2017 - 143
Signal Processing - September 2017 - 144
Signal Processing - September 2017 - 145
Signal Processing - September 2017 - 146
Signal Processing - September 2017 - 147
Signal Processing - September 2017 - 148
Signal Processing - September 2017 - 149
Signal Processing - September 2017 - 150
Signal Processing - September 2017 - 151
Signal Processing - September 2017 - 152
Signal Processing - September 2017 - 153
Signal Processing - September 2017 - 154
Signal Processing - September 2017 - 155
Signal Processing - September 2017 - 156
Signal Processing - September 2017 - 157
Signal Processing - September 2017 - 158
Signal Processing - September 2017 - 159
Signal Processing - September 2017 - 160
Signal Processing - September 2017 - 161
Signal Processing - September 2017 - 162
Signal Processing - September 2017 - 163
Signal Processing - September 2017 - 164
Signal Processing - September 2017 - 165
Signal Processing - September 2017 - 166
Signal Processing - September 2017 - 167
Signal Processing - September 2017 - 168
Signal Processing - September 2017 - 169
Signal Processing - September 2017 - 170
Signal Processing - September 2017 - 171
Signal Processing - September 2017 - 172
Signal Processing - September 2017 - 173
Signal Processing - September 2017 - 174
Signal Processing - September 2017 - 175
Signal Processing - September 2017 - 176
Signal Processing - September 2017 - 177
Signal Processing - September 2017 - 178
Signal Processing - September 2017 - 179
Signal Processing - September 2017 - 180
Signal Processing - September 2017 - 181
Signal Processing - September 2017 - 182
Signal Processing - September 2017 - 183
Signal Processing - September 2017 - 184
Signal Processing - September 2017 - 185
Signal Processing - September 2017 - 186
Signal Processing - September 2017 - 187
Signal Processing - September 2017 - 188
Signal Processing - September 2017 - 189
Signal Processing - September 2017 - 190
Signal Processing - September 2017 - 191
Signal Processing - September 2017 - 192
Signal Processing - September 2017 - 193
Signal Processing - September 2017 - 194
Signal Processing - September 2017 - 195
Signal Processing - September 2017 - 196
Signal Processing - September 2017 - Cover3
Signal Processing - September 2017 - Cover4
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