An Optimal Temporal-and-Spatial Equalizer
for Two-Hop MIMO Relay Networks with
Backward CSIs
Keshav Singh
∗
, Meng-Lin Ku
†
, and Jia-Chin Lin
‡
Department of Communication Engineering, National Central University, Taiwan, R.O.C.
995403601@cc.ncu.edu.tw
*
, mlku@ce.ncu.edu.tw
†
, jiachin@ce.ncu.edu.tw
‡
Abstract—This paper considers an equalize-and-forward (EF)
strategy for two-hop multiple-input multiple-output (MIMO) re-
lay networks in multipath fading channels, where the relay nodes
and the destination only know its respective backward channel
state information (CSI) knowledge, and each node is equipped
with multiple antennas for transmitting, receiving or forwarding
signals. For such a relay network, the inter-symbol interference
(ISI) and multiple-antenna interference (MAI) are two detrimen-
tal effect to degrade the bit error rate (BER) performance. In
order to compensate for the interference problem, we design
temporal-and-spatial (TS) equalizers to assist in forwarding and
decoding the signals at the relay nodes and the destination
node, respectively. Based on the minimum mean square error
(MMSE) criterion with a total power constraint, an optimization
framework is formulated to find the optimal TS equalizers with
the backward CSI knowledge, and an iterative algorithm using
the Karush-Kuhn-Tucker (K.K.T.) conditions is investigated to
achieve the optimal solution. With these optimal TS equalizers,
the MIMO relay network can not only effectively mitigate the
interference but also provide both the spatial and multipath
diversity gains. Simulation results indicate the effectiveness of
the proposed algorithm, yielding a significant improvement on
the BER performance.
I. I NTRODUCTION
In recent years, relay-assisted networks have gained con-
siderable attention from the research community because of
its substantial benefits. Some of the benefits resulting from
the use of relays in wireless systems are coverage expansion,
capacity boost, improvement in link quality and reliability, etc.
The main idea behind the relay networks is the compensation
for signal degradation due to channel propagation loss, shad-
owing and multipath fading effect through the deployment of
intermediate relay nodes between the source and destination
nodes [1][2]. With multiple antenna techniques, multiple-input
multiple-output (MIMO) relays are capable of simultaneously
forwarding multiple streams to the destination node, thereby
enhancing the data rate and the link reliability [3][4]. However,
the inter-symbol interference (ISI) and the multiple-antenna
interference (MAI) will severely deteriorate the system per-
formance of an MIMO relay network in frequency selective
channels, and there is a need for an efficient relaying strategy
to appropriately handle these two phenomena.
In relay communications, relaying schemes are major fac-
tors to determine the achievable capacity and outage perfor-
mance. There have been several relaying protocols defining
retransmission strategies at the relays, and most popular ones
are amplify-and-forward (AF), decode-and-forward (DF) and
equalize-and-forward (EF) [5][6]. The EF strategy considers
more sophisticated signal processing to filter the received
signals at the relay before retransmission. Although the EF
strategy requires higher computational complexity than the AF
strategy, it is more likely to be an effective remedy to mitigate
the interference for an MIMO relay network in multipath
channels.
Recently, studies on incorporating the MIMO technology
in relay networks for further performance enhancement have
been reported in the literature [3], [7]-[14]. In [3], the capacity
bound for single-relay MIMO channels has been investigated.
In [7], a relay precoder was designed to maximize the capacity
of a non-regenerative relay network with a single MIMO
source-destination pair and an MIMO relay node. The precoder
design problem was further extended to an MIMO point-to-
multipoint network in [8] with the aid of an MIMO relay
station. Apart from the capacity maximization, the minimum
mean square error (MMSE) was adopted as an alternative
criterion to design relay precoders in [12]. Based on the
MMSE criterion, source and relay precoders were jointly
investigated for multi-carrier MIMO relay networks in [9].
More recently, the joint source and relay precoder designs
for capacity maximization and mean square error (MSE)
minimization were studied in [10] and [13], respectively. In
these existing works [7]-[14], precoders were designed under
the assumption that the channel state information (CSI) is
fully available at all the nodes. In practice, it is unlikely
to acquire the full CSI knowledge at the source and the
relay nodes since it necessitates a large amount of signalling
overhead to exchange the instantaneous CSIs among multiple
communication nodes. Moreover, most of the previous works
can only be operated in frequency flat fading channels under
the assumption of perfect synchronization among relay nodes.
However, in practical scenarios the channels are likely to
be frequency selective. Although there have been few works
concerning the ISI effect in multipath fading channels [15],
they are incompetent to tackle the interference effect in MIMO
relay networks. In fact, the ISI and MAI can make it difficult
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