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IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS 1
Synthesis and Array Processor Realization of a 2-D
IIR Beam Filter for Wireless Applications
Rimesh M. Joshi, Student Member, IEEE, Arjuna Madanayake, Member, IEEE, Jithra Adikari, Member, IEEE,
and Len T. Bruton, Fellow, IEEE
Abstract—A broadband digital beamforming algorithm is
proposed for directional filtering of temporally-broadband
bandpass space-time plane-waves at radio frequencies (RFs).
The enhancement of desired waves, as well as rejection of un-
desired interfering plane-waves, is simulated. A systolic- and
wavefront-array architecture is proposed for the real-time imple-
mentation of second-order spatially-bandpass (SBP) 2-D infinite
impulse response (IIR) beam filters having potential applications
in broadband beamforming of temporally down-converted RF sig-
nals. The higher speed of operation and potentially reduced power
consumption of the asynchronous architecture of wavefront-array
processors (WAPs) in comparison to the conventional synchronous
hardware has emerging applications in radio-astronomy, radar,
navigation, space science, cognitive radio, and wireless com-
munications. Further, the bit error rate (BER) performance
improvement along with the reduced computational complexity
of the 2-D IIR SBP frequency-planar digital filter over digital
phased array feed (PAF) beamformer is provided. A nominal
BER versus signal-to-interference ratio (SIR) gain of 10–16 dB
compared to case where beamforming is not applied, and a gain of
2–3 dB at approximately half the number of parallel multipliers
to digital PAF, are observed. The results of application-specific
integrated circuit (ASIC) synthesis of the digital filter designs are
also presented.
Index Terms—Array processors, bit error rate (BER), digital
phased array feed (PAF), field-programmable gate array (FPGA),
multidimensional digital filters, spatial modulation, systolic, wave-
front, wireless.
I. INTRODUCTION
U
LTRA-WIDEBAND (UWB) wireless communications
[1]–[4], cognitive radio [5]–[8], cooperative wireless
sensor networks [9], [10] require highly directional and elec-
tronically steerable smart antenna arrays capable of broadband
plane-wave (PW) filtering at RFs to improve the bit-error
rate (BER) caused due to interference from multiple users
Manuscript received May 25, 2011; revised September 05, 2011; accepted
October 13, 2011.
R. M. Joshi and A. Madanayake are with the Department of Electrical and
Computer Engineering, University of Akron, Akron, OH 44325-3904 USA
(e-mail: rmj17@uakron.edu; arjuna@uakron.edu).
J. Adikari is with the Department of Electrical and Computer Engi-
neering, University of Waterloo, Waterloo, ON N2L 3G1, Canada (e-mail:
jithra.adikari@uwaterloo.ca).
L. T. Bruton is with the Department of Electrical and Computer Engineering,
University of Calgary, Calgary, AB T2N 1N4, Canada (e-mail: bruton@ucal-
gary.ca).
Color versions of one or more of the figures in this paper are available online
at http://ieeexplore.ieee.org.
Digital Object Identifier 10.1109/TVLSI.2011.2174167
and multipath fading. These antenna arrays typically employ
beamforming using analog delay-and-sum networks, fractional
delay based delay-and-sum digital networks [1], digital phased
array feeds (PAFs) [11]–[13] and multi-dimensional finite-im-
pule response/infinte impulse response (FIR/IIR) digital filters
[5], [14]. Digital signal processing (DSP)-based broadband
smart antenna arrays have potential applications in UWB
wireless communications [1], [2], [15], cognitive radio [5]–[8],
software-defined radio [16], microwave imaging [17], space
science and radio astronomy [18]–[21], remote-sensing and
navigation [22], [23].
The systolic-array and scanned-array implementation of
2-D and 3-D IIR broadband frequency-planar filters for digital
beamforming have been proposed in [25]–[27]. These filters
are highly suitable for high-speed filtering of broadband ST
PWs based on their direction of arrivals (DOAs). For example,
a 2-D IIR beam filter has recently been practically verified for
balanced antipodal Viraldi antennas (BAVAs) [3], [28] using
non-real time software algorithms.
We propose a second-order 2-D IIR digital filter for the
directional enhancement of temporally-broadband bandpass ST
PWs [5], [29] (see Fig. 1). It is shown that the filter operates
at an intermediate frequency (IF) leading to lower-speed VLSI
circuits. We show that the proposed filters have lower computa-
tional complexity compared to the conventional delay-and-sum
beamformers (approximately 70% less number of multipliers
for similar performance [30], [31]) and are also of lower circuit
complexity compared to 2-D FIR beamformers such as fan
and trapezoidal filters [29], [32]–[34]. The lower computa-
tional complexity, closed-form design approach, broadband
performance, electronic steerability, and availability of rapidly
reconfigurable programming logic realizations make these
emerging 2-D ST digital filters attractive and promising for
cognitive radio applications [5]–[8].
A massively-parallel systolic-array and wavefront-array
architectures are proposed for the real-time VLSI implemen-
tations of the proposed digital filter. Systolic-array processors
are well-known for the implementation of real-time high
throughput beamforming algorithms [35]–[37]. These pro-
cessors have arrays of identical processors which are highly
modular, regular and highly interconnected, making them
suitable for VLSI realizations for high speed, especially RF,
applications [38].
This paper presents the BER performance of a second-order
2-D IIR spatially-bandpass (SBP) beam filter [39] and compares
with that of a digital PAF beamformer for a 16-element uni-
form linear array (ULA). The asynchronous implementations
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