4 research outputs found
The Impact of Correlated Blocking on Millimeter-Wave Personal Networks
Due to its potential to support high data rates at low latency with
reasonable interference isolation, millimeter-wave (mmWave) communications has
emerged as a promising solution for wireless personal-area networks (WPAN) and
an enabler for emerging applications such as high-resolution untethered virtual
reality. At mmWave, signals are prone to blockage by objects in the
environment, including human bodies. Most mmWave systems utilize directional
antennas in order to overcome the significant path loss. In this paper, we
consider the effects of blockage and antenna directivity on the performance of
a mmWave WPAN. Similar to related work, we assume that the interferers are in
arbitrary locations and the blockages are drawn from a random point process.
However, unlike related work that assumes independent blocking, we carefully
account for the possibility of correlated blocking, which arises when two
interferers are close to each other and therefore an obstruction that blocks
the first interferer may likely block the second interferer. Closed form
expressions for the blockage correlation coefficient and the distribution of
the SINR are provided for the case of two dominant interferers and a fixed
number of blockages drawn from a binomial point process. Finally, the effects
of antenna directivity and the spatial randomness of the interferers are taken
into account, resulting in SINR curves that fully account for correlated
blocking, which are compared against curves that neglect correlation. The
results provide insight into the validity of the commonly held assumption of
independent blocking and the improved accuracy that can be obtained when the
blocking correlation is taken into account.Comment: 7 pages, 8 figures, in IEEE Military Commun. Conf. (MILCOM), 201
The Potential Gains of Macrodiversity in mmWave Cellular Networks with Correlated Blocking
At millimeter wave (mmWave) frequencies, signals are prone to blocking by
objects in the environment, which causes paths to go from line-of-sight (LOS)
to non-LOS (NLOS). We consider macrodiversity as a strategy to improve the
performance of mmWave cellular systems, where the user attempts to connect with
two or more base stations. An accurate analysis of macrodiversity must account
for the possibility of correlated blocking, which occurs when a single blockage
simultaneously blocks the paths to two base stations. In this paper, we analyze
the macrodiverity gain in the presence of correlated random blocking and
interference. To do so, we develop a framework to determine distributions for
the LOS probability, SNR, and SINR by taking into account correlated blocking.
We consider a cellular uplink with both diversity combining and selection
combining schemes. We also study the impact of blockage size and blockage
density. We show that blocking can be both a blessing and a curse. On the one
hand, the signal from the source transmitter could be blocked, and on the other
hand, interfering signals tend to also be blocked, which leads to a completely
different effect on macrodiversity gains. We also show that the assumption of
independent blocking can lead to an incorrect evaluation of macrodiversity
gain, as the correlation tends to decrease macrodiversity gain
Millimeter Wave Massive MIMO Downlink Per-Group Communications with Hybrid Linear Precoding
We address the problem of analyzing and classifying in groups the downlink
channel environment in a millimeter-wavelength cell, accounting for path loss,
multipath fading, and User Equipment (UE) blocking, by employing a hybrid
propagation and multipath fading model, thus using accurate inter-group
interference modeling. The base station (BS) employs a large Uniform Planar
Array (UPA) to facilitate massive Multiple-Input, Multiple-Output (MIMO)
communications with high efficiency. UEs are equipped with a single antenna and
are distributed uniformly within the cell. The key problem is analyzing and
defining groups toward precoding. Because equitable type of throughput is
desired between groups, Combined Frequency and Spatial Division and
Multiplexing (CFSDM) prevails as necessary. We show that by employing three
subcarrier frequencies, the UEs can be efficiently separated into high
throughput groups, with each group employing Virtual Channel Model Beams (VCMB)
based inner precoding, followed by efficient Multi-User Multiple-Input
Multiple-Output (MU-MIMO) outer precoders. For each group, we study three
different sub-grouping methods offering different advantages. We show that the
improvement offered by Zero-Forcing Per-Group Precoding (ZF-PGP) over
Zero-Forcing Precoding (ZFP) is very high
A Tractable Analysis of the Blind-spot Probability in Localization Networks under Correlated Blocking
In localization applications, the line-of-sight between anchors and targets
may be blocked by obstacles in the environment. A target that is invisible
(i.e., without line-of-sight) to a sufficient number of anchors cannot be
unambiguously localized and is, therefore, said to be in a blind spot. In this
paper, we analyze the blind spot probability of a typical target by using
stochastic geometry to model the randomness in the obstacle and anchor
locations. In doing so, we handle correlated anchor blocking induced by the
obstacles, unlike previous works that assume independent anchor blocking. We
first characterize the regime over which the independent blocking assumption
underestimates the blind spot probability of the typical target, which in turn,
is characterized as a function of the distribution of the visible area,
surrounding the target location. Since this distribution is difficult to
characterize exactly, we formulate the nearest two-obstacle approximation,
which is equivalent to considering correlated blocking for only the nearest two
obstacles from the target and assuming independent blocking for the remaining
obstacles. Based on this, we derive an approximate expression for the blind
spot probability, which helps determine the anchor deployment intensity needed
for the blind spot probability of a typical target to be at most a threshold,
.Comment: Submitted to IEEE Transactions on Wireless Communication