TY - JOUR
T1 - Location-Aware Beamforming for MIMO-Enabled UAV Communications: An Unknown Input Observer Approach
AU - Mohammadi, Alireza
AU - Rahmati, Mehdi
AU - Malik, Hafiz
PY - 2022/4/15
Y1 - 2022/4/15
N2 - Numerous communications and networking challenges prevent deploying unmanned aerial vehicles (UAVs) in extreme environments where the existing wireless technologies are mainly ground-focused; and, as a consequence, the air-to-air channel for UAVs is not fully covered. In this paper, we address the crucial problem of beamforming in the UAV-based communications by utilizing a spatial estimation algorithm, which relies on the theory of observers in the control systems literature. The proposed spatial estimation algorithm relies on using a delay-tolerant observer-based predictor, which can accurately predict the positions of the target UAVs in the presence of uncertainties due to factors such as wind gust. The solution, which uses discrete-time unknown input observers (UIOs), reduces the joint target detection and communication complication notably by operating on the same device and performs reliably in the presence of channel blockage and interference. The effectiveness of the proposed approach is demonstrated using simulation results.
AB - Numerous communications and networking challenges prevent deploying unmanned aerial vehicles (UAVs) in extreme environments where the existing wireless technologies are mainly ground-focused; and, as a consequence, the air-to-air channel for UAVs is not fully covered. In this paper, we address the crucial problem of beamforming in the UAV-based communications by utilizing a spatial estimation algorithm, which relies on the theory of observers in the control systems literature. The proposed spatial estimation algorithm relies on using a delay-tolerant observer-based predictor, which can accurately predict the positions of the target UAVs in the presence of uncertainties due to factors such as wind gust. The solution, which uses discrete-time unknown input observers (UIOs), reduces the joint target detection and communication complication notably by operating on the same device and performs reliably in the presence of channel blockage and interference. The effectiveness of the proposed approach is demonstrated using simulation results.
KW - Delay-tolerant observer
KW - joint sensing and communications
KW - mmWave communications
KW - UAV network
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U2 - 10.1109/JSEN.2022.3157555
DO - 10.1109/JSEN.2022.3157555
M3 - Article
SN - 1530-437X
VL - 22
SP - 8206
EP - 8215
JO - IEEE Sensors Journal
JF - IEEE Sensors Journal
IS - 8
ER -