TY - GEN
T1 - High-Resolution One-Bit Direct Position Determination of Narrowband Gaussian Emitters
AU - Weiss, Amir
N1 - Publisher Copyright: © 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - The direct position determination (DPD) approach has been shown to be superior to alternative (two-steps) indirect methods for emitter localization in terms of the resulting accuracy. However, its requirement of joint raw data processing from all receiving non-co-located sensor arrays in different base stations results in one of its main drawbacks-that (all the) raw data be transferred to a common processor. To alleviate the communication requirements between the base stations, it has been recently proposed to use a coarsely quantized version of the raw data, specifically with one-bit-per-sample quantized measurements, for which the One-Bit DPD (OBDPD) method was developed. While OBDPD significantly reduces the requirements on the communication links between the base stations, similarly to classical DPD, it typically suffers from (substantially) degraded localization accuracy when multiple emitters are present in the area of interest. To tackle this limitation, we propose high-resolution OBDPD (HROBDPD), which is similar in nature to OBDPD, but with a minimum variance distortionless response approach. Despite the one-bit-per-sample quantization, HROB-DPD yields favorable spatial heat maps for the multiple-emitters case, thus leading to enhanced localization. Simulation results demonstrate the improved performance of HROBDPD relative to OBDPD in a scenario with more than a single emitter.
AB - The direct position determination (DPD) approach has been shown to be superior to alternative (two-steps) indirect methods for emitter localization in terms of the resulting accuracy. However, its requirement of joint raw data processing from all receiving non-co-located sensor arrays in different base stations results in one of its main drawbacks-that (all the) raw data be transferred to a common processor. To alleviate the communication requirements between the base stations, it has been recently proposed to use a coarsely quantized version of the raw data, specifically with one-bit-per-sample quantized measurements, for which the One-Bit DPD (OBDPD) method was developed. While OBDPD significantly reduces the requirements on the communication links between the base stations, similarly to classical DPD, it typically suffers from (substantially) degraded localization accuracy when multiple emitters are present in the area of interest. To tackle this limitation, we propose high-resolution OBDPD (HROBDPD), which is similar in nature to OBDPD, but with a minimum variance distortionless response approach. Despite the one-bit-per-sample quantization, HROB-DPD yields favorable spatial heat maps for the multiple-emitters case, thus leading to enhanced localization. Simulation results demonstrate the improved performance of HROBDPD relative to OBDPD in a scenario with more than a single emitter.
KW - Array processing
KW - beamforming
KW - direct position determination
KW - emitter localization
KW - minimum variance distortionless response (MVDR)
KW - one-bit quantization
UR - http://www.scopus.com/inward/record.url?scp=105002690723&partnerID=8YFLogxK
U2 - 10.1109/ieeeconf60004.2024.10942891
DO - 10.1109/ieeeconf60004.2024.10942891
M3 - منشور من مؤتمر
T3 - Conference Record - Asilomar Conference on Signals, Systems and Computers
SP - 1745
EP - 1749
BT - Conference Record of the 58th Asilomar Conference on Signals, Systems and Computers, ACSSC 2024
A2 - Matthews, Michael B.
PB - IEEE Computer Society
T2 - 58th Asilomar Conference on Signals, Systems and Computers, ACSSC 2024
Y2 - 27 October 2024 through 30 October 2024
ER -