National Natural Science Foundation of China (No.61201381, No.61401513);General Program supported by China Postdoctoral Science Foundation (No.2016M592989);Excellent Youth Fund of Information Engineering University (No.2016603201);Independent Research Fund of Information Engineering University (No.2016600701);Research Projects Within a Department (No.2015201001, No.2015502801, No.2015205901)
WANG Ding, WU Zhi-dong, YIN Jie-xin. A Performance Analysis and Improvement Algorithm for Multiple-Source Direct Localization with Known Signal Waveforms[J]. Acta Electronica Sinica, 2017, 45(12): 2881-2889.
DOI:
WANG Ding, WU Zhi-dong, YIN Jie-xin. A Performance Analysis and Improvement Algorithm for Multiple-Source Direct Localization with Known Signal Waveforms[J]. Acta Electronica Sinica, 2017, 45(12): 2881-2889. DOI: 10.3969/j.issn.0372-2112.2017.12.008.
A Performance Analysis and Improvement Algorithm for Multiple-Source Direct Localization with Known Signal Waveforms
Compared to the conventional two-step (including direction finding and position estimation) localization mechanism
the direct position determination (DPD) approach presented by Weiss and Amar has lower estimation errors and stronger resolution capability.Moreover
this technique provides a more convenient way to incorporate the signal waveform information.In this paper
the theoretical performance of the DPD algorithm presented by Weiss and Amar (called Weiss-Amar algorithm) is studied analytically.The asymptotical consistency is proved and the closed-form expression of the estimation variance is derived based on the error perturbation analysis method.It is also noted that the localization accuracy of this algorithm will decrease if the signals are correlated with each other.In order to solve this problem
an improved DPD algorithm is proposed for the case of known waveforms.In the new algorithm
the position parameters of all targets are considered as a whole to be estimated by using the alternating projection iteration.The performance improvement compared to the Weiss-Amar algorithm is remarkable for correlated signals.Furthermore
the Cramr-Rao bound (CRB) on the direct position estimation in presence of known waveforms is also deduced.Simulation results corroborate the effectiveness of the theoretical analysis and the advantage of the proposed algorithm.