Abstract
This paper presents a preliminary study of a novel subspace-averaging direction of arrival estimation technique (SADE), which jointly utilizes both the noise and signal subspaces to estimate the direction of arrival (DOAs) instead of just the former in a wide range of Signal to Noise (SNR) scenarios. The work was carried out by exploiting the common noise subspace properties with a modified covariance matrix. To further reduce the computational load, this work employs a simple polynomial root solving technique to determine the DOAs. From the simulation results of varying snapshot values and under Additive White Gaussian Noise (AWGN), the SADE technique manages to attain 99.84% of the Cramer Rao Bound (CRB) at >15dB SNR. In addition, from the simulation of varying antenna array elements, when the number of elements is less than 8, the SADE technique performs with a Root Mean Squared Error (RMSE) of 9.5% of the true direction compared to 15.6% and 16.7% of root-MUSIC and ESPRIT respectively with the potential application such as in a low-cost intelligent transportation localization system that requires high DOA estimation accuracy without the need for high hardware costs.
| Original language | English |
|---|---|
| Title of host publication | 2021 6th International Conference on Signal and Image Processing, ICSIP 2021 |
| Publisher | Institute of Electrical and Electronics Engineers Inc. |
| Pages | 744-748 |
| Number of pages | 5 |
| ISBN (Electronic) | 9780738133737 |
| DOIs | |
| State | Published - 2021 |
| Externally published | Yes |
| Event | 6th International Conference on Signal and Image Processing, ICSIP 2021 - Nanjing, China Duration: 22 Oct 2021 → 24 Oct 2021 |
Publication series
| Name | 2021 6th International Conference on Signal and Image Processing, ICSIP 2021 |
|---|
Conference
| Conference | 6th International Conference on Signal and Image Processing, ICSIP 2021 |
|---|---|
| Country/Territory | China |
| City | Nanjing |
| Period | 22/10/21 → 24/10/21 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 11 Sustainable Cities and Communities
Keywords
- Antenna array
- DOA
- Direction of Arrival
- Snapshots
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