Simple Neural Model for Approximate Localization of Mobile Stochastic EM Sources with Variable Signal Level and Linear Trajectory in The Azimuthal Plane

Izdanje: Proceedings of The International Scientific Conference on Information Technology and Data Related Research Sinteza 2019

DOI: 10.15308/Sinteza-2019-184-188

Oblast: Advanced Computing and Cloud Computing

Stranice: 184-188

Apstrakt:
In this paper, a simple neural model is presented for approximate determina- tion of the angular position of stochastic radiation sources that move along the linear trajectory at azimuthal plane and whose incoming signal level fluctuates with the change of their position. The neural model is based on a multilayer perceptron network (MLP). In order to perform the localization of stochastic sources, the signals of these sources are sampled with a linear uniform antenna array, and then based on the output of the antenna sensor, spatial correlation matrix is formed, and at the end, the values of this matrix are input to the MLP network determining the angular positions of the source.
Ključne reči: Stochastic EM sources, DoA estimation, Neural networks, Neural model
Priložene datoteke:
  • 184-188 ( veličina: 790,69 KB, broj pregleda: 305 )
Kategorije objave: Radovi na konferenciji Sinteza 2019, Novi Sad, Srbija Radovi sa konferencija

Preuzimanje citata:

BibTeX format 
@article{article,
  author  = {I. Milovanović, Z. Stanković, N. Dončov and B. Milovanović}, 
  title   = {Simple Neural Model for Approximate Localization of Mobile Stochastic EM Sources with Variable Signal Level and Linear Trajectory in The Azimuthal Plane},
  journal = {Proceedings of The International Scientific Conference on Information Technology and Data Related Research Sinteza 2019},
  year    = 2019,
  pages   = {184-188},
  doi     = {10.15308/Sinteza-2019-184-188}
}
RefWorks Tagged format 
RT Conference Proceedings
A1 Ivan Milovanović
A1 Zoran Stanković
A1 Nebojša Dončov
A1 Bratislav Milovanović
T1 Simple Neural Model for Approximate Localization of Mobile Stochastic EM Sources with Variable Signal Level and Linear Trajectory in The Azimuthal Plane
AD Univerzitet Singidunum, Beograd, Beograd, Srbija
YR 2019
NO doi: 10.15308/Sinteza-2019-184-188
Unapred formatirani prikaz citata
I. Milovanović, Z. Stanković, N. Dončov and B. Milovanović, Simple Neural Model for Approximate Localization of Mobile Stochastic EM Sources with Variable Signal Level and Linear Trajectory in The Azimuthal Plane, Univerzitet Singidunum, Beograd, 2019, doi:10.15308/Sinteza-2019-184-188