Monitoring linear antenna arrays using an exponentially weighted moving average-based fault detection scheme

Fouzi Harrou, Mohamed Nounou

Research output: Contribution to journalArticle

29 Citations (Scopus)

Abstract

The evolution of modern wireless communications systems has dramatically increased the demand for antenna arrays. An antenna array with certain radiation characteristics is often desired. However, the actual radiation pattern of an antenna array changes when faults are introduced in the array. In this paper a statistical fault detection methodology based on the exponentially weighted moving average (EWMA) control scheme is proposed to detect possible faulty radiation patterns in linear antenna arrays. The proposed method detects the faults based on deviation in the radiation pattern from the desired ones. The difference between synthesized radiation pattern obtained using the Minimax algorithm and the measured pattern can be used as an indicator about the existence or absence of faults. To assess the fault detection abilities of the EWMA control scheme, three case studies are considered, one involving a complete failure in one element in the array, one involving partial failure in two elements, and one involving degradation caused by random noise due to interference and other factors. The simulation results for all cases show the effectiveness of the proposed EWMA fault detection method.

Original languageEnglish
Pages (from-to)433-443
Number of pages11
JournalSystems Science and Control Engineering
Volume2
Issue number1
DOIs
Publication statusPublished - 1 Jan 2014

Fingerprint

Exponentially Weighted Moving Average
Antenna Arrays
Linear Array
Fault Detection
Antenna arrays
Fault detection
Radiation
Monitoring
Directional patterns (antenna)
Fault
Random Noise
Communication systems
Minimax
Wireless Communication
Communication Systems
Degradation
Deviation
Interference
Partial
Methodology

Keywords

  • EWMA control scheme
  • Linear antenna arrays
  • Monitoring
  • Radiation pattern
  • Statistical fault detection

ASJC Scopus subject areas

  • Artificial Intelligence
  • Control and Systems Engineering
  • Control and Optimization

Cite this

Monitoring linear antenna arrays using an exponentially weighted moving average-based fault detection scheme. / Harrou, Fouzi; Nounou, Mohamed.

In: Systems Science and Control Engineering, Vol. 2, No. 1, 01.01.2014, p. 433-443.

Research output: Contribution to journalArticle

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