Improved Antenna Array Adaptive Beamforming with Low Side Lobe Level Using a Novel Adaptive Invasive Weed Optimization Method

An improved adaptive beamforming technique of antenna arrays is introduced. The technique is implemented by using a novel Invasive Weed Optimization (IWO) variant called Adaptive Dispersion Invasive Weed Optimization (ADIWO) where the seeds produced by a weed are dispersed in the search space with standard deviation specifled by the fltness value of the weed. The adaptive seed dispersion makes the ADIWO converge faster than the conventional IWO. This behavior is verifled by applying both the ADIWO and the conventional IWO on well-known test functions. The ADIWO method is utilized here as an adaptive beamformer that makes a uniform linear antenna array steer the main lobe towards the direction of arrival (DoA) of a desired signal, form nulls towards the respective DoA of several interference signals and achieve low side lobe level (SLL). The proposed ADIWO based beamformer is compared to a Particle Swarm Optimization (PSO) based beamformer and a well known beamforming method called Minimum Variance Distortionless Response (MVDR). Several cases have been studied with difierent number of interference signals and difierent power level of additive zero-mean Gaussian noise. The results show that the ADIWO provides su-cient steering ability regarding the main lobe and the nulls, works faster than the PSO and achieves better SLL than the PSO and MVDR.

[1]  Michael T. Chryssomallis,et al.  Smart antennas , 2000 .

[2]  J. L. Xie,et al.  A FAST DOA ESTIMATION ALGORITHM FOR UNIFORM CIRCULAR ARRAYS IN THE PRESENCE OF UNKNOWN MUTUAL COUPLING , 2011 .

[3]  Josef A. Nossek,et al.  Smart antennas , 2001, Eur. Trans. Telecommun..

[4]  Zaharias D. Zaharis,et al.  A Novel Adaptive Beamforming Technique Applied on Linear Antenna Arrays Using Adaptive Mutated Boolean PSO , 2011 .

[5]  Ahmed Najah Jabbar,et al.  A NOVEL ULTRA-FAST ULTRA-SIMPLE ADAPTIVE BLIND BEAMFORMING ALGORITHM FOR SMART ANTENNA ARRAYS , 2011 .

[6]  Min-Hui Ho,et al.  A NOVEL SMART UWB ANTENNA ARRAY DESIGN BY PSO , 2010 .

[7]  D. Kajfez,et al.  Antenna Array Optimization Using Dipole Models for MIMO Applications , 2011, IEEE Transactions on Antennas and Propagation.

[8]  Alireza Mallahzadeh,et al.  DESIGN OF AN E-SHAPED MIMO ANTENNA USING IWO ALGORITHM FOR WIRELESS APPLICATION AT 5.8 GHZ , 2009 .

[9]  Swagatam Das,et al.  Design of Non-Uniform Circular Antenna Arrays Using a Modified Invasive Weed Optimization Algorithm , 2011, IEEE Transactions on Antennas and Propagation.

[10]  C. Lucas,et al.  A novel numerical optimization algorithm inspired from weed colonization , 2006, Ecol. Informatics.

[11]  F. M. Monavar,et al.  Bandwidth Enhancement of Microstrip Patch Antenna Using Jerusalem Cross-Shaped Frequency Selective Surfaces by Invasive Weed Optimization Approach , 2011 .

[12]  Carlos A. Coello Coello,et al.  A comparative study of differential evolution variants for global optimization , 2006, GECCO.

[13]  Ponnuthurai Nagaratnam Suganthan,et al.  ROBUST ADAPTIVE BEAMFORMING BASED ON COVARIANCE MATRIX RECONSTRUCTION FOR LOOK DIRECTION MISMATCH , 2011 .

[14]  Yuhui Shi,et al.  Particle swarm optimization: developments, applications and resources , 2001, Proceedings of the 2001 Congress on Evolutionary Computation (IEEE Cat. No.01TH8546).

[15]  Yide Wang,et al.  Combined ESPRIT-Rootmusic for DOA-DOD Estimation in Polarimetric Bistatic MIMO Radar , 2011 .

[16]  Leonardo Lizzi,et al.  Exploitation of Parasitic Smart Antennas in Wireless Sensor Networks , 2010 .

[17]  F. Gross Smart Antennas for Wireless Communications: With MATLAB , 2005 .

[18]  Jinkuan Wang,et al.  Robust Mvdr Beamformer for Nulling Level Control via Multi-Parametric Quadratic Programming , 2011 .

[19]  Mahnaz Roshanaei,et al.  Adaptive beamforming using a novel numerical optimisation algorithm , 2009 .

[20]  Vincenzo Galdi,et al.  Evaluation of a Neural-Network-Based adaptive Beamforming Scheme with Magnitude-Only Constraints , 2009 .

[21]  Fahim Aziz Umrani,et al.  Effect of Steering Error Vector and Angular Power Distributions on Beamforming and Transmit Diversity Systems in Correlated Fading Channel , 2010 .

[22]  A.A. Kishk,et al.  Invasive Weed Optimization and its Features in Electromagnetics , 2010, IEEE Transactions on Antennas and Propagation.

[23]  Hoi-Shun Lui,et al.  Effective Mutual Coupling Compensation for Direction-of-Arrival Estimations using a New, Accurate Determination Method for the Receiving Mutual Impedance , 2010 .

[24]  Ponnuthurai Nagaratnam Suganthan,et al.  A Differential Evolution Approach for Robust Adaptive Beamforming Based on Joint Estimation of Look Direction and Array Geometry , 2011 .

[25]  Junli Liang,et al.  Two L-Shaped Array-Based 2-D DOAs Estimation in the Presence of Mutual Coupling , 2011 .

[26]  Renbiao Wu,et al.  A Novel Diagonal Loading Method for Robust Adaptive Beamforming , 2011 .

[27]  Hao Ling,et al.  Direction of Arrival Estimation of Humans with a Small Sensor Array Using an Artificial Neural Network , 2011 .

[28]  Martin Glavin,et al.  TRANSMITTER-GROUPING ROBUST CAPON BEAM- FORMING FOR BREAST CANCER DETECTION , 2010 .

[29]  K. Pister,et al.  Application of the Newton Method to Improve the Accuracy of Toa Estimation with the Beamforming Algorithm and the MUSIC Algorithm , 2011 .

[30]  G.-M. Park,et al.  Doa Resolution Enhancement of Coherent Signals Via Spatial Averaging of Virtually Expanded Arrays , 2010 .

[31]  Ponnuthurai Nagaratnam Suganthan,et al.  NEAR OPTIMAL ROBUST ADAPTIVE BEAMFORMING APPROACH BASED ON EVOLUTIONARY ALGORITHM , 2011 .

[32]  Ajith Abraham,et al.  Circular antenna array synthesis with a Differential Invasive Weed Optimization algorithm , 2010, 2010 10th International Conference on Hybrid Intelligent Systems.

[33]  P. Stoica,et al.  Robust Adaptive Beamforming , 2013 .

[34]  Martin Glavin,et al.  Data Independent Radar Beamforming Algorithms for Breast Cancer Detection , 2010 .

[35]  A. Mallahzadeh,et al.  Application of the Invasive Weed Optimization Technique for Antenna Configurations , 2008 .

[36]  Feng Yang,et al.  DOA Estimation with Sub-Array Divided Technique and Interporlated ESPRIT Algorithm on a Cylindrical Conformal Array Antenna , 2010 .

[37]  Henry Cox,et al.  Robust adaptive beamforming , 2005, IEEE Trans. Acoust. Speech Signal Process..