Optimization of Sparse Planar Arrays with Minimum Spacing and Geographic Constraints in Smart Ocean Applications

Sparse arrays can fix array aperture with a reduced number of elements to maintain resolution while reducing cost. However, grating lobe suppression, high peak side-lobe level reduction (PSLL), and constraints on the location of the array elements in the practical deployment of arrays are challenging problems. Based on simulated annealing, the element locations of a sparse planar array in smart ocean applications with minimum spacing and geographic constraints are optimized in this paper by minimizing the sum of PSLL. The robustness of the deployment-optimized spare planar array with mis-calibration is further considered. Numerical simulations show the effectiveness of the proposed solution.

[1]  Deanelle T. Symonds,et al.  Fish Population and Behavior Revealed by Instantaneous Continental Shelf-Scale Imaging , 2006, Science.

[2]  Wei Yi,et al.  Coherent unambiguous transmit for sparse linear array with geography constraint , 2017 .

[3]  Guangjie Han,et al.  Probabilistic Neighborhood-Based Data Collection Algorithms for 3D Underwater Acoustic Sensor Networks , 2017, Sensors.

[4]  Ning Ma,et al.  Efficient method to determine diagonal loading value , 2003, 2003 IEEE International Conference on Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03)..

[5]  Matthew B. Hawes,et al.  Compressive sensing-based approach to the design of linear robust sparse antenna arrays with physical size constraint , 2014 .

[6]  Hongguang Ma,et al.  An Asymmetric Mapping Method for the Synthesis of Sparse Planar Arrays , 2018, IEEE Antennas and Wireless Propagation Letters.

[7]  Wei Huang,et al.  Detection, Localization and Classification of Multiple Mechanized Ocean Vessels over Continental-Shelf Scale Regions with Passive Ocean Acoustic Waveguide Remote Sensing , 2018, Remote. Sens..

[8]  S. R. Broadstone,et al.  Sparse array technology for 3‐D sonar imaging systems , 1999 .

[9]  Yan Wang,et al.  Localization Algorithms in Large-Scale Underwater Acoustic Sensor Networks: A Quantitative Comparison , 2014, Int. J. Distributed Sens. Networks.

[10]  Kesong Chen,et al.  Synthesis of Sparse Planar Arrays Using Modified Real Genetic Algorithm , 2007, IEEE Transactions on Antennas and Propagation.

[11]  V. Murino,et al.  Stochastic optimization of linear sparse arrays , 1999 .

[12]  Marco Crocco,et al.  Passive underwater imaging through optimized planar arrays of hydrophones , 2014, 2014 Oceans - St. John's.

[13]  Shefeng Yan,et al.  Pattern synthesis of sparse linear array by off-grid Bayesian compressive sampling , 2015 .

[14]  C. Christodoulou,et al.  Linear array geometry synthesis with minimum sidelobe level and null control using particle swarm optimization , 2005, IEEE Transactions on Antennas and Propagation.

[15]  Jukka Corander,et al.  Orthogonal parallel MCMC methods for sampling and optimization , 2015, Digit. Signal Process..

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

[17]  Heng Liu,et al.  Synthesis of Sparse Planar Arrays Using Matrix Mapping and Differential Evolution , 2016, IEEE Antennas and Wireless Propagation Letters.

[18]  Yilong Lu,et al.  Sidelobe reduction in array-pattern synthesis using genetic algorithm , 1997 .

[19]  Wei Huang,et al.  Continental Shelf-Scale Passive Acoustic Detection and Characterization of Diesel-Electric Ships Using a Coherent Hydrophone Array , 2017, Remote. Sens..

[20]  Wei Liu,et al.  Location Optimization of Robust Sparse Antenna Arrays With Physical Size Constraint , 2012, IEEE Antennas and Wireless Propagation Letters.

[21]  Shao Ying Huang,et al.  Synthesis of Planar Sparse Arrays With Minimum Spacing Constraint , 2018, IEEE Antennas and Wireless Propagation Letters.

[22]  K. Steiglitz,et al.  Adaptive step size random search , 1968 .

[23]  Susanto Rahardja,et al.  An improved genetic algorithm for aperiodic array synthesis , 2008, 2008 IEEE International Conference on Acoustics, Speech and Signal Processing.

[24]  Randy L. Haupt,et al.  Thinned arrays using genetic algorithms , 1993, Proceedings of IEEE Antennas and Propagation Society International Symposium.

[25]  Kenneth B. Salomon An efficient point-in-polygon algorithm , 1978 .

[26]  Michael D. Zoltowski,et al.  Direction-finding with sparse rectangular dual-size spatial invariance array , 1998 .

[27]  Daniel Busby,et al.  Hierarchical adaptive experimental design for Gaussian process emulators , 2009, Reliab. Eng. Syst. Saf..

[28]  Marco Donald Migliore,et al.  Synthesis of Large Sparse Arrays Using IDEA (Inflating-Deflating Exploration Algorithm) , 2018, IEEE Transactions on Antennas and Propagation.

[29]  Honggang Zhang,et al.  Target Tracking Using SePDAF under Ambiguous Angles for Distributed Array Radar , 2016, Sensors.

[30]  T. K. Bhattacharyya,et al.  Position Mutated Hierarchical Particle Swarm Optimization and its Application in Synthesis of Unequally Spaced Antenna Arrays , 2012, IEEE Transactions on Antennas and Propagation.

[31]  C. D. Gelatt,et al.  Optimization by Simulated Annealing , 1983, Science.

[32]  William S. Hodgkiss,et al.  Diversity combining for long-range acoustic communication in deep water using a towed array , 2012 .

[33]  Hui Li,et al.  Two-dimensional DOA estimation algorithm with co-prime array via sparse representation , 2015 .

[34]  Jorge Vicent,et al.  Automatic emulator and optimized look-up table generation for radiative transfer models , 2017, 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

[35]  Delin Wang,et al.  Angular Resolution Enhancement Provided by Nonuniformly-Spaced Linear Hydrophone Arrays in Ocean Acoustic Waveguide Remote Sensing , 2017, Remote. Sens..

[36]  Robert J. Mailloux,et al.  Phased Array Antenna Handbook , 1993 .

[37]  Guangjie Han,et al.  Localization Algorithms of Underwater Wireless Sensor Networks: A Survey , 2012, Sensors.