Acceleration of Gradient-Based Algorithms for Array Antenna Synthesis With Far-Field or Near-Field Constraints

This paper presents a technique for the acceleration of gradient-based algorithms that employ finite differences in the calculation of the gradient for the optimization of array antennas. It is based on differential contributions, which takes advantage of the fact that when an array is optimized, each element is analyzed independently of the rest. Thus, the computation of the gradient of the cost function, which is typically the most time-consuming operation of the algorithm, can be accelerated. A time cost study is presented and the technique is implemented, as an example, in the generalized intersection approach algorithm for array optimization in near and far fields. Several syntheses are performed to assess the improvement of this technique. In the far field, it is compared with periodic and aperiodic arrays using different approaches for the computation of the gradient, including the analytic derivative. A reflectarray is also optimized in the near field with the goal of improving its quiet zone. The technique of differential contributions shows the important reductions in the time per iteration in all three syntheses, especially in that of aperiodic arrays and near-field optimization, where the time saved in the evaluation of the gradient is greater than 99%.

[1]  J.M. Johnson,et al.  Genetic algorithm optimization and its application to antenna design , 1994, Proceedings of IEEE Antennas and Propagation Society International Symposium and URSI National Radio Science Meeting.

[2]  T. A. Metzler,et al.  Analysis of a reflectarray antenna using microstrip patches of variable size , 1993 .

[3]  Fernando Las-Heras,et al.  Fast and Accurate Modeling of Dual-Polarized Reflectarray Unit Cells Using Support Vector Machines , 2018, IEEE Transactions on Antennas and Propagation.

[4]  Fernando Las-Heras,et al.  An Efficient Calculation of the Far Field Radiated by Non-Uniformly Sampled Planar Fields Complying Nyquist Theorem , 2015, IEEE Transactions on Antennas and Propagation.

[5]  P. Woodward,et al.  A method of calculating the field over a plane aperture required to produce a given polar diagram , 1946 .

[6]  Fernando Las-Heras,et al.  Improved Reflectarray Phase-Only Synthesis Using the Generalized Intersection Approach with Dielectric Frame and First Principle of Equivalence , 2017 .

[7]  Fernando Las Heras Andres,et al.  Experimental Validation of Linear Aperiodic Array for Grating Lobe Suppression , 2012 .

[8]  Giorgio Franceschetti,et al.  Intersection approach to array pattern synthesis , 1990 .

[9]  Domenick Barbiere A Method for Calculating the Current Distribution of Tschebyscheff Arrays , 1952, Proceedings of the IRE.

[10]  A. Chakraborty,et al.  Beam shaping using nonlinear phase distribution in a uniformly spaced array , 1982 .

[11]  Changhua Wan,et al.  Efficient computation of generalized scattering matrix for analyzing multilayered periodic structures , 1995 .

[12]  Giuseppe D'Elia,et al.  Antenna pattern synthesis: a new general approach , 1994, Proc. IEEE.

[13]  Jesus A. Lopez-Fernandez,et al.  Near field multifocusing on antenna arrays via non-convex optimisation , 2014 .

[14]  Atef Z. Elsherbeni,et al.  Design of Single-Feed Reflectarray Antennas With Asymmetric Multiple Beams Using the Particle Swarm Optimization Method , 2013, IEEE Transactions on Antennas and Propagation.

[15]  D.H. Werner,et al.  Particle swarm optimization versus genetic algorithms for phased array synthesis , 2004, IEEE Transactions on Antennas and Propagation.

[16]  Slawomir Koziel,et al.  Robust microwave design optimization using adjoint sensitivity and trust regions , 2012 .

[17]  R. A. Birgenheier,et al.  Method of Conjugate Gradients for Antenna Pattern Synthesis , 1971 .

[18]  Zhiqin Zhao,et al.  Antenna Array Beam Pattern Synthesis Based on Trust Region Method , 2014, 2014 IEEE 17th International Conference on Computational Science and Engineering.

[19]  G. Panariello,et al.  Reconfigurable arrays by phase-only control , 1989, Digest on Antennas and Propagation Society International Symposium.

[20]  L. J. Langston Note on Antenna Pattern Synthesis Using Numerical Iterative Methods , 1970 .

[21]  Giovanni Toso,et al.  Fast, Phase-Only Synthesis of Aperiodic Reflectarrays Using NUFFTs and CUDA , 2016 .

[22]  Dan P. Scholnik,et al.  A hybrid global-local optimization approach to phase-only array-pattern synthesis , 2015, 2015 IEEE Radar Conference (RadarCon).

[23]  J. Zapata,et al.  Generalized-scattering-matrix analysis of a class of finite arrays of coupled antennas by using 3-D FEM and spherical mode expansion , 2005, IEEE Transactions on Antennas and Propagation.

[24]  Mohamed H. Bakr,et al.  Antenna design exploiting adjoint sensitivity-based geometry evolution , 2013 .

[25]  Giuseppe D'Elia,et al.  Fast phase-only synthesis of conformal reflectarrays , 2010 .

[26]  J. Nourinia,et al.  Efficient, Accurate and Scalable Reflectarray Phase-Only Synthesis Based on the Levenberg-Marquardt Algorithm , 2015 .

[27]  Slawomir Koziel,et al.  Fast EM-Driven Size Reduction of Antenna Structures by Means of Adjoint Sensitivities and Trust Regions , 2015, IEEE Antennas and Wireless Propagation Letters.

[28]  Fernando Las-Heras,et al.  GENERAL NEAR FIELD SYNTHESIS OF REFLECTARRAY ANTENNAS FOR THEIR USE AS PROBES IN CATR , 2017 .

[29]  P. Robustillo,et al.  ANN Characterization of Multi-Layer Reflectarray Elements for Contoured-Beam Space Antennas in the Ku-Band , 2012, IEEE Transactions on Antennas and Propagation.

[30]  M. J. Mismar,et al.  Phase-Only Control for Antenna Pattern Synthesis of Linear Arrays Using the Levenberg-Marquardt Algorithm , 2004 .

[31]  Fernando Las-Heras,et al.  Efficient Crosspolar Optimization of Shaped-Beam Dual-Polarized Reflectarrays Using Full- Wave Analysis for the Antenna Element Characterization , 2017, IEEE Transactions on Antennas and Propagation.

[32]  Erik Jorgensen,et al.  Direct Optimization of Printed Reflectarrays for Contoured Beam Satellite Antenna Applications , 2013, IEEE Transactions on Antennas and Propagation.

[33]  Veysel Demir,et al.  Adjoint Sensitivity Analysis of High Frequency Structures with MATLAB , 2017 .

[34]  Fernando Las-Heras,et al.  Design, Manufacture, and Measurement of a Low-Cost Reflectarray for Global Earth Coverage , 2016, IEEE Antennas and Wireless Propagation Letters.

[35]  Jon P. Webb,et al.  Design sensitivities for scattering-matrix calculation with tetrahedral edge elements , 2000 .

[36]  J. Agustín Zornoza,et al.  Efficient phase‐only synthesis of contoured‐beam patterns for very large reflectarrays , 2004 .