A hybrid global-local optimization approach to phase-only array-pattern synthesis

Phased array magnitude/power-pattern synthesis is in general a nonconvex optimization problem which can exhibit a large number of local minima. This is often exacerbated by the addition of (nonconvex) magnitude constraints on the array weights. Practical large-scale design of such patterns requires both efficient local optimization to quickly identify candidate minima, and nonlocal (“global”) optimization to provide new starting points and evaluate the resulting minima to find a suitable, if not global, solution. Here we combine a very efficient constrained local formulation based on a weighted pattern-error metric with a parameterized heuristic method for generating initial array weights and a global method for searching over the parameter space. We additionally show that passband point-nulls, a common local-minima artifact, can be reliably detected early in the local optimization allowing for quick termination.

[1]  J. Puskely,et al.  Application of the Global Optimization Approaches to Planar Near-Field Antenna Phaseless Measurements , 2009 .

[2]  J. Agustín Zornoza,et al.  Efficient phase-only synthesis of contoured-beam patterns for very large reflectarrays: Research Articles , 2004 .

[3]  E. N. Fowle The design of FM pulse compression signals , 1964, IEEE Trans. Inf. Theory.

[4]  C. D. Perttunen,et al.  Lipschitzian optimization without the Lipschitz constant , 1993 .

[5]  J R Fienup,et al.  Phase retrieval algorithms: a comparison. , 1982, Applied optics.

[6]  Y. Rahmat-Samii,et al.  Phaseless planar near field measurements for scanned beams: difficulties, a hybrid solution and measured results , 2006, 2006 IEEE Antennas and Propagation Society International Symposium.

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

[8]  S. Das,et al.  Floating-point genetic algorithm for design of a reconfigurable antenna arrays by phase-only control , 2005, 2005 Asia-Pacific Microwave Conference Proceedings.

[9]  Lieven De Lathauwer,et al.  Unconstrained Optimization of Real Functions in Complex Variables , 2012, SIAM J. Optim..

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

[11]  A. Chakraborty,et al.  Determination of phase functions for a desired one-dimensional pattern , 1981 .

[12]  Jeffrey O. Coleman,et al.  Phase-only beam broadening in large transmit arrays using complex-weight gradient descent , 2013, 2013 IEEE International Symposium on Phased Array Systems and Technology.

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

[14]  J. Doye,et al.  Global Optimization by Basin-Hopping and the Lowest Energy Structures of Lennard-Jones Clusters Containing up to 110 Atoms , 1997, cond-mat/9803344.

[15]  Dan P. Scholnik,et al.  A Parameterized Pattern-Error Objective for Large-Scale Phase-Only Array Pattern Design , 2016, IEEE Transactions on Antennas and Propagation.

[16]  Giovanni Leone,et al.  On the local minima in phase reconstruction algorithms , 1996 .

[17]  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.

[18]  James R. Fienup,et al.  Phase-retrieval stagnation problems and solutions , 1986 .

[19]  D. Day Robust Phase-Only Nulling for Adaptive and Non-Adaptive Phased Arrays , 2007, 2007 Conference Record of the Forty-First Asilomar Conference on Signals, Systems and Computers.

[20]  M.A. Mitchell,et al.  Extreme Beam Broadening using Phase Only Pattern Synthesis , 2006, Fourth IEEE Workshop on Sensor Array and Multichannel Processing, 2006..

[21]  J. M. Moreno-Vega,et al.  Advanced Multi-start Methods , 2010 .

[22]  Donald A. Day Fast phase-only pattern nulling for large phased array antennas , 2009, 2009 IEEE Radar Conference.

[23]  L. I. Vaskelainen,et al.  Phase synthesis of conformal array antennas , 2000 .

[24]  Jorge Nocedal,et al.  On the limited memory BFGS method for large scale optimization , 1989, Math. Program..

[25]  Ovidio Mario Bucci,et al.  Power synthesis of conformal arrays by a generalised projection method , 1995 .