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A Coordinate-Descent Framework to Design Low PSL/ISL Sequences
210
Citations
31
References
2017
Year
Mathematical ProgrammingNumerical AnalysisCoordinate-descent FrameworkLarge-scale Global OptimizationEngineeringConstrained OptimizationStructural OptimizationUnconstrained OptimizationOptimal System DesignPhase SequencesHardware Description LanguageParallel ComputingLinear OptimizationContinuous OptimizationComputer EngineeringLarge Scale OptimizationDiscrete Phase ConstraintInverse ProblemsComputer ScienceSignal ProcessingLogic SynthesisAutocorrelation PropertiesOptimization ProblemParallel Programming
This paper is focused on the design of phase sequences with good (aperiodic) autocorrelation properties in terms of peak sidelobe level and integrated sidelobe level. The problem is formulated as a biobjective Pareto optimization forcing either a continuous or a discrete phase constraint at the design stage. An iterative procedure based on the coordinate descent method is introduced to deal with the resulting optimization problems that are nonconvex and NP-hard in general. Each iteration of the devised method requires the solution of a nonconvex min-max problem. It is handled either through a novel bisection or an FFT-based method respectively for the continuous and the discrete phase constraint. Additionally, a heuristic approach to initialize the procedures employing the l <sub xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">p</sub> -norm minimization technique is proposed. Simulation results illustrate that the proposed methodologies can outperform some counterparts providing sequences with good autocorrelation features especially in the discrete phase/binary case.
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