
The waveform optimisation problem in cognitive radar is non‐convex and will have sub‐optimal solutions when solved by the semi‐definite relaxation (SDR) technique. Here, a novel nature‐inspired waveform optimisation framework is proposed for range‐spread target detection in cognitive radar. First, the waveform optimisation problem is formulated using maximum a posteriori probability and Kalman filtering to estimate the target scattering coefficients. To solve this problem more accurately and efficiently, three nature‐inspired algorithms (modified particle swarm optimisation algorithm, Bat Algorithm, and Beetle Antennae Search algorithm), as a nature‐inspired waveform optimisation (NIWO) approach is proposed. It is demonstrated through computer simulations that the proposed NIWO approach significantly outperforms the SDR approach, showing a promising tool for waveform optimisation in cognitive radar.
search problems, cognitive radar, optimisation, probability, modified particle swarm optimisation algorithm, kalman filters, target scattering coefficients, object detection, novel nature-inspired waveform optimisation framework, waveform optimisation problem, range spread target detection, Engineering (General). Civil engineering (General), nature-inspired algorithms, nature-inspired waveform optimisation approach, beetle antennae search algorithm, antenna arrays, radar detection, range-spread target detection, TA1-2040, particle swarm optimisation, semidefinite relaxation technique
search problems, cognitive radar, optimisation, probability, modified particle swarm optimisation algorithm, kalman filters, target scattering coefficients, object detection, novel nature-inspired waveform optimisation framework, waveform optimisation problem, range spread target detection, Engineering (General). Civil engineering (General), nature-inspired algorithms, nature-inspired waveform optimisation approach, beetle antennae search algorithm, antenna arrays, radar detection, range-spread target detection, TA1-2040, particle swarm optimisation, semidefinite relaxation technique
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