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The recognition of multi-frequency radar backscatter of non-cooperative aerospace targets, using feedforward neural networks, is investigated. Experiments are conducted on the complex backscatter of three model aircraft, measured in a compact range. For recognition, both down-range profiles (1-D) and ISAR (2-D) images of the targets are considered and features for both these representations are introduced...