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The ability of cognition and recognition for complex environment is very important for a real autonomous robot. A new scene analysis method using kernel principal component analysis (PCA) for mobile robot based on multi-sonar-ranger data is put forward. The principle of classification by principal component analysis (PCA), Kernel-PCA, and the BP neural(More)
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