The effects of alloying elements on the interface between CNT and Al are revealed.
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The chemical bonding is detected between CNT and Al substrate doped with Sc and Ti.
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Bonding character is not fully reflected by the interfacial binding energy (Eb).
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Interaction potential energy and restructuring energy competitively affect the Eb.
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