This research provides evidence that cravings are associated with individual patterns of arousal and are expressed differently in smokers and non-smokers. Patterns of physiologic arousal were identified for craving and tobacco use. This research supports the development of individual algorithms to predict tobacco use for tobacco cessation treatment.