1. An industrial automation system comprising: an automation device; one or more sensors configured to measure operational parameters of the industrial automation system; and a control system communicatively coupled to the automation device and the one or more sensors, wherein: the control system comprises: a feature extraction block configured to determine extracted features by transforming process data determined based at least in part on the operational parameters measured by the one or more sensors during operation of the industrial automation system based at least in part on feature extraction parameters; a feature selection block configured to determine selected features by selecting a subset of the extracted features based at least in part on feature selection parameters, wherein the selected features are expected to be representative of the operation of the industrial automation process and the feature selection parameters are adjustable to facilitate increasing distance between operational state categories in a feature space; and a clustering block configured to determine a first expected operational state of the industrial automation system by mapping the selected features into the feature space based at least in part on clustering parameters; and the control system is configured to control operation of the industrial automation system by instructing the automation device to perform a control action based at least in part on the first expected operational state of the industrial automation system.