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Bridge failures are a reality for states with aging infrastructure, including Pennsylvania. Ilgin Guler, Penn State assistant professor of civil and environmental engineering, recently compared statistical modeling and machine learning to monitor and forecast the conditions of bridge decks, the topmost surfaces of a bridge.