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Southwest Research Institute and The University of Texas at San Antonio are collaborating to develop methods to detect pre-ignitions in real-time. The researchers will first use laboratory-grade sensors to obtain engine cylinder pressure data to identify normal and abnormal combustion events in hydrogen fueled engines. They will then use machine learning to identify signatures for the pre-ignition and normal cycles. 