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This work presents a multi-feature fusion neural network (MSFN) comprised of two inception layer-type multiple channel networks (MCN) for both inner-sensor and cross-sensor feature fusion and a deep residual neural network (ResNet) for accurate grease life prediction and bearings health monitoring.