We develop an online process monitoring method for ultrasonic welding of lithium-ion batteries.. The proposed monitoring algorithm aims to achieve near-zero misdetection to ensure weld quality.. False alarm rate is also maintained at a relatively low level to reduce unnecessary manual inspection.. The monitoring algorithm is developed …