| CPC H01M 10/4285 (2013.01) [G01R 31/367 (2019.01); G01R 31/54 (2020.01); H01M 10/482 (2013.01)] | 19 Claims |

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1. An apparatus for testing battery cells connected in a battery pack, the apparatus comprising:
a signal generator configured to apply a signal to the battery pack, wherein the battery pack comprises a plurality of battery modules, individual battery modules including at least one battery cell, the plurality of battery modules and battery cells being electrically coupled to a conducting bridge, wherein the conducting bridge includes a bus bar operable to support signal propagation to specific measurement points;
a DC block coupled to the signal generator and configured to pass the signal while isolating high-DC voltages from the battery pack;
a probe selection component electrically coupled to a plurality of measurement components, individual measurement components operable to electrically couple to measurement points on the battery pack; and
a digital signal processing component configured to:
determine a signature of a reflected signal obtained at one of the plurality of measurement points, the reflected signal being associated with signal parameters,
calculate a difference between the signature and a stored signature for the measurement point to generate a difference value;
compare the difference value to a threshold;
classify the reflected signal, wherein classification includes applying a trained model to identify deviations from a baseline signature, the trained model being operable to analyze expected signal data obtained from measurement points of a baseline battery pack; and
determine a continuity defect and a location of the continuity defect, wherein the location is determined by applying frequency-domain reflectometry and a fast Fourier transform technique to determine an electrical distance and distance-to-fault value.
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