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Data Augmentation to Reduce Computational Complexity of Neural-Network-Based Soft-Failure Cause Identifier | IEEE Conference Publication | IEEE Xplore

Data Augmentation to Reduce Computational Complexity of Neural-Network-Based Soft-Failure Cause Identifier


Abstract:

We investigated data augmentation to train neural networks (NNs) for soft-failure cause identification, demonstrating its impacts on NN complexity. Results indicate up to...Show More

Abstract:

We investigated data augmentation to train neural networks (NNs) for soft-failure cause identification, demonstrating its impacts on NN complexity. Results indicate up to 68% reduction in the computational complexity of NN for each inference.
Date of Conference: 05-09 March 2023
Date Added to IEEE Xplore: 19 May 2023
Print on Demand(PoD) ISBN:979-8-3503-1229-4
Conference Location: San Diego, CA, USA

References

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