# Machine Learning based Data Driven Diagnostic and Prognostic Approach for Laser Reliability Enhancement

arXiv: https://arxiv.org/abs/2203.11728 · HTML: https://mlsanity.com/paper/2203.11728/

## Key facts

- No citing papers in the map yet (data through 14 Oct 2026).
- Builds on 0 of its 8 references that are in the map.
- First posted on arXiv 19 Mar 2022.

## Abstract (arXiv)

In this paper, a data-driven diagnostic and prognostic approach based on machine learning is proposed to detect laser failure modes and to predict the remaining useful life (RUL) of a laser during its operation. We present an architecture of the proposed cognitive predictive maintenance framework and demonstrate its effectiveness using synthetic data.