Towards next-gen smart manufacturing systems : the explainability revolution

Puthanveettil Madathil, Abhilash, Luo, Xichun, Liu, Qi, Madarkar, Rajeshkumar and Walker, Charles (2024) Towards next-gen smart manufacturing systems : the explainability revolution. npj Advanced Manufacturing, 1 (1).

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Access this via: https://doi.org/10.1038/s44334-024-00006-9

Abstract

The paper shares the author's perspectives on the role of explainable-AI in the evolving landscape of AI-driven smart manufacturing decisions. First, critical perspectives on the reasons for the slow adoption of explainable-AI in manufacturing are shared, leading to a discussion on its role and relevance in inspiring scientific understanding and discoveries towards achieving complete autonomy. Finally, to standardize explainability quantification, a new Transparency-Cohesion-Comprehensibility (TCC) evaluation framework is proposed and demonstrated.

Item Type:	Article
Depositing User:	RED Unit Admin
Date Deposited:	16 Apr 2025 13:38
Last Modified:	16 Apr 2025 13:38
URI:	https://bnu.repository.guildhe.ac.uk/id/eprint/19712

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