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  • Summary & Details

Manufacturing Management Approach with AI and Statistical Methods for Improvement of Printed Circuit Boards Manufacturing Quality

プリント配線板製造品質向上に向けたAIと統計学的手法を用いた製造管理アプローチ

Detailed Information

Author(J)1) 成田 隼翼, 2) 堀川 敦, 3) 上野 智之
Author(E)1) Shunsuke Narita, 2) Tai Horikawa, 3) Tomoyuki Ueno
Affiliation(J)1) 日産自動車, 2) 日産自動車, 3) 日産自動車
Affiliation(E)1) Nissan Motor, 2) Nissan Motor, 3) Nissan Motor
Abstract(J)自動車の電子化が進み,プリント配線板には更なる高度化が求められ,その実現には高い製造品質が望まれる.そこで,製造管理を閾値管理から分布管理に変更する事で,品質と効率を両立する手法を検討した.本研究ではAI,MLの高い演算能力を用いてベイズ推定を適用し,早期の推定分布作成と外れ値判定のプロセスを提案する.

Translation

Abstract(E)High manufacturing quality is necessary for the realization of further advancement of printed circuit boards by the advancement of electronics in automobiles. We investigated a method to reconcile quality and efficiency by shifting manufacturing management from threshold-based management to distribution-based management. In this research, we propose the process of early generation of estimated distribution and outlier detection through the application of Bayesian Estimation from AI and ML processing capabilities.

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