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primary topic: Ambient-Aware Sound-Based Production Counter for Manufacturing Machines

Ambient-Aware Sound-Based Production Counter for Manufacturing Machines
type: AcademicArticle
type: Article
abstract: Production counters, such as mechanical/photoelectric switch sensors, line sensors, or infrared proximity sensors, are often used as real-time productivity counters for manufacturing machines. These counters can be easily tampered with and are not designed for detecting machine fault. Since manufacturing machines with mechanical operations produce sound, capturing the sound data should provide opportunities for both production counting and detecting anomalies and hence taking proactive action to reduce production wastage. But in the manufacturing environment, often there are more than one machine in operation. These machines generate different background noises at different times, which makes gathering labeled data to train machine learning a challenging task and subsequently affects the production tracking and counting accuracy. The objective of this work is to develop a robust sound-based counter to track and count the productivity of a manufacturing machine in a real environment. Our proposed solution uses the Kolmogorov-Smirnov test to detect changes in the ambient environment. Experimental results show that our approach can achieve an accuracy of up to 92 while other conventional techniques are completely disoriented. © 2023 IEEE.
date: 2023
volume: 2023-M
is part of: Conference Record - IEEE Instrumentation and Measurement Technology Conference
status: peerReviewed
status: published
author list: authors
type: EPrint
type: ConferenceItemEPrint
is part of: repository

Institute of Electrical and Electronics Engineers Inc.
type: Organization

Conference Record - IEEE Instrumentation and Measurement Technology Conference
type: Collection
issn: 10915281

Boonyaik Yaik Ooi
type: Person
given name: Boonyaik Yaik
family name: Ooi

Shervin Shirmohammadi
type: Person
given name: Shervin
family name: Shirmohammadi

Soung Yue Liew
type: Person
given name: Soung Yue
family name: Liew

W. L. Beh
type: Person
given name: W. L.
family name: Beh

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primary topic: Ambient-Aware Sound-Based Production Counter for Manufacturing Machines