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Predictive Machine Vision and AI-Driven Dynamic Line Balancing for Intelligent Pharmaceutical Fill–Finish Operations

2026-01-21

Abstract excerpt

<title>Abstract</title> <p>Aseptic fill–finish lines operate under stringent good manufacturing practice (GMP) constraints and high throughput demands, where small disturbances can cascade into bottlenecks that erode overall equipment effectiveness (OEE). Conventional static balancing and manual adjustments often respond too late to prevent efficiency losses. This study introduces a predictive, machine vision–dri...

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Literature Corpus work
3c606608-1688-5d95-bab9-a5da139c22b8
DOI
10.21203/rs.3.rs-8320015/v1
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Predictive Machine Vision and AI-Driven Dynamic Line Balancing for Intelligent Pharmaceutical Fill–Finish OperationsDOI 10.21203/rs.3.rs-8320015/v1
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