Vision System Eliminates Crushed Bottles on High-Speed Line

EPIC Systems developed an automated vision inspection system to detect and reject crushed bottles on a production line handling containers of varying sizes and materials, including clear, frosted, and opaque plastics. The solution enabled the customer to significantly reduce defective bottles leaving the facility, improve packaging quality, and maintain production efficiency without major line modifications.

Hygienic Process System Design

Project

Overview

  • Industry: Consumer Goods
  • Customer: Fortune 500
  • Location: USA
  • Customer Use Case: Damages & Defects

Customer’s

Challenge

A Fortune 500 CPG manufacturer needed to prevent crushed bottles from reaching the packaging stage of its production line. Damaged containers were occasionally making it through the process and being packed into cases, creating quality concerns and the risk of defective products reaching customers. 

Several factors made reliable inspection difficult: 

  • Multiple bottle types on the same line, including containers made from transparent, frosted, and opaque materials 
  • Wide variation in bottle size and shape, with differences in height, width, and geometry 
  • Unpredictable defect location and severity, making crushed bottles difficult to detect using simple inspection rules 
  • Clear plastic bottles producing minimal contrast, which makes them difficult for conventional vision systems to identify 
  • Crushed bottles exhibiting variable deformation, meaning defects could appear differently from bottle to bottle 
  • A requirement for a budget-friendly solution despite the complex inspection specifications 
  • Minimal modifications allowed to the existing production line, limiting hardware placement and system design options 

The manufacturer needed a reliable way to automatically identify and remove damaged bottles while maintaining production throughput and avoiding costly line redesigns. 

Epic

Solution

EPIC Systems approached the challenge by conducting Bottle Inspection Feasibility Testing in our Vision Lab to determine whether a reliable machine vision solution could detect crushed bottles across the full range of bottle types. 

A test camera and lighting configuration were assembled to evaluate multiple inspection strategies. During this evaluation phase, EPIC vision specialists determined the optimal lighting setup, camera positioning, hardware requirements, pass/fail thresholds, and expected performance. 

Testing confirmed that high-contrast backlighting combined with specialized light control film would provide the best image quality for detecting bottle shape and identifying different bottle materials. 

  • High-contrast backlighting to enhance bottle edge detection and improve visibility across varying materials 
  • Specialized light management techniques to collimate light and increase defect contrast 
  • An advanced smart camera system capable of high-speed image processing directly on the line 
  • Geometric pattern recognition tools to identify bottle shape variations and asymmetrical defects 
  • Vision software for system configuration and data collection, enabling real-time analysis and traceability 
  • Sensor-based triggering to capture images as bottles pass through the inspection point 
  • An integrated in-line reject mechanism to automatically remove damaged bottles before packaging 

Once the system design was finalized and approved by the customer, EPIC completed mechanical and electrical design reviews and assembled the inspection system in its vision lab. 

During operation, bottles pass in front of a backlight that creates a clear silhouette of the container. The system analyzes the contrast to determine bottle material: 

  • Black contrast indicates opaque bottles 
  • Gray contrast indicates frosted bottles 
  • Minimal contrast indicates transparent bottles 

The PatMax tool then evaluates geometric characteristics such as bottle height, width, and symmetry. Each bottle image is processed directly inside the smart camera, and inspection data is transmitted to a custom database for comparison.  

If the system detects abnormalities outside the defined process control limits—such as a crushed or misshapen bottle—the PLC activates the reject mechanism, removing the bottle before it reaches the packaging area. 

The fully tested system was then installed on the customer’s existing bottle line with minimal disruption to operations. 

Project

Impact

  • Prevented defective product shipments by automatically detecting and rejecting crushed bottles before they reach the packaging stage. 
  • Improved quality control across diverse bottle types, reliably inspecting transparent, frosted, and opaque containers on the same production line. 
  • Delivered a cost-effective inspection solution that meets challenging detection requirements without requiring expensive system overhauls. 
  • Minimized disruption to existing operations by integrating the vision system into the current production line with limited modifications. 

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Our Solutions

EPIC Systems is a multidisciplinary engineering integrator specialized in industrial automation for process manufacturers. We deliver solutions in the following areas:

Process Systems

Machine Vision

Automation