automated optical inspection training
TRANSCRIPT
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Automatic OpticalInspection
MALTA
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WHAT IS AOI ?
AOI stand for Automatic Optical
Inspection.
The AOI system checks the boards to
ensure that the components are present,
not skewed and are located properly in the
X and Y directions.
It checks component polarity if clear
orientation marks are present on the
component body.
It even checks 2D paste deposition also.
And displays result.
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MACHINE OVERVIEW
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Modelling and Detection
Sometimes industry and academia refer to
the same concepts differentlyA Unified approach was developed for dealing
with scheduling problems using available data
Our approach is based on a graphicalrepresentation
Modelling allows us to
find out
which problemsrequire academic
attention
help us find existing
research
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Optimisation
Providing a generic optimisation tool for diverse
production line is very difficult The focus is on scheduling orders, not planning
Tools must be adaptedfor individual productionlines
Suitable for fast scheduling and what-ifanalysis Example in case of
machine breakdowns or
for configuration changes
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Optimisation
Tools Provided
Optimisation of Single Machine problems
Very common for SME manufacturers
Optimisation of Job Shop Problems
Very common with Multi-Stage Production Lines
Handling of Parallel Sequences
When some sub tasks are done inparallel to the main task to speed
up process (e.g. preparation of
basic components)
Handling to setup time between
different jobs Machine Reconfiguration
Support for release dates and
deadlines
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Defects
Missing or incorrectly placed components
Scratches and cracks
Print offset, missing/extra transfer of ink Smudges and misalignment defects
caused by multiple printing on location
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An Automated Inspection System
Reliable 24x7
Accurate
Fast
Consistent
Cheap
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Automated Optical Inspection
Image
capturing
Image correction,
background
removal, alignment,segmentation
Further image
processing and
feature extraction
Data Input to
Classifier and other
QA tests
Output from
Classifier
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Setting up the system
The system can be configured
to perform a number of QA
tests depending on the product
and type of defects
A product representation is built by the system
based on one or more of the following
A single product and some parameters A number of defect free samples
Both defect free and defective samples
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The two steps of AOI
System is split up into two main modules Image Processing
Alignment
Background Removal
Segmentation
Inspection
Feature Selection
Colour Inclusion
OCR
Label location
Neural Networks (WISARDs)
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Practical use of ICT in
ManufacturingA Case Study
Testimonial: Mr Olaf Zahra
Toly Products Malta
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Toly Products is cosmetic packaging solution provider for the
beauty industry.
Toly Products has been manufacturing in Malta for the past
40 years. Today the majority of corporate function are also
located her.
Our factory here (and in other countries) operate on lean
manufacturing principles. We manufacture only to order on
the date the product is required
We produce between 1.5 to 2 million units per week
We have over 2,500 different live products
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Research Benefit Scheduling is a critical function:
Impacts manufacturing efficiencies. Impacts delivery and customer satisfaction
Impacts reputation if deadlines are missed
Good scheduling requires
Skilled operators who know the processes well
Involvement of several key departments and functions/
Good regular feedback from the production floor.
Since 2008 this criticality has increased exponentially. In adownturn, organisations try and release cash and in our industrythis was done by reducing stocks. As the market recovered thenew limits set on stockholding have been maintained. For anupstream manufacturer this means shorter runs and morefrequent changeovers.
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Major Challenges
A lean manufacturing set up requires components to becontinuously in motion from the beginning to end of the process to
avoid bottlenecks and the build up of stocks. It also requires
materials to be delivered to the production floor when and as
required.
A large variety of products for different clients A bewildering combination of mould tools and moulding
machines that need to be configured for different jobs
Finding a good balance between technical and human
constraints and meeting client demand
Delivering to the customer On Time and In Full. The aim is to
Minimisation of downtime
Minimisation of work in progress
Maximising resource utilisation
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Exploring Possibilities
Achieving better results while maintaininga flexible manufacturing environment
Explore different possibilities of
allocating resources to manufacturing Gain future insight to help sales and
marketing personnel plan orders
Work around scenario changes in casesof schedule disruptions (e.g. urgent
jobs)
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Achieving the target
Having several scheduling possibilities allows formore accurate planning.
Functions have better visibility of the tasks they
are required to perform to service the plan. Minimising job changeovers reduces delays and
maximises overall plant efficiency
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Benefits
Some of the benefits offered by thesystem
Effective planning tool
New approach to scheduling Cost Effective
Fast Results
Configurable
Low training requirements
Uses information we already have and know
about
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Process 2Automated QA
for Print Output
using Neural Networks
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Visual Inspection at Toly
Production of luxurycosmetic packaging for thebeauty industry.
Visual quality is of utter importance
Even using state of the art machinery there are a
multitude of parameters therefore variation is a fact oflife. Inspection needs to identify this variation before itexceeds the permissible tolerance so that defectivesare avoided and the process can quickly be broughtback in line.
Visual defects consist of Bad Printing (location, missing/extra ink)
Incorrect assembly.
Scratches, cracks or smudges
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Challenges in the inspection process
Currently visual inspection is carried our in one of two ways
Manual Inspection Advantages
The inspector can identify and classify small variations from product to productand take a call; i.e. is flexible
Drawbacks Tedious
Inconsistent Slow
Inaccurate
Current (at Toly) camera based automated inspection technology Advantages
Accurate
Consistent
Fast
Drawbacks Limited application.
Inflexible; it works with strictly defined parameters therefore typically will rejectnumerous good parts with the bad parts
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Using the system
The system is configured with fewparameters and provided with a number ofdefect free products.
System then trains and builds a multi-layered model for that particular product.
The model is saved and used every time
that the corresponding product ismanufactured avoiding the need ofreconfiguration
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Benefits of the system?
The system is able to identify defects on our
products from several good and severalbad
images. Therefore it builds up a memory of
good parts which allow it to widen itstolerances over traditional systems.
It is applicable to a wide range of products
and also a wide range of defect possibilities. Easy to set up and easy to update once a
new defect has been encountered.
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Summing it all up
The system is preferred over manual
inspection
Reliable
Avoids manual contact of the product
More accurate
Faster Consistent
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Thank you for
listening