automated optical inspection training

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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