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COM362 Knowledge Engineering

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The TIGER System. Developed Intelligent Applications Ltd, Scotland ... 21. Benefits. Makes information easily accessible. previously held only in reports ... – PowerPoint PPT presentation

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Title: COM362 Knowledge Engineering


1
Modern Case Studies
  • John MacIntyre
  • 0191 515 3778
  • john.macintyre_at_sunderland.ac.uk

2
Application Areas
  • Engineering Diagnostics
  • Environmental Monitoring
  • Building Design
  • Nutrition Advice
  • Baking
  • Police Investigation
  • Remember the feasibility key points!

3
The TIGER System
  • Developed Intelligent Applications Ltd, Scotland
  • Monitors gas turbines in real-time, and diagnoses
    faults
  • Linked to on-line data acquisition systems with
    hundreds of possible variables
  • Sophisticated front-end graphics for data
    visualisation

4
The TIGER Problem
  • Information overload for plant engineers
  • High capital costs of catastrophic failures
  • High costs for non-availability of turbines
  • Desire to run turbines to optimum efficiency
  • Lack of skilled engineers in turbine diagnostics

5
Benefits of TIGER
  • Continuous, 24-hour a day analysis of data
  • Automatic or semi-automatic diagnosis
  • Storage of complete picture of events leading up
    to turbine trips or faults
  • Reduced downtime, increased availability
  • Hundreds of thousands of pounds saved by National
    Power and PowerGen

6
The SEPCA System
  • Developed by the National Ecological Institute of
    Mexico, and the US Air Force
  • Monitoring of air quality in Mexico City
  • Data from 25 monitoring stations located around
    Metropolitan Zone of Mexico City (MZMC)
  • Measure general air conditions and specific
    pollutants (ozone, carbon monoxide, etc etc.lots
    of information)

7
SEPCA Approach
  • Uses meteorological data to forecast air quality
    information
  • Performs
  • quantitative analysis -levels of pollutant
  • qualitative analysis - graphical interface
    showing forecast air quality against allowable
    bands and alarms
  • Being expanded to include photo-chemistry data

8
Benefits of SEPCA
  • Improvements in information available to
    meteorologists
  • Improved ability to warn public of bad air
    quality events
  • Improved ability to identify particular problem
    areas
  • Ability to see patterns and trends in pollution

9
Computer Aided Design
  • Two systems developed by universities in Hong
    Kong
  • Floor Plan Design Expert (FPDX)
  • Interior Design Expert (IDX)
  • Linked with CAD systems

10
FPDX
  • FPDX used by architects to evaluate whether an
    apartment building floor plan adheres to
    government requirements and standards
  • Very high overhead on regulations
  • Regulations often required subjective
    interpretation
  • Need faster, more consistent decisions
  • Automated from drawings

11
IDX
  • IDX analyses design based on a set of design
    principles
  • Gives suggestions for improvements
  • Helps designer with
  • spatial relationships of objects
  • basic design guidelines
  • regulations and standards
  • health and safety issues

12
Benefits
  • Quick decisions
  • Efficient design
  • Regulation compliance
  • Health and safety benefits
  • Consistency!

13
NUTRICON
  • Developed at East Texas State University
  • Nutrition consultant expert system
  • Used by nutrition consultants, dieticians, health
    care professionals
  • Graphical interface for user input, linked to
    database of stored domain knowledge

14
NUTRICON Approach
  • Has a knowledge base of nutrients present in
    thousands of food items
  • Has rules on Recommended Daily Allowances (RDAs)
    for different age groups, different sexes,
    different lifestyle requirements
  • Highlights problems, deficiencies, and recommends
    remedial actions

15
Benefits
  • Simplifies a very complex alternatives dependent
    upon age, sex, lifestyle
  • Remedial actions tailored to the individual
  • suggested menus etc
  • Can easily be used by non-experts in nutrition to
    give advice to patients
  • Consistent and traceable

16
Advising the Baker
  • Developed at the Flour Milling and Baking
    Research Association, England
  • Designed to help bakers to
  • optimise product quality
  • improve operational use of retarding equipment
    (basically to control the yeast activity in the
    dough)
  • Allows either manual or automatic operation of
    equipment

17
Retarding Advisor
  • Rule base of complex relationships between
    ingredients, formulations, dough process and
    retarding process
  • Includes a What If? capability - lets the user
    see the outcome of scenarios (both ingredients
    and plant settings)
  • Advises on plant settings and ingredients
  • Plant settings can be automatically downloaded to
    the machines

18
Benefits
  • Helps the baker to make better bread!!
  • Better product quality, more consistent, less
    waste
  • Efficient use of plant - more throughput
  • Improved knowledge of the baking process itself
  • Spin-off benefit - training and education of
    machine operators

19
Investigators Notebook
  • Developed by the Ottowa Police Service, Canada
  • Supports investigations of residential break and
    entry incidents
  • Motivation is the vast amount of information
    gathered by the police during investigations
  • Used as a pilot study to show how ES could be
    used throughout police service

20
Investigators Notebook
  • Large set of historical data available
  • Used in conjunction with new incidents to carry
    out knowledge acquisition and modelling of break
    and enter events, suspect profiles etc
  • KA process led to modification and
    standardisation of documentation of incidents
  • Allows links to other cases

21
Benefits
  • Makes information easily accessible
  • previously held only in reports
  • Standardises best practice approach to
    investigation
  • Allows trending and linking with other cases in
    vicinity/similar case parameters
  • Links with previous offenders
  • Generates list of suspects
  • Graphic display capability

22
Conclusions
  • Very varied!!
  • Potential for applications in most domains
  • However successful applications have been
    scoped well
  • definition of the area of the knowledge domain to
    be tackled
  • Feasibility rules apply in all cases
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