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Transcript of COM362 Knowledge Engineering Modern Case Studies 1 John MacIntyre 0191 515 3778...
COM362 Knowledge EngineeringModern Case Studies
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Modern Case Studies
John MacIntyre0191 515 3778
COM362 Knowledge EngineeringModern Case Studies
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Application Areas
Engineering Diagnostics Environmental Monitoring Building Design Nutrition Advice Baking Police Investigation Remember the feasibility key points!
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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
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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
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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
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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)
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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
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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
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Computer Aided Design
Two systems developed by universities in Hong Kong
Floor Plan Design Expert (FPDX) Interior Design Expert (IDX) Linked with CAD systems
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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
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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
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Benefits
Quick decisions Efficient design Regulation compliance Health and safety benefits Consistency!
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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