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Expert Systems
F451 AS F451 AS ComputingComputingF451 AS F451 AS
ComputingComputing
Expert Systems - Definition
Created from research into Artificial Intelligence – AI
Also known as knowledge based systems. Based on Facts & RulesFacts & Rules.
A system that attempts to replicate a human expert in solving specific problems or making decisions
Expert System ComponentsComprises of 3 things
Knowledge BaseExperts in the field are interviewed. Information collected from many sources. Information is entered into the knowledge base.
Inference EngineAlgorithms that interrogate the knowledge base.
HCIAllows anyone to use system. Must be clear and easy to use – often Natural Language
Expert System - features
Limited area of expertise
Rule based
Can operate with uncertain data
Delivers reasoned advice
Expert Systems – main components
Knowledgebase
Knowledgebase
Inferenceengine
Inferenceengine
InterfaceInterface
ExpertSystemExpertSystem
rules
facts
computer program
inputsoutputs
Expert systems - uses
Medical diagnosis
Fault diagnosis
Geological surveys
Social services
Industrial uses
Expert Systems – case studies and demos
ELSIE – 1990’s quantity surveying tool
http://www.exsys.com/demomain.html
For demos of the following expert systems, including:
Cessna Diagnostic & Repair Systems Immigration and Naturalization Service Environmental Compliance Self Appraisal Weather Instrument Product Selector State of Wisconsin - Public School Disciplinary Action Advisor DriveRight Trip 500AL Hardware Installation Expert System
Expert Systems - benefits
Can be faster than human experts
Cost reduction over alternative diagnostics
High reliability possible
Consistent, rationalised decisions & results
Encapsulates and distributes expertise
Can be used as a repository of knowledge
Expert Systems - Limitations
Can make mistakes and will not learn from them
Expert knowledge is hard to obtain. Systems work best when problem is clearly defined and rules are clearly stated
Can create a dearth of skills
Stifles creative processes and exception handling