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Power System Power System Restoration with the Restoration with the Help of a Case-Based Help of a Case-Based Expert System Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada

Power System Restoration with the Help of a Case-Based Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada

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Page 1: Power System Restoration with the Help of a Case-Based Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada

Power System Restoration with Power System Restoration with the Help of a Case-Based the Help of a Case-Based

Expert SystemExpert System

N. Chowdhury Power Systems Research Group

University of SaskatchewanSaskatoon, Canada

Page 2: Power System Restoration with the Help of a Case-Based Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada

INTRODUCTIONBlackouts

Rare in a modern power systemCause huge financial losses

System OperatorsDo not gain enough working knowledge and experience on restorationShould be trained to restore their systems

Page 3: Power System Restoration with the Help of a Case-Based Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada

INTRODUCTIONINTRODUCTION Restoration Operator Training Expert Systems

Rule-Based: if (Condition 1) Action 1;

else if (Condition 2) Action 2;

else Action 3;

Case-Based: Identify New Problem

Consult Case Library

Propose Solution

Why Case-Based Expert Systems ?

Page 4: Power System Restoration with the Help of a Case-Based Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada

AN INTELLIGENT TRAINING AGENT

Object-Oriented Graphical User

CBR Subsystem Action Checker

Interface

Page 5: Power System Restoration with the Help of a Case-Based Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada

OBJECT-ORIENTED GUI

Page 6: Power System Restoration with the Help of a Case-Based Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada

CASE-BASED REASONING SUBSYSTEM

Library Retriever

Ranking Modification

Ranked Case Case

Case Match/ Case

Cases Adaptor

Solution

Case

SituationNew

Plan

Page 7: Power System Restoration with the Help of a Case-Based Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada

FUNCTIONS OF THE CBR

Analyzes and diagnoses the current situation

Extracts the main features of the current situation

Determines an index for the situation

Searches for similar cases in the case library

Page 8: Power System Restoration with the Help of a Case-Based Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada

FUNCTIONS OF THE CBR

Recommends the best matched case

The best matched case is modified to suit the need

A restoration plan is suggested

Page 9: Power System Restoration with the Help of a Case-Based Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada

SUBUNITS OF THE CBR

Case Representation Unit Situation Recognition Unit Case Analyzer Case Adapter Case Executor Case Organizer

Page 10: Power System Restoration with the Help of a Case-Based Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada

GRAPHICAL USER INTERFACE:GRAPHICAL USER INTERFACE: DRAWDRAW

OBJECT

SELECT

PASTE

DRAG

Page 11: Power System Restoration with the Help of a Case-Based Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada

GRAPHICAL USER INTERFACE:GRAPHICAL USER INTERFACE: EDITEDIT

Page 12: Power System Restoration with the Help of a Case-Based Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada

IMPLEMENTATION:IMPLEMENTATION: CASE LIBRARYCASE LIBRARY

Page 13: Power System Restoration with the Help of a Case-Based Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada
Page 14: Power System Restoration with the Help of a Case-Based Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada
Page 15: Power System Restoration with the Help of a Case-Based Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada

SIMULATION:SIMULATION: TEST ISLANDTEST ISLAND

Blackstart: CC and ML units Non Blackstart: LD unit

Page 16: Power System Restoration with the Help of a Case-Based Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada

SIMULATION:SIMULATION: STRATEGYSTRATEGY

Path Selection Restoration Power Source Number of Switching Actions

Test Island CASE 1: CC - ER - LD CASE 2: CC - BR - NB - LD CASE 3: CC - QE - NB - LD CASE 4: QE - NB - LD CASE 5: QE - CC - ER - LD

Page 17: Power System Restoration with the Help of a Case-Based Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada

SIMULATION:SIMULATION: OBJECTIVESOBJECTIVES

Scenarios Faulty Components

LINES E1L, C3B, Q1N and Q2N

Total Blackout

Target LD Plant Restoration

Page 18: Power System Restoration with the Help of a Case-Based Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada

SIMULATION:SIMULATION: BLACKOUTBLACKOUT

Page 19: Power System Restoration with the Help of a Case-Based Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada

SIMULATION:SIMULATION: PROPOSALPROPOSAL

Page 20: Power System Restoration with the Help of a Case-Based Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada

SIMULATION:SIMULATION: RESTORATIONRESTORATION

Page 21: Power System Restoration with the Help of a Case-Based Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada

ACTION CHECKINGACTION CHECKING

Page 22: Power System Restoration with the Help of a Case-Based Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada

A CASE DESCRPTION FOR SASKPOWER

Page 23: Power System Restoration with the Help of a Case-Based Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada

POSTDISTURBANCE CONDITIONS

Nipawin #1 to #3 units off line Nipawin #401 to #403 breakers open E.B. Campbell #1 to #8 units off line E.B. Campbell #401 to #408

breakers open CE #916 and #917 breakers open Manitoba Hydro available

Page 24: Power System Restoration with the Help of a Case-Based Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada

A SOLUTION PROPOSAL

Page 25: Power System Restoration with the Help of a Case-Based Expert System N. Chowdhury Power Systems Research Group University of Saskatchewan Saskatoon, Canada

CONCLUSIONS CBR based systems can be used to train

and assist system operators

GUI will enhance the learning of system operators

A case library, the vital part of a CBR system, is system specific

Seed cases have to be developed to initiate the recognition process

NO RULES: Designing is simple and straightforward