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1 SINTEF Energy Research Risk based distribution system asset management - the Norwegian experience Kjell Sand, SINTEF Energy Research [email protected] CIGRE Seminario Internacional on Asset Management Regente Palace Hotel Buenos Aires – 23 al 24 de Oct. de 2006

Risk based distribution system asset management - the … · 2014-11-17 · SINTEF Energy Research 1 Risk based distribution system asset management - the Norwegian experience Kjell

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Page 1: Risk based distribution system asset management - the … · 2014-11-17 · SINTEF Energy Research 1 Risk based distribution system asset management - the Norwegian experience Kjell

1SINTEF Energy Research

Risk based distribution system asset management -

the Norwegian experience

Kjell Sand, SINTEF Energy Research

[email protected]

CIGRE Seminario Internacional on Asset Management Regente Palace Hotel

Buenos Aires – 23 al 24 de Oct. de 2006

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2SINTEF Energy Research

ContentThe Norwegian T&D System

SINTEF Energy Research

Asset management in a T&D income cap regulatory regime

Stakeholders' (conflicting) asset management objectives

Quality of supply regulation and the impact on asset management

Trends

State of the art - risk management practices within utilities

State of the art - available methodologies and tools

Case studies - examples of risk based asset management projects and obtained benefits.

Ongoing work - looking ahead

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3SINTEF Energy Research

25.014.9

14.3

6.86.6

6.0

4.4

6.15.1

4.6

6.25.9

4.9

5.1

2.9

2.7

2.14.5

EElectrical energy consumption per capitalectrical energy consumption per capitax x 1 000 kWh 1 000 kWh ( 2000)( 2000)

Year: 1998 Source: UNIPEDE Electricity Outlook 1999, IEA 2000

3.8

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4SINTEF Energy Research

The Nordic Power SystemGeneral Overview Year 2003

Denmark Finland Norway Sweden NordelInstalled capacity MW 12.830 16.893 28.081 33.361 91.165Generation GWh 43.754 79.855 107.122 132.547 363.278Imports GWh 7.163 12.262 13.472 24.367 57.264Exports GWh 15.707 7.415 5.586 11.438 40.146Total consumption GWh 35.210 84.702 115.008 145.476 380.396

Consumption per capita kWh 6.520 16.289 25.002 16.164 15.719

Breakdown of electricity generation:Hydropower % 0 12 99 40 47Nuclear power % . 27 . 50 24Other thermal power % 87 61 1 10 27Other renewable power % 13 0 0 0 2

Source: Nordel

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5SINTEF Energy Research

The Norwegian Power System

G

Import/Export

Generation Transmission420 kV300 kV

132 kV66 kV

Subtransmission Distribution22 kV11 kV

230 V400 V

G

G

GG

G

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6SINTEF Energy Research

2000 km

Trondheim

Oslo

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7SINTEF Energy Research

Average domestic household tariffs (20 000 kWh/year) - Price level 2005 - (10 øre - 1,25 € cent)

0

10

20

30

40

50

60

70

80

90

100

1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004

øre/

kWh

Grid Tariff Electricity Taxes

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8SINTEF Energy Research

SINTEF - A contract research organization based in Trondheim, Oslo, Bergen and Stavanger

Business conceptSINTEF sell research-based knowledge and related services to Norwegian and international clients.

SINTEF has 1750 employees, 1407 situated in Trondheim and 363 in Oslo with offices in Bergen and Stavanger.

SINTEF is one of the largest independent research organisations in Europe.

Trondheim

Oslo

Norway

Bergen

Stavanger

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9SINTEF Energy Research

SINTEF Energy Research- a part of SINTEF

Vision: With the energy industry for a better environment

focusing onresearch and developmentdissemination and information

concerning theproductiongenerationtransmission/distributionconsumption of energyindustrial processes and commercial products

in order to stimulate developments in the industry and the public sector

SINTEF Energy Research

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10SINTEF Energy Research

GLØSHAUGEN CAMPUS (Trondheim)SINTEF and NTNU,

The Norwegian University of Science & Technology

Number of employees:

NTNU 3.300Scientific 1.800(incl. Post.doc and PhD Students)

SINTEF 1.400(Scientific 1.100)

Students: 20.000Around: 8.000 in Engineering & Sciences

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11SINTEF Energy Research

Organisation

Number of employees: 179

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12SINTEF Energy Research

Asset management

The process of managing demand and guiding acquisition, use and disposal of assets to make the most of their service delivery potential, and manage risks and costs over their entire life.

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13SINTEF Energy Research

Main utility value chains - Norway

Networkmanagement

Network usermanagement

Installation supervision

Other monopoly tasks

Other businessactivities

Monopolyregulatedactivities

Commercialactivities

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14SINTEF Energy Research

Norwegian T&D RegulationThe history so far…

Rate of return regulation (ROR) at first (1991) giving incentives for possible over investments in T&D and high service levels

Income cap regulation from 1997 maximum permitted income separate from actual costs maximum permitted income dependent on benchmarking performance (DEA used for subtransmission and distribution)giving incentives for possible under investments and reduced service levels

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15SINTEF Energy Research

DEA – Data Envelopment Analysis

InputF.x. Costs

Product

F.x. TransportedEnergy VRS

CRS

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16SINTEF Energy Research

The history so far…Quality dependent revenue caps and individual service interruption payment 2001

maximum permitted income separate from actual costs maximum permitted income dependent on benchmarking performance (DEA)giving incentives to counteract possible under investments

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17SINTEF Energy Research

The history so far…

From 2002 – Quality dependent income cap regulation/ Delayed cost plus…(hybrid)

maximum permitted income separate from actual costsbut updated by actual investments (delayed)maximum permitted income dependent on benchmarking performance (DEA)slightly increased incentives for investments

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18SINTEF Energy Research

The main concept

2002 2006

1,5-6,7 % p.a.

Income

Cost

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19SINTEF Energy Research

Income cap 2002 - 2006

ca. 150 Utilites

Av. opex. 96/99

Depreciation99

Return

Av.losses 96/99

Each company

Gen: 1,5%Ind.: 0-5,2%

Incomecap2002

Incomecap2003

Incomecap2004

Gen: 1,5%Ind.: 0-5,2%

Gen: 1,5%Ind.: 0-5,2%

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20SINTEF Energy Research

Income cap regulation principle (ex-ante) from 1997

Income cap

Benchmarking

DEA

Products

Environment

Resources

Other utilities

Costs

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21SINTEF Energy Research

Including customer outage costs (CENS)2000-2001

Income cap

CostsCosts

Profit

Expected outage costsActual outage cost

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22SINTEF Energy Research

closer integration between technical, administrative and economical processes within the utility

more consistent criteria and regulation applied at different system levels (transmission, sub-transmission, distribution)

problems in giving the right incentives for investments

Asset management - Decision making -regulation: Lessons learnt

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23SINTEF Energy Research

how to balance costs, power quality, safety, environment still unsolved to some degree

more short term focus

regulation – a dynamic process

Asset management - Decision making -regulation: Lessons learnt

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24SINTEF Energy Research

Focus change from technical administration to more businesslike management

Focus on new business areas outside the regulation

More profit-seeking owners – often more demanding than the regulator

Mergers – new business models – more outsourcing

Interface network owner - service providers (entrepreneurs) a new challenge

Asset management - Decision making -regulation: Lessons learnt

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25SINTEF Energy Research

Results - experience: Efficiency as observed by the regulator - DEA model

Improved data quality and reporting system – but more heterogenic utility behaviour

17,5 % improvement in technical efficiency 1997-2001

82% have improved their efficiency 1997-2001

Positive experience with stepwise development

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26SINTEF Energy Research

Experience - survey results

91% of the utilities found their activities influenced by the regulation

91% had cut their workforce of which 72% were motivated by the regulation.

59% had employed new skills to adapt to the new regime.

85% had changed their investment objectives.

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27SINTEF Energy Research

Experience - survey results

79% reported changes in the demands from the owners of which 96% reported higher demands on returns on capital.

48% found that the regulator’s benchmarking was reasonable.

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28SINTEF Energy Research

Antall rapporterte årsverk i R- og D-nett

0

2000

4000

6000

8000

10000

1994 1995 1996 1997 1998 1999 2000 2001 2002 2003

Ant

all å

rsve

rkConcequences of regulation:

To manage more with less people

Man-years

DistributionSubtransmission

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29SINTEF Energy Research

Consequences of regulation: Postponement of reinvestments

Aging infrastructures is a challenge

Age profile MV overhead lines and cables

Overhead lines

Underground cables

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30SINTEF Energy Research

Asset management hierarchy

Economy

(Income, Investment costs, operation costs, maintenance costs, cost of electrical losses, outage costs…)

Components

Plants, Apparatus

System topology

System protection

Customers

Loads

Production Neighbouring-

grids

Performance indicators: Quality of supply , EMC, Health, Environment, Security, Safety, Vulnerability

Operation, Control,

Maintenance,

repairs

Construction work

State control,

Diagnosis

Customer

management

Crisis & emergency preparedness

Economy

Performance

WorkPlanningPhysical”assets”

The value chain is getting longer and more integrated - long distance from component level to economical regulation - challenge to establish a holistic and consistent asset management approach

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31SINTEF Energy Research

Asset management objective - as defined by the regulator

Minimize overall costs:

•Investments, reinvestments•Cost of power losses•Outage costs (utility and customer costs)•Congestion costs•Maintenance and operating costs

while satisfying relevant restrictions

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32SINTEF Energy Research

Grid level New connections (new grid

customers) (%)

Improvement of existing grid

(%)

Total

(%)

Transmission 10 90 100 Subtransmission 10-40 90-60 100 MV 20-50 80-50 100 LV 40-60 60-40 100

Investment drivers

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33SINTEF Energy Research

Grid level Restrictions (%)

Economy (%)

Total

(%) Transmission 10-15 90-85 100 Subtransmission 20-60 80-40 100 MV 60-90 40-10 100 LV 80-90 20-10 100

Investment drivers - economy versus restrictions

(new grid customers are classified under restrictions)

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34SINTEF Energy Research

Quality regulation – development An ongoing process

Energy Act

Socioeconomicoptimization

Mandatory information

about quality of supply

Results from customer survey

Mandatory reporting of interruptions > 3 minutes

FASIT 1)

introduced

Mandatory reporting offailures and

disturbances 33 - 420 kV

Revenue capregulationintroduced

Standardizedmethod for

estimation ofEnergy not

supplied (ENS)

Mandatory reporting of

ENS per end-user group

CENSintroduced

1991 1995 1997 2000 - 2001

1) FASIT - standardized system for reporting of failures and interruptions

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35SINTEF Energy Research

Quality regulation – cont.

A new regulationperiod

Results from a new customer

survey

New specific interruption

costsused in the

CENS arrangement

New regulations relating to the

quality of supply

Revision of theregulations

relating to the quality of supply

Registration and reporting of

short interruptionsaccording to

FASIT 1)

requirements

2002 2003 2005 2006

1) FASIT - standardized system for reporting of failures and interruptions

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36SINTEF Energy Research

New PQ regulation in Norway

Developed by the Norwegian Regulator (NVE)Includes rules for measurement and informationIncludes response times for management of complaintsBased on EN 50160 – but EN 50160 not considered sufficient by the regulatorStricter limits for some characteristics based on experience – complaints – problems with equipmentCovers voltage quality and interruptions i.e. the characteristics in EN 50160Implemented by 2005-01-01

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37SINTEF Energy Research

Characteristic LV EN 50160-1999 Norwegian PQ Code

Power frequencyThe interconnected system

50 Hz + 1% (99,5% yr)50 Hz + 4/-6% (100% yr)

Referring to the Nordic system operation agreement. 50 Hz +0,2% in normal operating conditions

230V + 10% - (all 1 min values)

≤ 1 (per day): 10%<24 (per day ): 5%> 24 (per day ): 3%

Pst < 1,2 (95% week)Plt < 1 (100% of time)

No limit *1)

No limit *1)

No limit *1)

No limit *1)Apply also between phases.

No limit *1)

Supply voltage variations 230V + 10% - (95% week)230V+10/-15%

Magnitude of rapid voltage changes

Generally < 5%Up to 10%

Flicker severity Plt < 1 (95% week)

Supply voltage dips Few tens up to one thousand

Short interruptions Few tens up to several hundreds

Long interruptions Less than 10 up to 50

Temporary overvoltages live/earth Indicative < 1.5 kV

Transient overvoltages Generally less 6kV peak

*1) NVE may order to reduce the consequences of such events.

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38SINTEF Energy Research

FASIT:Fault and interruption statistics

Norwegian standardNordic cooperation and harmonization

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39SINTEF Energy Research

Enforced by the regulator.Main purposes:

Network expansion planningPlanning of operation and maintenanceDesign and technical measuresStandards for quality of supplyInformation to customers Quality adjusted revenues (CENS)Reporting of key figuresBenchmarking

Heggset, J., Kjølle, G.: Experiences with the FASIT reliability data collection system, IEEE WM 2000, Singapore

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40SINTEF Energy Research

Used by all T&D companies in Norway

Software quality assurance (contracts and acceptance test)

FASITsoftware

Guidelinesfor data

collection

Reportingschemes

≥ 33 kV1 - 22 kV

< 1 kV

Softwarespecification

Basicrequirements

Overview of the concept

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41SINTEF Energy Research

Examples indicators :Fault statistic information Fault rate distribution transformers

- from one utility with 6500 distribution transformers

y = 9E-05x 3,543

R2 = 0,866

-20

0

20

40

60

80

100

120

140

0 10 20 30 40 50 60

Feilf

rekv

ens

pr 1

00 tr

ansf

.

Age

No.

off

aults

per 1

00

units

per y

ear

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42SINTEF Energy Research

Examples indicators :Fault statistic information: Power transformers and agingStatnett - (The Norwegian TSO) Analysis of 1700 power transformers faults 1700 that occurred in the period 1983-95.

Kontrollutstyr

Transformator

Ef fektbrytere

Avldere

Annet utstyr

50 %20 %

16 %

9 %5 %

• No correlation between fault rate and age or voltage level or rating

• No correlation between age and repair time

Control equipment

Transformer

Circuit breakers

Surge arresters

Other

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43SINTEF Energy Research

Fault XLPE cable (crosslinked polyethylene) – ofa spesific type

23,5

0

1

2

3

4

5

6

7

8

9

10

1977 1978 1979 1980 1981 1982 1983 1984 1985 1986 1987 1988

Å

Year of construction

No.

off

aults

per 1

00 k

m p

er y

ear

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44SINTEF Energy Research

Spesific outage costs long outages(>3min)

ConsumerNon notified(1,3 hours) NOK/kWh

Industry 66,4 46,0

Trade & Services 98,8 68,4

Agriculture 14,8 10,3

Household 8,4 7,4Public offices 12,8 9,7

Wood processing& heavy industry 13,3 10,6

(2,85 hours)NOK/kWh

Notified

1 € - 8 NOK

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45SINTEF Energy Research

Consumer Voltage dip(50% depth – 1 sec.)

[NOK/kW]

Short interruption( 1 min)

[NOK/kW]Households - -Industry 30,45 38,40Trade & services 22,07 34,64Agriculture 13,55 4,53Public offices 1,60 1,41Wood processing

and heavy industry5,64 8,23

Short interruptions and voltage dip

1 € - 8 NOK

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46SINTEF Energy Research

National Power Quality Costs(per year)

Long interruptions (> 3min) 100 mill €

Short interruptions (< 3min) 75 mill €

Voltage dips 20-40 mill €

Total 195 – 215 mill €

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47SINTEF Energy Research

Voltage quality - State of the art 142 analyzed customer complaints - all voltage levels

FrequencySupply voltage - LOW voltage

Unbalance

Rapid Voltage changes – flicker

Rapid voltage change

Voltage dip

Voltage swell

Switching transients

High freq. transients

Harmonics

Interharmonics

Short interruptions

Supply voltage - HIGH voltage

2 %10 %

23 %

10 %8 % 7 %

14 %

6 %3 %1 %

0 %

5 %

11 %

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48SINTEF Energy Research

Physical

Planning

Strategic

Society

Authorities

Customers

Owners

Regulator

DSO Company

Physical

Planning

Strategic

Society

Authorities

Customers

Owners

Regulator

DSO Company

The DNO forces

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49SINTEF Energy Research

Stakeholders - objectivesStakeholder Objectives

DNO - TSO Good performance - good service - good reputation - fair/high income

Owner Rate of return on assets - new spin-off business areas - regional industrial development. Good reputation

Economical regulator Maximum efficiency - incentives for quality of supply

Safety regulator Maximum safety - limit environmental impact

Customer Low tariffs - 100% reliability. (Voltage quality not commonly understood) - safe installations

Producers of electrical equipment

100% reliability - Perfect voltage quality -Reasonable high emission limits (EMC)

Electricity generators No congestion, low in-feed tariffs, high reliability

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50SINTEF Energy Research

National and international Regulation - have great impact

on the asset management agenda

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51SINTEF Energy Research

Trends - NorwayPolitical decisions – regulation

National regulation uncertainty (Safety regulation, incentive regulation)Harmonisation of the regulatory framework with the Nordic Countries and EUDistributed Generation promoted and supported - increased influx of DG (small hydro)

More demanding and professional DNO ownershiprisk seeking ownersmore budget constraintsincreased documentation requirements (decision base, cost-benefit…)utilizing grid infrastructure to develop new business areasOutsourcing - new organizations

Environmental consciousness increasesTransformer oilSF6Wood poles creosote, chromated copper arsenate..)Electric and magnetic fields (EMF)Scenery etc.

Increased electricity pricesIncreased influx of heat pumps

reducing electrical winter loadincreasing electrical summer load

Increased use of bioenergy sources for space heating and hot water generationreducing electrical loadMicro CHP

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52SINTEF Energy Research

Trends - Norway (cont.)Increased use of district heating and district cooling in urban area

reducing winter and summer load

Increased metering requirementsAMR - hourly metering - two-way communication - increased data management challenges

Increased quality of supply requirements more measurements and documentationincreased financial risks when quality of supply limits or contracts not are metincreased customer expectations – requirements with a possibility of jeopardizing corporate brand if quality of supply performance decrease

Aging people, aging work forceTechnology expertise retired

Aging assets (in general)Increased fault rates for main components and protectionAsset life prolongation a big issueIncreased use of condition monitoring and diagnosticsReduced safetySpares difficult to obtain

Risk elements climatic change: storms, floods, snowfall

Lack of data - poor data quality in ICT systems and data bases

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53SINTEF Energy Research

Risk Consequences

Economy Quality of supply Occupational/Public Safety Environment Political/PR Vulnerability Regulations

Contracts

By and large - at lot at risk

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54SINTEF Energy Research

State of the art - asset management -risk management

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55SINTEF Energy Research

Risk = Probability x Consequence

Probability category Description Unlikely Less than 1 per 100 year Infrequent 1 per 100 year or more Occasional 1 per 10 year or more Probable 1 per year or more Frequent 10 per year or more

Events:• High price scenarios• Blackout scenarios

Consequence category

Minor

Moderate

Major

Critical

Catastrophic

Probability Frequency of occurrence of Events

Consequence classification

Vulnerability of the Nordic Power System, report no A5962

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56SINTEF Energy Research

Risk Graph is commonly used

0.001

0.01

0.1

1

minor moderate major critical catastrophicConsequences

Freq

uenc

y (o

ccur

ence

s pe

r yea

r)

unlikely

infrequent

occasional

low risk- acceptable

medium risk- evaluate options

high risk- unaccaptable

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57SINTEF Energy Research

Results blackouts 2005

0

2000

4000

6000

8000

10000

12000

14000

16000

0 2 4 6 8 10 12

Hours

MW

Sweden 1983

Southern Sweden/Eastern Denmark 2003Western Norway 2004

Helsinki 2003

MajorModerate

Critical

3

1

2

4

5

6

7

8

9

10

11

12

Vulnerability of the Nordic Power System, report no A5962

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Risk Influencing Factors

System performancereliabilitysecurity

and integerity

Legislation, electricitymarket and

monopoly regulation

Assetmanagement

Operation, monitoringand control

Structure, Topology,

State Emergencypreparedness,

Crisismanagement

Labour force,competence,

skills

Standards, criteria etc

Environment

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Investments

Operation PreventiveMaintenance

Reinvestments

Voltage QualityOutages

Electrical losses

Corrective maintenanceRepairs

ReinforcementsRemaining value

Salvation costs

Life-cycle-cost management is used by some utilities. Known as a philosophy by most DNOs, but not implemented by all

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LCC Problem formulation:

Cost of measures at some stages during the period of analysis

Annual expected costs : Electrical losses , outages, maintenance, repairs...

Time (yr)

Time (yr)

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Data source Analysis Output parametersInspections, Monitoring, Electrical simulations

Evaluation Tasks for priorityFault rate implicationComponent state indicator

Component state indicatorsAsset cost catalogues

EstimationAggregation

Subsystem indicators

Fault statistics Evaluation/ component statistics

Distribution system weak points to be considered in reinforcement planning

Maintenance management history

Evaluation, statistics Distribution system maintenance intensive points to be considered in reinforcement planning

Asset planning system –Maintenance system

Plan revisionTask revision

Revised plans incl. costsRevised tasks incl. costs

Asset databaseScada

Load flowReliability analysis

Cost of electrical lossesAsset loadingAsset criticality (importance)Asset outage contributionAsset outage cost contribution

Asset databasePlan databaseCost catalogues

LCC analysis Decision support: Ranking of plans and tasksOptimal timing

Analysis - data sources

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InspectionComponent state/state indicators

Objectives•Regulations•Contracts•Power quality •Electrical state •Technical state•Environment/esthetics

LCC analysisLCC optimization

Power system LCC chain :

NIS Simulation

tools

Documentation(component register

state info., component history, fault statistics)

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Utility Decision Support Platform(UDSP) NetBas used by most utilities in Norway- also used in other Nordic countries and outside

Asset Database

Topology Data Engine – Data Model

Work OrderManagementOffice Design Maintenance Outage

Management GIS AssetManagementField Design Web

ViewingEngineering

Analysis

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Annual NIS benefits -BKK: Annual revenue 70 mill euro/yr

Annual investments 10 mill euro/yrNIS estimated benefits 5.4 mill euro/yr

00,20,40,60,8

11,21,41,6

Investm

ent re

ductio

n

Impro

ved dec

ision

s

Efficien

t plan

ning/design

Efficien

t contra

cting

Efficien

t opera

tin

Reducti

on of

loss

es

Efficien

t man

agem

ent

Mill euro/yr

Re. Paper:CIRED, Nice 1999

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Pow

el-d

agen

e20

06

ERPsystem

NTE Nett AS

ERPsystem

Entrepreneur

Needsidentified

Create project

Create project.

Design

Documentation

Network owner Entrepreneur

Tech-econ.analysis

Example support system relationship:IT-system support Asset managent -planning – design –maintenance

Archive

Documentation QA

Implementationof actions

Field tool

Maintenance tasksInspections/controls

Netbas Design

Netbas Maintenance Agresso (ERP)

NetBas Maske, Fasit, Levsik, LCC

Netbas Archive

Manual work

Documentation QA

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Reliability analysis in NetBas used for criticality evaluation.

Three equal transformers 132/22 kV carry the same load

Supply different customer categories

Difference in substation layout (Case A and Case B)

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Example Tools: Reliability analysis

CENS contribution> 5000 NOK

Main risk contribution:

162 542 NOK/yr

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Domestic/

industrial

feeders

T1

50 MVA 132kV/22kV

Case A

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Domesticfeeders

Industrial feeders

T2

50 MVA 132kV/22kV

T3

50 MVA 132kV/22kV

Case B

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Penalty and repair costs due to T1[1000 NOK/yr]

Penalty and repair costs due to T2[1000 NOK/yr]

Penalty and repair costs due to T3[1000 NOK/yr]

Penalty and repair costs due to remaining power system[1000 NOK/yr]

Average transformer conditions i.e. average fault statistics

Case A

4111 - - 768

Case B

- 594 1981 1037

Aged transformer conditions i.e. 10 times increased probability of winding fault compared to average statistics

Case A

7451 - - 768

Case B

- 849 2548 1037

Criticality measured by outage costs evaluation using a NIS reliability tool

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LCC in practiceThree alternatives:1 No action2 Replace T23 Rehabilitation T2

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LCC results - period of analysis 20 year

Name Benefit compared

to existing system

(%)

No action 0

Replace T2 47,9

Rehab. T 31,1

LCC Invest-ments

Cost of losses

Outage costs

Operating costs

Maintenance

costsBenefit

compared to existing

system

(1000 NOK) (1000 NOK) (1000 NOK) (1000 NOK) (1000 NOK) (1000 NOK) (1000 NOK)

26 652,8 0 3 204,6 23 448,2 0 0 0

13 896,2 4 780,6 2 990,0 6 360,8 0 -235,3 12 756,6

2 18 347,2 884,5 3 204,6 14 258,1 0 0 8 305,6

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Conclusions

Regulation heavily influences asset management

Benchmarking a great challenge still

Regulatory requirements improve documentation for asset management

Quality of supply regulation - an important issue-developing

More short term focus - a challenge

Risk based tools more used - detailed fault statistics a challenge

The utilities are improving, but slowly -disturbed by new business areas

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Condition monitoring and diagnosis to be utilized better in the asset management chainOverhead line suspension OH joint damage due to

increased current Damage due to increased current

Woodpecker damage Rot Concrete Pole foundationdamage

Corrosion OH line - colored conductor Corrosion - stay

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The Norwegian distribution system anno 2030?

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or…