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Page 1: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

ETIP SNETSouth-Eastern Region Workshop

Tomislav CapuderFaculty of Electrical Engineering and Computing

University of Zagreb (FER)

FER, Zagreb, 20 September 2018.

Page 2: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

SUCCESS (2017-2019)

• SUstainable ConCept for integration of distributed Energy Storage Systems is a project at the Faculty of Electricalengineering and Computing University Zagreb, funded by the Croatian Science Foundation

• Value: 130.000 €• Partner institutions:

• Faculty of Economics Univ. Zagreb• Aalborg University• Croatian DSO

Page 3: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

Research focus

EVBASS IRM approach for achieving

policy goals,

New business models for EV,

Batteries – from testing to modelling

Missing regulatory aspects for DER/EV market participation,

New business models for (EV) aggregators,

Batteries – ownership, role(s), modells

uGRIP Microgrids and cooperatives,

Flexibility as a commodity,

Modelling and laboratorytesting of flexibility providers

SUCCESS

Page 4: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

4

Concept 1:Prosumer owned battery storage

and market participation

Page 5: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

Energy cooperatives as balancinggroups „Sharing” approach,

Prosumers (PV+storage) and wind power plant jointly bid in the market,

Multiple benefits, multiple services, multiple stakeholders

Energy cooperative as a new, 100% RES, balancing group

aggregator market

GenCO (RES)/TSO/DSO

Gržanić, Mirna; Capuder, Tomislav Bi-level Modelling Approach to Coordinated Operation of Wind Power Plant and PV-Storage Energy Community, IEEE Energycon (2018)

Page 6: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

6

Modelling aspects

• Goals:• Maximize aggregators profit (portfolio of prosumers with PV and

battery storage),• Minimize cost of the entire balancing group (aggregator of

prosumers + wind power plant),• Minimize cost electricity for end-users,

• Questions:• Are there benefits of switching from traditional supplier to

aggregator?• Are there benefits in dynamic pricing schemes?• Are there benefits in joined market participation?

Page 7: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

7

Initial results

Supplier € Individual € Coordinated €

Total profit 67.35 69.38 67.58

Penalties 0.58 0.28 0.14

Cost for purchasing energy on the market 11.79 9.30 11.47

Conumers cost of electricity 79.72 78.96 79.19

Supplier € Individual € Coordinated €

Total profit 43.02 46.5 44.70

Penalties 0.92 0.44 0.24

Cost for purchasing energy

on the market8.11 6.71 8.79

Conumers cost of electricity 52.05 53.65 53.73

Prosumers with small PV capacity Prosumers with large PV capacity

Page 8: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

8

Key exploitable results

• Benefits and beneficiaries: • Coordinated operation (new BG) always results in lower

deviations/penalties as compared to individual market participation–> entire power system,

• Options for WPP after FiT period –> joining flexible RES based BG,• Diverisity of aggregators portfolio could create benefits for p2p

trading –> end-users

Page 9: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

9

Challenges, barriers, lessons learned

• Challenges:• Who could benefit from p2p trading? How would aggregator’s

strategic behavior change (and would it) in case of p2p trading?• More accurate battery modelling (results of EVBASS) and demand

response modeling -> laboratory testing needed,• Develop comprehensive models, define value of different services,

• Barriers:• Regulatory framework for aggregators is missing (or why else are

there so few aggregators) -> how to validate the results of modelling (and business cases)?

• Lessons learned:• Coordinated operation -> as higher profit and lower penalties,• Flexible balancing groups -> path towards 100% RES system

Page 10: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

10

Concept 2:Battery storage as suport to fast

charging EV integration

Page 11: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

• Comparing slow and fast charging,

• System level UC model,

• With flexible fast charging:• Total operational costs are

reduced• Total emissions are reduced• Significant reduction in RES

curtailment• Peak load reduction• Power plant efficiency

increasing

Pavić, Ivan; Capuder, Tomislav; Kuzle, Igor.A Comprehensive Approach for Maximizing Flexibility Benefits of Electric Vehicles. // IEEE Systems Journal. (2017)

Power System Level

Page 12: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

• Battery storage system serves as a buffer,• Bussiness cases:

• energy arbitrage, • charging of peak power

• End-user receives the desirved QoS, the system does not see „unforcasted” peak loads (or overbuilds the network).

Limit to 20kW chargingRequested QoS (50kW, 150kW)

The idea of FSC + BSS

Page 13: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

Initial results• Battery storage with FCS avoids paying for peak power.• Minimum size is the most feasible (around 30kWh).

Salapić, Vjekoslav; Gržanić, Mirna; Capuder, Tomislav;.Optimal Sizing of Battery Storage Units Integrated Into Fast Charging EV Stations. // IEEE Energycon 2018.

Page 14: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

Prototype charging station• Practical aspect:

• Model and design FCS with battery storage,• Construct and integrate into FER SmartGrid laboratory,• Test and validate the benefits,

• Nominal power on the grid side: 20 kVA (400 V, 29 A)

• Nominal power on the DC side : 2x50 kW, 500 Vdc, 100 Adc

Mreža Odvojni transformator Mrežni filtar AC/DC DC link Izlazni filtri

DC/DC

Baterija punionice

Baterija u automobilu

PCC

Page 15: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

• The inverter has to:• Be synchronized

with the network• Be robust during

operation• Be capable of

regulating DC voltage

• Be capable of regulating active/reactive power at the interface with the network

11RI

KT s

+

Lω−

11RI

KT s

+

dq αβ→

inv. Park

dqαβ →

Park

abc αβ→

Clark

gi α

gi β

je θ−

gdi

gqije θ

abc αβ→

Clark

iβdqαβ →

Park

je θ−

f θ gV

θ

θ

θ

gv α

gv β

gdv

gqv

abci

abcv

11RI

KT s

+

*1 23gq gd

gd

v i Qv

gdv gqv gdi

*di

*qi

*di

*qi

gdv

gqv

*,invv α

*,invv β

*,inv dv

*dcV

dcv

*Q

*,inv qv

Modelling of 3-phase inverter

Page 16: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

i [°]

-200 -150 -100 -50 0 50 100 150 20010

15

20

25

30

35

40PCC line voltage = 319 V

ibridge,RMS

[A]

iCdc,RMS

[A]

i [°]

-200 -150 -100 -50 0 50 100 150 2000.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

1.1PCC line voltage = 319 V

THD(iinv,a

) [%]

THD(igrid,a

) [%]

i [°]

-200 -150 -100 -50 0 50 100 150 20012

14

16

18

20

22

24

26

28

30

32PCC line voltage = 398 V

ibridge,RMS

[A]

iCdc,RMS

[A]

i [°]

-200 -150 -100 -50 0 50 100 150 2000.2

0.4

0.6

0.8

1

1.2

1.4

1.6

1.8PCC line voltage = 398 V

THD(iinv,a

) [%]

THD(igrid,a

) [%]

i [°]

-200 -150 -100 -50 0 50 100 150 20010

12

14

16

18

20

22

24

26

28

30PCC line voltage = 458 V

ibridge,RMS

[A]

iCdc,RMS

[A]

i [°]

-200 -150 -100 -50 0 50 100 150 2000.4

0.6

0.8

1

1.2

1.4

1.6

1.8

2

2.2

2.4PCC line voltage = 458 V

THD(iinv,a

) [%]

THD(igrid,a

) [%]

Simulation results

Page 17: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

17

Key exploitable results

• Benefits: • Benefits for the power system: reduced curtailment,

lower operational costs, lower CO2 emissions;• Benefits for the charging station owners/operators –

lower operational costs, acceptable investment return rate;

• Potential benefits for the DSO – avoiding unneccessarynetwork investments.

Page 18: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

18

Challenges, barriers, lessons learned

• Challenges:• Demonstration project of battery storage as a buffer (for

implementation see CEF project NEXT-E) -> pilot projects (4 locations),

• Develop drediction/forecasting of EV requirements -> project bigEVdata,

• Construct and integrate a prototype of fast charging station with integrated battery storage in FER SGlab;

• Develop models for assessing „sharing” opportunities (correlation with concept 3 of SUCCESS project) – utilizing battery storage for multiple services;

Page 19: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

19

Challenges, barriers, lessons learned

• Barriers:• Unavailable EV data for modelling (synthetic data used such as that

of todays traffic or generated by models), missing sufficient amount of data, slow EV uptake to test the methods in reality..

• Low interest in FCS+BSS charging stations.• Lessons learned:

• Batteries are expensive (for research and pilot projects) – costs of up to 1000€/kWh for key-in-hand (BMS, power electronics, wiring, installations…),

• Very few available flexible solutions (both in terms of batteries and power electronics).

Page 20: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

20

Concept 3:Battery storage sharing between

prosumers and DSO

Page 21: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

21

Prosumer - DSO cooperation• Main idea:

• DSO utilizes prosumers storage for more efficient network operation and planning,

• Modelling aspects:• Maximize prosumers profit, minimize DSO operational cost (non-

convex problem),• Challenge: interaction of planning and operational horizon.

Gržanić, Mirna; Capuder, Tomislav; Krajcar, Slavko;DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.

Title

Title

Title

DISTRIBUTION NETWORK "LIFE CYCLE"

Multiple 3-year snapshot plans for the next 20 years

- Demand/DG forecast- Grid asset investment costs- Sources of uncertainty- Policy, regulatory development- Environmental issues

Day-ahead and intra-day operation

- day-ahead energy/power prices (€/kWh, €/kW)- Intra-day balancing prices (€/kWh, €/kW)- Investment driven services (€/kW)- technical constraint driven prices (€/kW, €kWh, €/kVar, €/kVarh)

Months-ahead to week-ahead planning

- Maintenance scheduling- Ancillary service procurement/availability- Optimal network configuration- n-1 security, reliability assessment

Title

Annual correction (usually)

- Technical losses- Service availability- Service quality- Regulatory guidlines

Page 22: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

• DSO, instead of building new lines, „rents” storage service from end users;

22

Initial results

Consumer

Energy cost without

battery storage €

Energy cost with battery storage

Cost including battery

investment€

7 498.98 469.78 654.46

13 535.25 506.05 690.73

15 661.75 632.55 817.23

16 399.74 370.54 555.22

20 416.94 387.74 572.42

Consumer Cost for energy €

Cost with battery

investment €Savings €

7 296.69 481.37 17.32

13 319.39 504.07 31.18

15 385.90 570.58 91.16

16 183.75 368.43 31.31

20 200.01 384.69 32.25

Page 23: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

23

Key exploitable results

• Outcomes:• The DSO could alleviate technical issues by utilizing consumer side

flexibility – this enhances the business case for end-users as well(e.g. battery storage);

• Long-term planning tool developed for defining resevation and utilization cots/prices -> connection to Interreg Danube project3Smart (http://www.interreg-danube.eu/approved-projects/3smart).

Page 24: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

24

Challenges, barriers, lessons learned

• Challenges:• The need for „better” definition of DSO flexibility costs/prices,• TSO-DSO coordination -> system flexibility from distribution system

resources and how does it impact the DSO operation

• Barriers:• Scallability of models• How and where to test the provision of flexibility to DSO -> project

3Smart.

• Lessons learned:• Does DSO need additional flexibility -> Current results in Croatia,

BiH, Hungary, Austria suggest that most distribution networks are„strong enough” (overbuilt and over invested),

Page 25: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

Thank you for your attention

[email protected]

Page 26: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

26

APPENDIX 1Concept 2: Battery storage as

suport to fast charging EV integration

Page 27: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

Research approach to EV

• Multiple areas intersecting:• Role and modelling of batteries -> EVBSS• How does relaying on FCS impact the power system

operation –> SUCCESS/EVBASS• Business/optimization models for EV aggregators

(EVBA concept) -> SUCCESS/EVBASS• Integrating batteries with FCS -> SUCCESS/EVBASS

Page 28: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

Future of EV - IRM analysis

More chargers -> lowercharing infrastructure risk,

More chargers -> lower Range anxiety risk,

(Super)fast chargers as a way of increasing EV driver comfort

Page 29: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

Fast EV chargers

• Installation of FCS as a strategy in reducingdrivers concern of range insufficiency:

• Tesla superchargers• CEF (Connecting Europe Facility) projects: fastE,

EAST-E, NEXT-E -> massive installations of FCS on highways,

• Ionity -> joint effort of BMW, Mercedes, Ford and VW• Ultra – E -> joint effort of Allego, Audi, BMW, Magna,

Renault, Hubject, and others• ……

Page 30: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

Power System LevelFlow energy

serviceFixed UFC charging

Single direction G2S charging

Two-way G2S charging

More flexibility needed

Providing flexibility

Providing flexibility

Page 31: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

S2G-

YR

P [G

W]

Time [h]

Time [h]

Time [h]

010203040506070

0,00,40,81,21,62,02,42,83,2

0,00,40,81,21,62,02,42,8

0

0 12 24 36 48 60 72 84 96 108

120

132

144

156

0

0 12 24 36 48 60 72 84 96 108

120

132

144

156

0

0 12 24 36 48 60 72 84 96 108

120

132

144

156

UFC-

YR &

USC

-YR

P [G

W]

01020304050607080

0,00,40,81,21,62,02,42,83,23,64,04,44,8

0,00,40,81,21,62,02,42,83,23,64,04,4

Pavić, Ivan; Capuder, Tomislav; Kuzle, Igor.Fast charging stations — Power and ancillary services provision // IEEE Manchester PowerTech. (2017)

• Peak power increased, more flexibility needed (Curtailment), more reserve needed, higher operational costs

Power System Level

Page 32: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

• Objective function -> best investment choice (optimal benefit between operational cot reduction and initial investment. s.t.:

• Arrival time, departure time• SOC at the time of arrival, SOC at end• Type of car, location (3 locations: highway, shopping

centre, parking lot), frequency of charging….

• All uncertanties modelled as stochastic variables (SOC, arrival/departure time, prices…)

• Decision: optimal size of battery storage unit to beintegrated into FCS

Modelling behind FCS+BSS

Salapić, Vjekoslav; Gržanić, Mirna; Capuder, Tomislav;.Optimal Sizing of Battery Storage Units Integrated Into Fast Charging EV Stations. // IEEE Energycon 2018.

Page 33: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

• Controllable AC voltage source:• Generates AC voltage:

• Any requested amplitude (maximum line voltage amplitude (vab,inv in Figure) is equal to the DC link amplitude, Vdc)

• The frequency is equal to the network frequency (needs to be synchronized)

L1 R1

RCf

Cf

L2 R2 RgLg vg

PCC

Vdc+ ab

cCdc

ibat

iC,dc

ibridge

iinvigrid

vab,inv vpcc

Modelling of prototype FCS

Page 34: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

• DC side currents ibat, iC,dc i ibridge

• cos(ϕv-ϕi)=1

L1 R1

RCf

Cf

L2 R2 RgLg vg

PCC

Vdc+ ab

cCdc

ibat

iC,dc

ibridge

iinvigrid

vab,inv vpcc

t [ms]

0 2 4 6 8 10 12 14 16 18 20

i brid

ge

[A]

-20

-10

0

10

20

30

40

50

ibridge

iC

ibat

Simulation results

Page 35: ETIP SNET South-Eastern Region Workshop...Capuder, Tomislav;Krajcar, Slavko; DSO and Aggregator Sharing Concept for Distributed Battery Storage System // EEEIC 2018.-Title Title Title

• DC side currents ibat, iC,dc i ibridge

• cos(ϕv-ϕi)=0

L1 R1

RCf

Cf

L2 R2 RgLg vg

PCC

Vdc+ ab

cCdc

ibat

iC,dc

ibridge

iinvigrid

vab,inv vpcc

t [ms]

0 2 4 6 8 10 12 14 16 18 20

i brid

ge

[A]

-40

-30

-20

-10

0

10

20

30

40

ibridge

iC

ibat

Simulation results