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Aggregation of plug-in electric vehicles in electric power systems for primary frequency control Seyedmahdi Izadkhast Researcher at Delft University of Technology

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Page 1: Aggregation of plug-in electric vehicles in electric …...•Introduction •Plug-in electric vehicles •Power system ancillary services like primary frequency control • Primary

Aggregation of plug-in electric

vehicles in electric power systems

for primary frequency control

Seyedmahdi Izadkhast

Researcher at

Delft University of Technology

Page 2: Aggregation of plug-in electric vehicles in electric …...•Introduction •Plug-in electric vehicles •Power system ancillary services like primary frequency control • Primary

• Introduction

• Plug-in electric vehicles

• Power system ancillary services like primary frequency control

• Primary frequency control by plug in electric vehicles

• Case study and simulation scenarios

• Simulation results

• Conclusions

• References

Outline

Page 3: Aggregation of plug-in electric vehicles in electric …...•Introduction •Plug-in electric vehicles •Power system ancillary services like primary frequency control • Primary

• Over the past years, new plug-in electric vehicles (PEVs)

registrations have been notably increased in Europe

Introduction - PEVs

3/23

Page 4: Aggregation of plug-in electric vehicles in electric …...•Introduction •Plug-in electric vehicles •Power system ancillary services like primary frequency control • Primary

• Currently, 1000 charging points in Amsterdam

• Expected to have 4000 charging points by 2018 in the city

“This largely affects the operation and control of electric power

infrastructure within cities like Amsterdam”

Introduction - PEVs

4/23

Page 5: Aggregation of plug-in electric vehicles in electric …...•Introduction •Plug-in electric vehicles •Power system ancillary services like primary frequency control • Primary

• From electrical grid point of view, a single PEV consists of two

main components:

• Battery pack

• Battery charger system

Introduction - PEVs

Batterypack

Batterycharger

Plug-in electric vehicle Grid

system

5/23

Page 6: Aggregation of plug-in electric vehicles in electric …...•Introduction •Plug-in electric vehicles •Power system ancillary services like primary frequency control • Primary

PEVs are interesting options for electricity services

1. PEVs store a considerable amount of electrical energy using

battery pack

• PEVs become viable options for energy-based services

2. PEVs using battery charger system control active and

reactive power within a few tens of milliseconds

• PEVs become interesting options for power-based

services

Introduction - PEVs

6/23

Page 7: Aggregation of plug-in electric vehicles in electric …...•Introduction •Plug-in electric vehicles •Power system ancillary services like primary frequency control • Primary

• PEVs have a great potential to proivde a wide range of power

system ancillary services from short time scale to long time scale

Introduction – Ancillary Services

Electricity services

provided by PEVs

short time scale

~milliseconds

Transient voltage

stability

Local voltage

management

Primary

frequency

control

Tertiary frequency

control

Black start

Islanded operation

and emergency

backup

Secondary

frequency

control

Congestion and

local operational

constraint

management

Ancillary service time scale

Capacity power based service

Power & energy based service

Energy based service

Short

time scale

~seconds

Medium

time scale

~minutes

Long

time scale

~hours

Very

7/23

Page 8: Aggregation of plug-in electric vehicles in electric …...•Introduction •Plug-in electric vehicles •Power system ancillary services like primary frequency control • Primary

• Frequency is an indicator of energy balance in power systems

• If total electricity supply is less than the total demand

Frequency drops

• If total electricity supply is greater than the total demand

Frequency rises

Introduction – Frequency Control

8/23

Page 9: Aggregation of plug-in electric vehicles in electric …...•Introduction •Plug-in electric vehicles •Power system ancillary services like primary frequency control • Primary

• Frequency control in power systems • Inertia

• Primary frequency control

Instantaneous balance

• Secondary frequency control

• Tertiary frequency control

Introduction – Frequency Control

9/23

Page 10: Aggregation of plug-in electric vehicles in electric …...•Introduction •Plug-in electric vehicles •Power system ancillary services like primary frequency control • Primary

• Over the past decades, PFC has been only procured

by conventional generating units

• In the past years, PFC response has been notably

reduced in power systems due to large-scale

introduction of renewable energy sources

Introduction – Primary Frequency Control

GRID

OPERATOR

10/23

Page 11: Aggregation of plug-in electric vehicles in electric …...•Introduction •Plug-in electric vehicles •Power system ancillary services like primary frequency control • Primary

• Nowadays, PFC can be provided by PEVs next to

conventional generating units

• PEVs are much faster compared to conventional

generating units

Introduction – Primary Frequency Control

GRID

OPERATOR

11/23

Page 12: Aggregation of plug-in electric vehicles in electric …...•Introduction •Plug-in electric vehicles •Power system ancillary services like primary frequency control • Primary

• PEVs versus conventional generating units

• Battery charger’s time constant (e.g., 30 ms)

• Thermal unit’s time constant (e.g., 4 s)

• Gas unit’s time constant (e.g., 0.4 s)

“Thanks to the fast-controlled battery charger of PEVs,

they are much more promising technologies (ten times

faster) for the PFC compared to the conventional

generating units”

Introduction – Primary Frequency Control

12/23

Page 13: Aggregation of plug-in electric vehicles in electric …...•Introduction •Plug-in electric vehicles •Power system ancillary services like primary frequency control • Primary

• Typical Frequency control scheme of power systems

• Frequency deviations due to the mismatch between power

production and consumption

Introduction – Primary Frequency Control

-+

+

Load

Conventional

Power Plants

Wind farms

and solar units

+

fl

wPΔ

cpPΔ

pevsPΔ

cLFCP

DHs +2

1

LFC

PEV Fleets

pevsLFCP

13/23

Page 14: Aggregation of plug-in electric vehicles in electric …...•Introduction •Plug-in electric vehicles •Power system ancillary services like primary frequency control • Primary

Research Challenge

• Modelling a large number of plug-in electric vehicles for PFC

can significantly be time-consuming and computationally

complex.

Research Objective

• To reduce computational complexity, an aggregate model of

PEVs are introduced and developed.

Primary Frequency Control by PEVs

14/23

Page 15: Aggregation of plug-in electric vehicles in electric …...•Introduction •Plug-in electric vehicles •Power system ancillary services like primary frequency control • Primary

• Three essential PEV operation modes:

• Disconnected mode

• Idle mode

• Charging mode

• A single PEV technical characteristics:

• Minimum desired state of charge (SOC) of PEV owners

• Battery charger maximum power (unidirectional or

bidirectional)

• Constant current and constant voltage charging modes of

PEVs

PEV Characteristics for PFC

15/23

Page 16: Aggregation of plug-in electric vehicles in electric …...•Introduction •Plug-in electric vehicles •Power system ancillary services like primary frequency control • Primary

• To incorporate the PEV characteristics, a participation factor

according to PEV state of charge was introduced and

calculated for a single PEV

An Equivalent Model of A Single PEV

16/23

Page 17: Aggregation of plug-in electric vehicles in electric …...•Introduction •Plug-in electric vehicles •Power system ancillary services like primary frequency control • Primary

• An average participation factor of PEVs has been calculated

taking into account the probability distribution functions of SOC

in the fleet

An Aggregate Model of A Single PEV

17/23

Page 18: Aggregation of plug-in electric vehicles in electric …...•Introduction •Plug-in electric vehicles •Power system ancillary services like primary frequency control • Primary

• The worst case for PFC analysis has been defined when the

system primary reserve is minimum

• The frequency disturbance of 0.05 pu (1 GW in Spain) is

applied at t=0 s

Case Study Of Spanish Power System

PEV fleet parameters

5.14 kW

55%

0.5%

Number of PEVs 22,800

Battery charger topology Bidirectional

Including PEVs

18/23

Page 19: Aggregation of plug-in electric vehicles in electric …...•Introduction •Plug-in electric vehicles •Power system ancillary services like primary frequency control • Primary

To evaluate the performance of the PEV fleet compared to

the conventional units:

– Simulation scenario 1.1

• PEVs do not participate in PFC, and the

conventional units mainly provide the PFC.

– Simulation scenario 1.2

• PEVs along with the conventional units participate in

the PFC.

Scenario 1 For Spanish Power System

19/23

Page 20: Aggregation of plug-in electric vehicles in electric …...•Introduction •Plug-in electric vehicles •Power system ancillary services like primary frequency control • Primary

PEV fleet participation improved the minimum system

frequency:

• Scenario 1.1: fmin = 0.33> 0.3 Hz

• Scenario 1.2: fmin = 0.19 Hz.

Simulation Results of Scenario 1

0 1 2 3 4 5 6 7 8 9 10

-6

-5

-4

-3

-2

-1

0x 10

-3

Time (s)

F

(p

u)

Without participation of PEVs in PFC – Scenario 1.1

With participation of PEVs in PFC – Scenario 1.2

20/23

Page 21: Aggregation of plug-in electric vehicles in electric …...•Introduction •Plug-in electric vehicles •Power system ancillary services like primary frequency control • Primary

To evaluate the effect of PEV battery charger topology:

– Simulation scenario 2.1

• PEVs participate in PFC with unidirectional battery

chargers.

– Simulation scenario 2.2

• PEVs participate in PFC with bidirectional battery

chargers.

Scenario 2 For Spanish Power System

21/23

Page 22: Aggregation of plug-in electric vehicles in electric …...•Introduction •Plug-in electric vehicles •Power system ancillary services like primary frequency control • Primary

PEV fleet participation improved the minimum system

frequency:

• Scenario 2.1: fmin = 0.175 Hz > 0.3 Hz

• Scenario 2.2: fmin = 0.15 Hz > 0.3 Hz

Simulation Results of Scenario 2

0 2 4 6 8 10-3.5

-3

-2.5

-2

-1.5

-1

-0.5

0x 10

-3

Time (s)

F

(p

u)

Scenario 2.1: 0 % bidirectional - 100% unidirectional

Scenario 2.2: 100% bidirectional - 0% unidirectional

22/23

Page 23: Aggregation of plug-in electric vehicles in electric …...•Introduction •Plug-in electric vehicles •Power system ancillary services like primary frequency control • Primary

Conclusions

• PEVs can effectively improve the system frequency response

following the disturbance, and furthermore show better

performance than conventional units for PFC.

• PEV constraints such as battery charger’s power limitations,

battery state of charge, and constant current and constant

voltage charging modes of PEVs can remarkably affect PEV

fleet performance for PFC.

• The average participation of PEVs might be significantly

reduced during the day.

23/23

Page 24: Aggregation of plug-in electric vehicles in electric …...•Introduction •Plug-in electric vehicles •Power system ancillary services like primary frequency control • Primary

Conclusions

• The unidirectional or bidirectional battery charger topologies

affects the performance of the PEV fleet for PFC, and PEVs

equipped with BBC have better performance than PEVs

equipped with UBC.

• An aggregate model of PEVs, which could flexibly

incorporate the aggregate PEV technical constraints, was

proposed and formulated based on the arithmetic average

technique to notably reduce computational complexity.

24/23

Page 25: Aggregation of plug-in electric vehicles in electric …...•Introduction •Plug-in electric vehicles •Power system ancillary services like primary frequency control • Primary

References • P. Kundur, N. J. Balu, and M. G. Lauby, Power system stability and

control, vol. 4. McGraw-hill New York, 1994.

• S. Izadkhast, P. Garcia-Gonzalez, and P. Frías, L. Ramirez-Elizondo,

and P. Bauer, “An aggregate model of plug-in electric vehicles including

distribution network characteristics for primary frequency control,” IEEE

Transactions on Power Systems, vol. 31, no. 4, pp. 2987–2998. Jul

2016.

• S. Izadkhast, P. García-González, and P. Frías, “An aggregate model

of plug-in electric vehicles for primary frequency control,” IEEE

Transactions on Power Systems, vol. 30, no. 3, pp. 1475–1482. May

2015.

• S. Izadkhast, P. García-González, and P. Frías, L. Ramirez Elizondo,

and P. Bauer, “Aggregation of Plug-in Electric Vehicles in Distribution

Networks for Primary Frequency Control,” IEEE International Electric

Vehicle Conference, Florence, Italy, DEC 2014.

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Thank you!