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Informatik 7
Rechnernetze und
Kommunikationssysteme
Overview of Smart Grid
Dr.-Ing. Abdalkarim Awad
14.10.2015
The EU climate and energy package
The "20-20-20" targets are three key objectives for
2020:
A 20% reduction in EU greenhouse gas emissions
from 1990 levels;
Raising the share of EU energy consumption produced
from renewable resources to 20%;
A 20% improvement in the EU's energy efficiency
Dr.-Ing. Abdalkarim Awad 1
2
Source: NASA
Source: Wikipedia
3
Situation in Germany
Source: BDEW
Dr.-Ing. Abdalkarim Awad 4
5
Shares of energy sources to the
electricity in Bavaria (2011)
Source: bayerische landesamt für statistik und datenverarbeitung
Dr.-Ing. Abdalkarim Awad 6
Structure of the share of renewable
energy sources in electricity generation
in Bavaria (2011)
Source: bayerische landesamt für statistik und datenverarbeitung
Dr.-Ing. Abdalkarim Awad 7
substantial amount of Renewable Energy
Is that good?
Do we have problems?
Solutions?
Dr.-Ing. Abdalkarim Awad 8
What is Smart grid? „Definition“
“A smart grid is an electrical grid that uses
information and communications technology to
gather and act on information, such as information
about the behaviors of suppliers and consumers, in
an automated fashion to improve the efficiency,
reliability, economics, and sustainability of the
production and distribution of electricity”
[Wikipedia]
Short Answer: Smart Grid = ICT + Power Grid
Dr.-Ing. Abdalkarim Awad 9
Heat
demand
PV/T
Electricity
demand
Heat
storage
Boiler
Battery
µCHP
Controller
Two-Way Power Flow
Two-Way Data Flow
Utility Company
Integration
of DER
Data/
Control
Smart meter
Smart Grid
E-Mobility
10
Why Smart Meters? What are they good
for?
Dr.-Ing. Abdalkarim Awad 11
Provider:
billing,
dynamic rate
Operator:
adapt system
parameters,
detect outage
Internet/
Network
Customer:
transparent,
adjust power
usage
Who can benefit from Smart grid?
System operators
Normal user (e.g., Household)
The system
In some cases we have a win-win situation
Dr.-Ing. Abdalkarim Awad 12
The “Smart Grid” will exploit:
Distributed computing
Real-time communication
The “Smart Grid” will involve:
Smart meters
Phasor Measurement Units (PMUs)
Higher band width capability
data communication network
The “Smart Grid” will enhance:
Monitoring
Control
Protection
Optimization of interconnected elements operation.
Dr.-Ing. Abdalkarim Awad 13
Source: Die Welt 14
Application: Demand Side Management
Shift some load from high demand periods to low
demand periods
Economical Reasons
Technical Reasons
Time
Demand
Dr.-Ing. Abdalkarim Awad 15
Economical Reasons
Different costs of different energy sources
To cover a load start with the cheapest one.
Avoid expensive energy sources
Time
Demand
Demand
ElectricityPrice/MWh
Merit-Order
Dr.-Ing. Abdalkarim Awad 16
Energy Costs
Dr.-Ing. Abdalkarim Awad 17
Day-ahead price
Day-ahead electricity prices are calculated for each
hour of the day-ahead on the basis of demand and
supply
Time
Time
DemandElectricityPrice/kWh
Dr.-Ing. Abdalkarim Awad 18
Day-ahead price
Dr.-Ing. Abdalkarim Awad 19
Day Ahead Electricity
Price from European
Energy Exchange AG
In Leipzig
www.eex.com
Best time to charge a battery?
20
Day Ahead Electricity
Price from European
Energy Exchange AG
In Leipzig
Negative Price!
21
Example (Losses)
5+j10 Ω
33 kV
2
1
4
186 22 24
2
1.5
3
186 22 24
Load Shifting
LoadMW
LoadMW
 Compute Energy Losses
Load MW(P) I=P/(√3*33*1000) Losses(kW)=I2R
1 17.5 1.53
1.5 26.3 3.45
2 35 6.13
3 52.5 13.78
4 70 24.5
Load
3 Phase 3 Phase
Dr.-Ing. Abdalkarim Awad 22
Example (Energy Loss)
5+j10 Ω
33 kV
2
1
4
186 22 24
2
1.5
3
186 22 24
Load Shifting
LoadMW
LoadMW
Load MW(P) I=P/(√3*33*1000) Losses(kW)=I2R
1 17.5 1.53
1.5 26.3 3.45
2 35 6.13
3 52.5 13.78
4 70 24.5
Loss/Line=8*1.53+12*6.13+4*24.5
=183.8 kWh Loss=3*183.8 kWh
Loss/Line=8*3.45+12*6.13+4*13.7
8=156.3 kWh  Loss=3*156.3 kWh
Load
 Compute Energy Loss in the Transmission Line
Dr.-Ing. Abdalkarim Awad 23
Savings
3*183.8-3*156.3
=82.5 kWh
Example (Costs)
5+j10 Ω
33 kV
2
1
4
186 22 24
2
1.5
3
186 22 24
Load Shifting
LoadMW
LoadMW
Time Cost (Euro/MWh)
0-8 20
8-12 30
12-16 40
16-22 50
22-0 20
Load
 Compute Energy Costs
Dr.-Ing. Abdalkarim Awad 24
Example (Costs)
5+j10 Ω
33 kV
2
1
4
186 22 24
2
1.5
3
186 22 24
Load Shifting
LoadMW
LoadMW
Time Cost (Euro/MWh)
0-8 20
8-12 30
12-16 40
16-22 50
22-0 20
Cost=1*8*20+2*2*20+2*4*30+2*4
*40+2*2*50+4*4*50=1800 Euro
Cost=1.5*8*20+2*2*20+2*4*30+2*4
*40+2*2*50+4*3*50=1680 Euro
Load
 Compute Energy Costs
Dr.-Ing. Abdalkarim Awad 25
Saving
=1800-1680
=120 Euro
How could be implemented?
Heat
demand
PV/T
Electricity
demand
Heat
storageBoiler
Battery
µCHP
Controller
Two-Way Power Flow
Two-Way Data Flow
Smart meter
When should I buy electricity?
I know, when it is cheap, but cheap is relative , is 20cent /kWh cheap?
Dr.-Ing. Abdalkarim Awad 26
Problem: profit maximization
How much energy should be sold/bought
How much energy should be charged/discharged
The answer depends on many factors
Current price and price in the future
Current demand and demand in the future
Current production and production in the future
Current battery level
Charging and discharging efficiency
We have also several constraints
The capacity of the battery
Maximum charging/discharging power to/from the battery
Time Production(kW) Demand(kW) Battery(kWh)
12-13 1.2 0.06 0
Example
Dr.-Ing. Abdalkarim Awad 27
Day ahead price
Production forecast
Load forecast
Amount of power to export
Amount of power to import
Amount of power to store
Amount of power to retrieve
Elastic Load
Allocate the elastic load
Technical
Data
Controller
Power Management System
The controller solves an optimization problem to find
the best strategy to be followed to maximize the profitDr.-Ing. Abdalkarim Awad 28
Example2
Self-Healing: Automated Decentralized Control:
Dr.-Ing. Abdalkarim Awad 29
Example2
Self-Healing: Automated Decentralized Control:
Got damaged
How to restore the
energy in the
disconnected part?
Dr.-Ing. Abdalkarim Awad 30
Example2
Self-Healing-Automated Decentralized Control:
Several solutions
1- SW8 on
2- SW6 on
3-SW6 on SW2 on
SW4 off
4-SW10 on SW9 off
SW6 on
.....
Got damaged
Dr.-Ing. Abdalkarim Awad 31
The multidisciplinary world of smart
grids
Control
Data Management
Optimization
Power Grid
Security and Privacy
Energy Market
Communication
AI
Smart Grid
Dr.-Ing. Abdalkarim Awad 32
Contents
Overview
Basics of Power Systems
Applications
Communications Technologies
Renewable Energy
Demand Side Management
Standards & Interoperability
E-Mobility
Monitoring and Control
Privacy and Security
Market Mechanisms
Dr.-Ing. Abdalkarim Awad 33
Basics of Power Systems
Loads and Generation
Power factor
3phase
Per unit
Economic Dispatch
Optimal Power Flow
Dr.-Ing. Abdalkarim Awad 34
Smart Grid Applications
Volt and var control (VVC)
Fault detection, isolation and restoration (FDIR)
Demand response (DR) management
Distributed energy Resources (DER) integration and
management
Wide area monitoring, protection and control
(WAMPC)
Dr.-Ing. Abdalkarim Awad 35
Communications Technologies
Network architecture
Home Area Networks, Neighborhood Area Networks, Wide Area
Networks
Wireless Communication
ZigBee, WSN, 6LoWPAN, WiFi, WiMAX, Mobile Communication
(GPRS, UMTS, LTE), Satellite
Wired Communication
Power Line Communication (PLC), DSL, Ethernet, Fiber, ...
Dr.-Ing. Abdalkarim Awad 36
Renewable & DER Integration
Importance
Types
Construction
Contribution (size)
Cost and challenges
Energy Storage
Feed-in Tariff
Goals and challenges (In Germany)
Module1
Module2
Module3
Module4
+
-
SP
Module1
Module2
Module3
Module4
+
-
AP
Dr.-Ing. Abdalkarim Awad 37
Demand Side Management (DSM)
Direct and Indirect DSM
Autonomous DSM
Optimal operation
Price prediction
Managing user side Storage and Generation
Dr.-Ing. Abdalkarim Awad 38
E-mobility (Electric Vehicles)
Electric vehicle network
Batteries
Plug-in Hybrid Electric Vehicles (PHEV)
Challenges
Importance
Generation
33%
Trans.
94%
Plug-to-Wheels
76%
Refining
82%
Trans.
98%
Pump-to-Wheels
16%
31%
80%
= 23%
=
13%Source: http://www.nesea.org
Dr.-Ing. Abdalkarim Awad 39
Monitoring & Control
Sensors (number, location, data)
Optimal operation
Phasor Measurement Units (PMU)
SCADA
Requirements
Dr.-Ing. Abdalkarim Awad 40
Standards & Interoperability
IEEE Standards
For Example IEEE C37.118
IEC Standards
For example IEC 61968 Distribution
Dr.-Ing. Abdalkarim Awad 41
Security & Privacy
Importance
Challenges
IEC 62351 Security
IEEE 1686 Cyber Security Capabilities
Dr.-Ing. Abdalkarim Awad 42
Air Condition (AC)
Refrigerator
EV charging Signal
Market Mechanisms
Day-ahead Price
Risk Management
Forecast
Merit Order
Situation in Deutschland (EEX www.eex.com)
Dr.-Ing. Abdalkarim Awad 43
44
Week Lectures Exercises
12.10-16.10 Overview of Smart Grid No exercises
19.10-23.10 Basics of Power Systems1 Power Systems
26.10-30.10 Basics of Power Systems2 Power Systems Simulation
2.11-6.11 Applications Power Systems Simulation
9.11-13.11 Standards & Interoperability Optimization and
Applications
16.11-20.11 Demand Side Management Lab work
23.11-27.11 Communications Technologies -1 Demand Response (Profit
maximization)
30.11-4.12 Communications Technologies -2 TCP and UDP socket
Programming
7.12-11.12 Communications Technologies -3 IEEE C37.118
14.12-18.12 Communications Technologies -4 Lab work
23.12-6.1 Closed Closed
11.1-15.1 Privacy and Security Lab work
18.1-22.1 Renewable Energy sources Encryption and decryption
25.1-29.1 E-Mobility Lab work
1.2-5.2
Tentative Schedule
Literature
Literatur
[1] L. T. Berger, K. Iniewski, Smart Grid –
Applications, Communications, and Security, Wiley,
2012.
[2] J. Ekanayake, K. Liyanage, J. Wu, A.
Yokoyama, N. Jenkins, Smart Grid – Technology
and Applications, Wiley, 2012
[3] Integration der erneuerbaren Energien in den
deutsch-europäischen Strommarkt (Integration EE),
Deutsche Energie-Agentur GmbH (dena), 2012
[4] Untersuchungen zu einem zukunftsfähigen
Strommarktdesign, Energiewirtschaftliches Institut
an der Universität zu Köln (ewi), 2012.
Dr.-Ing. Abdalkarim Awad 45
Literature
[5] M. D. Galus, R. A. Waraich, F. Noembrini, K.
Steurs, G. Georges, K. Boulouchos, K. W.
Axhausen, and G. Andersson, Integrating Power
Systems, Transport Systems and Vehicle
Technology for Electric Mobility Impact Assessment
and Efficient Control, IEEE Transactions on Smart
Grid, VOL. 3, NO. 2, JUNE 2012.
[6] J. Lassila, J. Haakana, V. Tikka, and J.
Partanen, Methodology to Analyze the Economic
Effects of Electric Cars as Energy Storages, IEEE
Transactions on Smart Grid, VOL. 3, NO. 1, MARCH
2012.
Dr.-Ing. Abdalkarim Awad 46
Journals and conferences
IEEE Transactions on Smart Grid
IEEE Transactions on Sustainable Energy
IEEE Smartgridcomm
….
Dr.-Ing. Abdalkarim Awad 47

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Lect1 smatgrid-overview

  • 1. Informatik 7 Rechnernetze und Kommunikationssysteme Overview of Smart Grid Dr.-Ing. Abdalkarim Awad 14.10.2015
  • 2. The EU climate and energy package The "20-20-20" targets are three key objectives for 2020: A 20% reduction in EU greenhouse gas emissions from 1990 levels; Raising the share of EU energy consumption produced from renewable resources to 20%; A 20% improvement in the EU's energy efficiency Dr.-Ing. Abdalkarim Awad 1
  • 5. Situation in Germany Source: BDEW Dr.-Ing. Abdalkarim Awad 4
  • 6. 5
  • 7. Shares of energy sources to the electricity in Bavaria (2011) Source: bayerische landesamt für statistik und datenverarbeitung Dr.-Ing. Abdalkarim Awad 6
  • 8. Structure of the share of renewable energy sources in electricity generation in Bavaria (2011) Source: bayerische landesamt für statistik und datenverarbeitung Dr.-Ing. Abdalkarim Awad 7
  • 9. substantial amount of Renewable Energy Is that good? Do we have problems? Solutions? Dr.-Ing. Abdalkarim Awad 8
  • 10. What is Smart grid? „Definition“ “A smart grid is an electrical grid that uses information and communications technology to gather and act on information, such as information about the behaviors of suppliers and consumers, in an automated fashion to improve the efficiency, reliability, economics, and sustainability of the production and distribution of electricity” [Wikipedia] Short Answer: Smart Grid = ICT + Power Grid Dr.-Ing. Abdalkarim Awad 9
  • 11. Heat demand PV/T Electricity demand Heat storage Boiler Battery µCHP Controller Two-Way Power Flow Two-Way Data Flow Utility Company Integration of DER Data/ Control Smart meter Smart Grid E-Mobility 10
  • 12. Why Smart Meters? What are they good for? Dr.-Ing. Abdalkarim Awad 11 Provider: billing, dynamic rate Operator: adapt system parameters, detect outage Internet/ Network Customer: transparent, adjust power usage
  • 13. Who can benefit from Smart grid? System operators Normal user (e.g., Household) The system In some cases we have a win-win situation Dr.-Ing. Abdalkarim Awad 12
  • 14. The “Smart Grid” will exploit: Distributed computing Real-time communication The “Smart Grid” will involve: Smart meters Phasor Measurement Units (PMUs) Higher band width capability data communication network The “Smart Grid” will enhance: Monitoring Control Protection Optimization of interconnected elements operation. Dr.-Ing. Abdalkarim Awad 13
  • 16. Application: Demand Side Management Shift some load from high demand periods to low demand periods Economical Reasons Technical Reasons Time Demand Dr.-Ing. Abdalkarim Awad 15
  • 17. Economical Reasons Different costs of different energy sources To cover a load start with the cheapest one. Avoid expensive energy sources Time Demand Demand ElectricityPrice/MWh Merit-Order Dr.-Ing. Abdalkarim Awad 16
  • 19. Day-ahead price Day-ahead electricity prices are calculated for each hour of the day-ahead on the basis of demand and supply Time Time DemandElectricityPrice/kWh Dr.-Ing. Abdalkarim Awad 18
  • 21. Day Ahead Electricity Price from European Energy Exchange AG In Leipzig www.eex.com Best time to charge a battery? 20
  • 22. Day Ahead Electricity Price from European Energy Exchange AG In Leipzig Negative Price! 21
  • 23. Example (Losses) 5+j10 Ω 33 kV 2 1 4 186 22 24 2 1.5 3 186 22 24 Load Shifting LoadMW LoadMW  Compute Energy Losses Load MW(P) I=P/(√3*33*1000) Losses(kW)=I2R 1 17.5 1.53 1.5 26.3 3.45 2 35 6.13 3 52.5 13.78 4 70 24.5 Load 3 Phase 3 Phase Dr.-Ing. Abdalkarim Awad 22
  • 24. Example (Energy Loss) 5+j10 Ω 33 kV 2 1 4 186 22 24 2 1.5 3 186 22 24 Load Shifting LoadMW LoadMW Load MW(P) I=P/(√3*33*1000) Losses(kW)=I2R 1 17.5 1.53 1.5 26.3 3.45 2 35 6.13 3 52.5 13.78 4 70 24.5 Loss/Line=8*1.53+12*6.13+4*24.5 =183.8 kWh Loss=3*183.8 kWh Loss/Line=8*3.45+12*6.13+4*13.7 8=156.3 kWh  Loss=3*156.3 kWh Load  Compute Energy Loss in the Transmission Line Dr.-Ing. Abdalkarim Awad 23 Savings 3*183.8-3*156.3 =82.5 kWh
  • 25. Example (Costs) 5+j10 Ω 33 kV 2 1 4 186 22 24 2 1.5 3 186 22 24 Load Shifting LoadMW LoadMW Time Cost (Euro/MWh) 0-8 20 8-12 30 12-16 40 16-22 50 22-0 20 Load  Compute Energy Costs Dr.-Ing. Abdalkarim Awad 24
  • 26. Example (Costs) 5+j10 Ω 33 kV 2 1 4 186 22 24 2 1.5 3 186 22 24 Load Shifting LoadMW LoadMW Time Cost (Euro/MWh) 0-8 20 8-12 30 12-16 40 16-22 50 22-0 20 Cost=1*8*20+2*2*20+2*4*30+2*4 *40+2*2*50+4*4*50=1800 Euro Cost=1.5*8*20+2*2*20+2*4*30+2*4 *40+2*2*50+4*3*50=1680 Euro Load  Compute Energy Costs Dr.-Ing. Abdalkarim Awad 25 Saving =1800-1680 =120 Euro
  • 27. How could be implemented? Heat demand PV/T Electricity demand Heat storageBoiler Battery µCHP Controller Two-Way Power Flow Two-Way Data Flow Smart meter When should I buy electricity? I know, when it is cheap, but cheap is relative , is 20cent /kWh cheap? Dr.-Ing. Abdalkarim Awad 26
  • 28. Problem: profit maximization How much energy should be sold/bought How much energy should be charged/discharged The answer depends on many factors Current price and price in the future Current demand and demand in the future Current production and production in the future Current battery level Charging and discharging efficiency We have also several constraints The capacity of the battery Maximum charging/discharging power to/from the battery Time Production(kW) Demand(kW) Battery(kWh) 12-13 1.2 0.06 0 Example Dr.-Ing. Abdalkarim Awad 27
  • 29. Day ahead price Production forecast Load forecast Amount of power to export Amount of power to import Amount of power to store Amount of power to retrieve Elastic Load Allocate the elastic load Technical Data Controller Power Management System The controller solves an optimization problem to find the best strategy to be followed to maximize the profitDr.-Ing. Abdalkarim Awad 28
  • 30. Example2 Self-Healing: Automated Decentralized Control: Dr.-Ing. Abdalkarim Awad 29
  • 31. Example2 Self-Healing: Automated Decentralized Control: Got damaged How to restore the energy in the disconnected part? Dr.-Ing. Abdalkarim Awad 30
  • 32. Example2 Self-Healing-Automated Decentralized Control: Several solutions 1- SW8 on 2- SW6 on 3-SW6 on SW2 on SW4 off 4-SW10 on SW9 off SW6 on ..... Got damaged Dr.-Ing. Abdalkarim Awad 31
  • 33. The multidisciplinary world of smart grids Control Data Management Optimization Power Grid Security and Privacy Energy Market Communication AI Smart Grid Dr.-Ing. Abdalkarim Awad 32
  • 34. Contents Overview Basics of Power Systems Applications Communications Technologies Renewable Energy Demand Side Management Standards & Interoperability E-Mobility Monitoring and Control Privacy and Security Market Mechanisms Dr.-Ing. Abdalkarim Awad 33
  • 35. Basics of Power Systems Loads and Generation Power factor 3phase Per unit Economic Dispatch Optimal Power Flow Dr.-Ing. Abdalkarim Awad 34
  • 36. Smart Grid Applications Volt and var control (VVC) Fault detection, isolation and restoration (FDIR) Demand response (DR) management Distributed energy Resources (DER) integration and management Wide area monitoring, protection and control (WAMPC) Dr.-Ing. Abdalkarim Awad 35
  • 37. Communications Technologies Network architecture Home Area Networks, Neighborhood Area Networks, Wide Area Networks Wireless Communication ZigBee, WSN, 6LoWPAN, WiFi, WiMAX, Mobile Communication (GPRS, UMTS, LTE), Satellite Wired Communication Power Line Communication (PLC), DSL, Ethernet, Fiber, ... Dr.-Ing. Abdalkarim Awad 36
  • 38. Renewable & DER Integration Importance Types Construction Contribution (size) Cost and challenges Energy Storage Feed-in Tariff Goals and challenges (In Germany) Module1 Module2 Module3 Module4 + - SP Module1 Module2 Module3 Module4 + - AP Dr.-Ing. Abdalkarim Awad 37
  • 39. Demand Side Management (DSM) Direct and Indirect DSM Autonomous DSM Optimal operation Price prediction Managing user side Storage and Generation Dr.-Ing. Abdalkarim Awad 38
  • 40. E-mobility (Electric Vehicles) Electric vehicle network Batteries Plug-in Hybrid Electric Vehicles (PHEV) Challenges Importance Generation 33% Trans. 94% Plug-to-Wheels 76% Refining 82% Trans. 98% Pump-to-Wheels 16% 31% 80% = 23% = 13%Source: http://www.nesea.org Dr.-Ing. Abdalkarim Awad 39
  • 41. Monitoring & Control Sensors (number, location, data) Optimal operation Phasor Measurement Units (PMU) SCADA Requirements Dr.-Ing. Abdalkarim Awad 40
  • 42. Standards & Interoperability IEEE Standards For Example IEEE C37.118 IEC Standards For example IEC 61968 Distribution Dr.-Ing. Abdalkarim Awad 41
  • 43. Security & Privacy Importance Challenges IEC 62351 Security IEEE 1686 Cyber Security Capabilities Dr.-Ing. Abdalkarim Awad 42 Air Condition (AC) Refrigerator EV charging Signal
  • 44. Market Mechanisms Day-ahead Price Risk Management Forecast Merit Order Situation in Deutschland (EEX www.eex.com) Dr.-Ing. Abdalkarim Awad 43
  • 45. 44 Week Lectures Exercises 12.10-16.10 Overview of Smart Grid No exercises 19.10-23.10 Basics of Power Systems1 Power Systems 26.10-30.10 Basics of Power Systems2 Power Systems Simulation 2.11-6.11 Applications Power Systems Simulation 9.11-13.11 Standards & Interoperability Optimization and Applications 16.11-20.11 Demand Side Management Lab work 23.11-27.11 Communications Technologies -1 Demand Response (Profit maximization) 30.11-4.12 Communications Technologies -2 TCP and UDP socket Programming 7.12-11.12 Communications Technologies -3 IEEE C37.118 14.12-18.12 Communications Technologies -4 Lab work 23.12-6.1 Closed Closed 11.1-15.1 Privacy and Security Lab work 18.1-22.1 Renewable Energy sources Encryption and decryption 25.1-29.1 E-Mobility Lab work 1.2-5.2 Tentative Schedule
  • 46. Literature Literatur [1] L. T. Berger, K. Iniewski, Smart Grid – Applications, Communications, and Security, Wiley, 2012. [2] J. Ekanayake, K. Liyanage, J. Wu, A. Yokoyama, N. Jenkins, Smart Grid – Technology and Applications, Wiley, 2012 [3] Integration der erneuerbaren Energien in den deutsch-europäischen Strommarkt (Integration EE), Deutsche Energie-Agentur GmbH (dena), 2012 [4] Untersuchungen zu einem zukunftsfähigen Strommarktdesign, Energiewirtschaftliches Institut an der Universität zu Köln (ewi), 2012. Dr.-Ing. Abdalkarim Awad 45
  • 47. Literature [5] M. D. Galus, R. A. Waraich, F. Noembrini, K. Steurs, G. Georges, K. Boulouchos, K. W. Axhausen, and G. Andersson, Integrating Power Systems, Transport Systems and Vehicle Technology for Electric Mobility Impact Assessment and Efficient Control, IEEE Transactions on Smart Grid, VOL. 3, NO. 2, JUNE 2012. [6] J. Lassila, J. Haakana, V. Tikka, and J. Partanen, Methodology to Analyze the Economic Effects of Electric Cars as Energy Storages, IEEE Transactions on Smart Grid, VOL. 3, NO. 1, MARCH 2012. Dr.-Ing. Abdalkarim Awad 46
  • 48. Journals and conferences IEEE Transactions on Smart Grid IEEE Transactions on Sustainable Energy IEEE Smartgridcomm …. Dr.-Ing. Abdalkarim Awad 47