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Smart Energy Management Algorithms
Dr. Milan Prodanović
EOI, Madrid, November 2010
Introduction
Mission of IMDEA Energy is to promote renewable and clean energy technologies
Formed of six research units:
Thermo-Chemical (production of sustainable fuels, CO2 confinement and valorisation)
Bio-Chemical (production of sustainable fuels, CO2 confinement and valorisation)
Electrochemical (energy storage, development of systems with enhanced efficiency)
High Temperature Processes (solar energy, energy storage)
Energy Systems Analysis (CO2 confinement and valorisation, life-cycle analysis)
Electrical Processes (Smart management of networks, renewable energy, energy storage)
Collaboration with other IMDEA institutes
Research objectives of Electrical Processes Unit
Development of Smart management techniques for future power networks
Active demand side management and energy efficiency improvement
Management of energy storage devices across the network
Electric vehicles
Key technologies
ICT
Power electronics
Embedded RT control systems
SmartGrids
EU Deployment Priorities for SmartGrids
IMDEA Energy
“A SmartGrid is an electricity network that can intelligently integrate the actions
of all users connected to it - generators, consumers and those that do both – in
order to efficiently deliver sustainable, economic and secure electricity supplies.”
SmartGrids
According to Strategic Deployment Document of European
Technology Platform, Key Challenges for SmartGrids are:
Strengthening the grid – ensuring transmission capacity
Moving offshore
Developing decentralized architectures
Communications – allowing RT operating and trading
Active demand side – all consumers play an active role
Integrating intermittent generation
Enhanced intelligence of generation, demand and the grid
Capturing the benefits of DG and storage
Preparing for electric vehicles
SmartGrids
According to Strategic Deployment Document of European
Technology Platform, Key Challenges for SmartGrids are:
Strengthening the grid – ensuring transmission capacity
Moving offshore
Developing decentralized architectures
Communications – allowing RT operating and trading
Active demand side – all consumers play an active role
Integrating intermittent generation
Enhanced intelligence of generation, demand and the grid
Capturing the benefits of DG and storage
Preparing for electric vehicles
G
Feeder 1
WAN
CONTROL
Bus 1 Bus 2
Bus 7
Bus 9
Bus 10
Gen 10
Load 10
Load 9
Load 2
Load 7
PF1
,QF1
PG5,QG5
PL10,QL10
PL9
,QL9
PL7,QL7
PL2
,QL2
Bus 4
Load 4
PL4
,QL4
Bus 8
Bus 6
Load 6
PL6
,QL6
Bus 3
Bus 5
Load 5
PL5
,QL5
Load 3
PL3
,QL3
Tr 8
Tr 4Tr 1
SW1-2
SW6-7
SW7-5
SW3-9
Feeder 2
PF2
,QF2
Feeder 3
PF3
,QF3
SW1 SW2
SW3
SW4-10
Distribution Networks
Conventional distribution networks:
Unidirectional power flows
Limited number of generators
Passive loads
No active control, only reactive
(protection) functions
Voltage levels and power flows easily
maintained by open-loop control
Limited measurement and control
required
Energy storage
G
Feeder 1
WAN
CONTROL
Bus 1 Bus 2
Bus 7
Bus 9
Bus 10
Gen 10
Gen 8
Load 10
Load 9
Load 2
Load 7
PF1
,QF1
PG8
,QG8
PG5
,QG5
PL10
,QL10
PL9
,QL9
PL7
,QL7
PE
,QE
PL2
,QL2
Bus 4
Load 4
PL4
,QL4
Bus 8
Bus 6
Load 6
PL6
,QL6
Bus 3
Bus 5
Load 5
PL5
,QL5
Load 3
PL3
,QL3
Gen 3
PG3
,QG3
Tr 8
Tr 4Tr 1
SW1-2
SW6-7
SW7-5
SW3-9
Feeder 2
PF2
,QF2
Feeder 3
PF3
,QF3
SW1 SW2
SW3
SW4-10
G
G
AC
DC
Distribution Networks
Networks with DGs and active loads and:
Bidirectional power flows
Line congestion problems
Voltage excursions
Protection issues
Only limited measurement and control
provided
Limited use of energy storage
Energy storage
G
Feeder 1
MU
WAN
CONTROL
MU
MU
Bus 1 Bus 2
Bus 7
Bus 9
Bus 10
Gen 10
Gen 8
Load 10
Load 9
Load 2
Load 7
PF1,QF1
PG8,QG8
PG5,QG5
PL10,QL10
PL9,QL9
PL7,QL7
PE,QE
PL2,QL2
Bus 4
Load 4
PL4,QL4
Bus 8
Bus 6
Load 6
PL6,QL6
Bus 3
Bus 5
Load 5
PL5,QL5
Load 3
PL3,QL3
Gen 3
PG3,QG3
Tr 8
Tr 4Tr 1
SW1-2
SW6-7
SW7-5
SW3-9
Feeder 2
PF2,QF2
Feeder 3
PF3,QF3
Fragment 1
SW1 SW2
SW3
SW4-10
Fragment 3
Fragment 2
G
G
AC
DC
Distribution Networks
Future distribution networks:
Fragmented networks
Various generators connected
Active demand management and
Smart loads
Large scale and aggregated
energy storage devices deployed
Future distribution networks:
RT measurements and control
available
RT Active and reactive control
and protection functions
RT arbitration for the resources
RT energy trading between the
new entities in the network
Distribution Networks
Research Objectives
Devising algorithms for flexible real-time management of networks
Integration of distributed generation
Medium level generation 1MW-100MW
Aggregated small scale generation
Integration of large scale energy storage elements
Reversible hydro, electrochemical, mechanical
Aggregated storage such as electric vehicles
Decentralised management functions
Active demand side management
More efficient use of installed network capacity
Real-time energy trading
Real-time active and reactive network control
Network modelling assuming RT active management
Developing scenarios for fragmented use of distribution networks
Smart Energy Consumption
Small Networks, Microgrids, Smart Buildings and Residential Loads
Real-time demand side management and control
Advanced measurement and load prediction
Ability to control and limit consumption (Smart Appliances)
Energy efficiency improvement
Integration of local and on-site generation
Renewable energy (solar, wind, geo-thermal)
Gas micro-turbines, diesel generators, CHP
Integration and management of energy storage elements
Electrochemical (batteries, capacitor banks, fuel-cells)
Exploiting the effects of thermal capacitance
Security of supply
Real-time energy trading
Smart Energy Consumption
A conventional microgrid:
Only few generators and loads
Islanded or grid-connected
With or without energy storage
elements
Smart Energy Consumption
Smart microgrids:
Smart load controls and times
energy consumption
A consumer can also store energy
and act as a generator too!
Smart Generators benefit from
embedded energy storage
Network energy storage elements
Smart Energy Consumption
MU
NETWORK
MANAGER
Control Room
MU
MU
Network management:
RT measurement and control
Improved energy efficiency
Improved security of supply
RT energy trading between the
entities in and out of the microgrid
Electric Vehicles
NETWORK
MANAGER
P,QAC
DC
DC
DC
DC
DC
DC
DC
Power Network
Recharging Station - Provider Green Recharging Station - provider SuperGreen
MU
MU MU
Recharging Station - Provider Green
P1 P2
P3
Usage patterns and scenarios:
Vehicles require recharging
More than 90% of all vehicles stationary
at any time
New entities in the network
An example of service based approach
Car owner options
Choosing the recharging station
Recharging only
Fast charging
Timed charging
Car owner services
Energy storage
Recharging station functions
Energy management
Optimisation of energy cost
Recharging station services
Fast charging
Network energy storage
Reactive power control
Emergency power supply
Energy trading
Network manager services
Energy trading
Energy storage
Energy transfer
Electric Vehicles
Investigating the impact of electric vehicle connection
Network reinforcement
Benefits analysis
Development of recharging points and station
Devising scenarios and usage patterns for vehicle recharging
Using car batteries as an aggregated energy storage
Providing service based solutions for:
Battery charging
Reactive power control
Emergency power
Demand side management
RT energy trading
Battery and supercapacitor technologies
Investigating static and dynamic properties
Life-cycle analysis
Electrical Processes Lab
Various IT equipment (PCs, routers)
Network sensors (voltage, current, etc.)
Ambient sensors (temperature, insolation, wind-speed)
Distribution level automation (tele-controlled switchgear)
Various energy source models (gas, solar, wind, fuel-cells)
Energy storage elements (batteries, capacitors, fly-wheels)
Various power converters (DC/DC, AC/DC, DC/AC)
Distribution network impedance
Flexible controller development and programming platforms
IMDEA Lab
Concluding Remarks
SmartGrids will provide flexible, real-time management of the
energy balance in the networks
A number of new entities (smart loads, generators and storage)
will be able to connect and offer their services in the energy
market
Network optimisation targets can be easily changed according to
the market and economic conditions
New, real-time, Smart energy management algorithms are
needed and should be deployed in all levels of power networks

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Smart Energy Management Algorithms

  • 1. Smart Energy Management Algorithms Dr. Milan Prodanović EOI, Madrid, November 2010
  • 2. Introduction Mission of IMDEA Energy is to promote renewable and clean energy technologies Formed of six research units: Thermo-Chemical (production of sustainable fuels, CO2 confinement and valorisation) Bio-Chemical (production of sustainable fuels, CO2 confinement and valorisation) Electrochemical (energy storage, development of systems with enhanced efficiency) High Temperature Processes (solar energy, energy storage) Energy Systems Analysis (CO2 confinement and valorisation, life-cycle analysis) Electrical Processes (Smart management of networks, renewable energy, energy storage) Collaboration with other IMDEA institutes Research objectives of Electrical Processes Unit Development of Smart management techniques for future power networks Active demand side management and energy efficiency improvement Management of energy storage devices across the network Electric vehicles Key technologies ICT Power electronics Embedded RT control systems
  • 3. SmartGrids EU Deployment Priorities for SmartGrids IMDEA Energy “A SmartGrid is an electricity network that can intelligently integrate the actions of all users connected to it - generators, consumers and those that do both – in order to efficiently deliver sustainable, economic and secure electricity supplies.”
  • 4. SmartGrids According to Strategic Deployment Document of European Technology Platform, Key Challenges for SmartGrids are: Strengthening the grid – ensuring transmission capacity Moving offshore Developing decentralized architectures Communications – allowing RT operating and trading Active demand side – all consumers play an active role Integrating intermittent generation Enhanced intelligence of generation, demand and the grid Capturing the benefits of DG and storage Preparing for electric vehicles
  • 5. SmartGrids According to Strategic Deployment Document of European Technology Platform, Key Challenges for SmartGrids are: Strengthening the grid – ensuring transmission capacity Moving offshore Developing decentralized architectures Communications – allowing RT operating and trading Active demand side – all consumers play an active role Integrating intermittent generation Enhanced intelligence of generation, demand and the grid Capturing the benefits of DG and storage Preparing for electric vehicles
  • 6. G Feeder 1 WAN CONTROL Bus 1 Bus 2 Bus 7 Bus 9 Bus 10 Gen 10 Load 10 Load 9 Load 2 Load 7 PF1 ,QF1 PG5,QG5 PL10,QL10 PL9 ,QL9 PL7,QL7 PL2 ,QL2 Bus 4 Load 4 PL4 ,QL4 Bus 8 Bus 6 Load 6 PL6 ,QL6 Bus 3 Bus 5 Load 5 PL5 ,QL5 Load 3 PL3 ,QL3 Tr 8 Tr 4Tr 1 SW1-2 SW6-7 SW7-5 SW3-9 Feeder 2 PF2 ,QF2 Feeder 3 PF3 ,QF3 SW1 SW2 SW3 SW4-10 Distribution Networks Conventional distribution networks: Unidirectional power flows Limited number of generators Passive loads No active control, only reactive (protection) functions Voltage levels and power flows easily maintained by open-loop control Limited measurement and control required
  • 7. Energy storage G Feeder 1 WAN CONTROL Bus 1 Bus 2 Bus 7 Bus 9 Bus 10 Gen 10 Gen 8 Load 10 Load 9 Load 2 Load 7 PF1 ,QF1 PG8 ,QG8 PG5 ,QG5 PL10 ,QL10 PL9 ,QL9 PL7 ,QL7 PE ,QE PL2 ,QL2 Bus 4 Load 4 PL4 ,QL4 Bus 8 Bus 6 Load 6 PL6 ,QL6 Bus 3 Bus 5 Load 5 PL5 ,QL5 Load 3 PL3 ,QL3 Gen 3 PG3 ,QG3 Tr 8 Tr 4Tr 1 SW1-2 SW6-7 SW7-5 SW3-9 Feeder 2 PF2 ,QF2 Feeder 3 PF3 ,QF3 SW1 SW2 SW3 SW4-10 G G AC DC Distribution Networks Networks with DGs and active loads and: Bidirectional power flows Line congestion problems Voltage excursions Protection issues Only limited measurement and control provided Limited use of energy storage
  • 8. Energy storage G Feeder 1 MU WAN CONTROL MU MU Bus 1 Bus 2 Bus 7 Bus 9 Bus 10 Gen 10 Gen 8 Load 10 Load 9 Load 2 Load 7 PF1,QF1 PG8,QG8 PG5,QG5 PL10,QL10 PL9,QL9 PL7,QL7 PE,QE PL2,QL2 Bus 4 Load 4 PL4,QL4 Bus 8 Bus 6 Load 6 PL6,QL6 Bus 3 Bus 5 Load 5 PL5,QL5 Load 3 PL3,QL3 Gen 3 PG3,QG3 Tr 8 Tr 4Tr 1 SW1-2 SW6-7 SW7-5 SW3-9 Feeder 2 PF2,QF2 Feeder 3 PF3,QF3 Fragment 1 SW1 SW2 SW3 SW4-10 Fragment 3 Fragment 2 G G AC DC Distribution Networks Future distribution networks: Fragmented networks Various generators connected Active demand management and Smart loads Large scale and aggregated energy storage devices deployed Future distribution networks: RT measurements and control available RT Active and reactive control and protection functions RT arbitration for the resources RT energy trading between the new entities in the network
  • 9. Distribution Networks Research Objectives Devising algorithms for flexible real-time management of networks Integration of distributed generation Medium level generation 1MW-100MW Aggregated small scale generation Integration of large scale energy storage elements Reversible hydro, electrochemical, mechanical Aggregated storage such as electric vehicles Decentralised management functions Active demand side management More efficient use of installed network capacity Real-time energy trading Real-time active and reactive network control Network modelling assuming RT active management Developing scenarios for fragmented use of distribution networks
  • 10. Smart Energy Consumption Small Networks, Microgrids, Smart Buildings and Residential Loads Real-time demand side management and control Advanced measurement and load prediction Ability to control and limit consumption (Smart Appliances) Energy efficiency improvement Integration of local and on-site generation Renewable energy (solar, wind, geo-thermal) Gas micro-turbines, diesel generators, CHP Integration and management of energy storage elements Electrochemical (batteries, capacitor banks, fuel-cells) Exploiting the effects of thermal capacitance Security of supply Real-time energy trading
  • 11. Smart Energy Consumption A conventional microgrid: Only few generators and loads Islanded or grid-connected With or without energy storage elements
  • 12. Smart Energy Consumption Smart microgrids: Smart load controls and times energy consumption A consumer can also store energy and act as a generator too! Smart Generators benefit from embedded energy storage Network energy storage elements
  • 13. Smart Energy Consumption MU NETWORK MANAGER Control Room MU MU Network management: RT measurement and control Improved energy efficiency Improved security of supply RT energy trading between the entities in and out of the microgrid
  • 14. Electric Vehicles NETWORK MANAGER P,QAC DC DC DC DC DC DC DC Power Network Recharging Station - Provider Green Recharging Station - provider SuperGreen MU MU MU Recharging Station - Provider Green P1 P2 P3 Usage patterns and scenarios: Vehicles require recharging More than 90% of all vehicles stationary at any time New entities in the network An example of service based approach Car owner options Choosing the recharging station Recharging only Fast charging Timed charging Car owner services Energy storage Recharging station functions Energy management Optimisation of energy cost Recharging station services Fast charging Network energy storage Reactive power control Emergency power supply Energy trading Network manager services Energy trading Energy storage Energy transfer
  • 15. Electric Vehicles Investigating the impact of electric vehicle connection Network reinforcement Benefits analysis Development of recharging points and station Devising scenarios and usage patterns for vehicle recharging Using car batteries as an aggregated energy storage Providing service based solutions for: Battery charging Reactive power control Emergency power Demand side management RT energy trading Battery and supercapacitor technologies Investigating static and dynamic properties Life-cycle analysis
  • 16. Electrical Processes Lab Various IT equipment (PCs, routers) Network sensors (voltage, current, etc.) Ambient sensors (temperature, insolation, wind-speed) Distribution level automation (tele-controlled switchgear) Various energy source models (gas, solar, wind, fuel-cells) Energy storage elements (batteries, capacitors, fly-wheels) Various power converters (DC/DC, AC/DC, DC/AC) Distribution network impedance Flexible controller development and programming platforms
  • 18. Concluding Remarks SmartGrids will provide flexible, real-time management of the energy balance in the networks A number of new entities (smart loads, generators and storage) will be able to connect and offer their services in the energy market Network optimisation targets can be easily changed according to the market and economic conditions New, real-time, Smart energy management algorithms are needed and should be deployed in all levels of power networks