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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

“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.”




                                                 IMDEA Energy

                  EU Deployment Priorities for SmartGrids
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
Distribution Networks
                                                                WAN
                                                              CONTROL


                                                             Bus 10
                                                         PG5,QG5         Load 10

                                                     G
                                                                      PL10,QL10
                                                   Gen 10 Bus 9
                                                       Load 9
                                                                                                       SW4-10
                                                            PL9,QL9                 SW3-9
Feeder 1   SW1                                                                                                               SW2   Feeder 2
 PF1,QF1                                                                                                                            PF2,QF2
                 Tr 1                                                                                                 Tr 4
                          Bus 1            Bus 2                                     Bus 3                    Bus 4
                                                         Load 2                                 Load 3   Load 4
                                  SW1-2
                                                    PL2,QL2                                  PL3,QL3        PL4,QL4



                       Bus 6                                                         Bus 5
                  Load 6                                                                        Load 5

                        PL6,QL6                                                              PL5,QL5
                                                                          SW7-5
                                                                                             Conventional distribution networks:
                                                              Bus 7                            Unidirectional power flows
                                                                          Load 7
                                          SW6-7                                                Limited number of generators
                                                                      PL7,QL7
                                                                                               Passive loads
                                                              Bus 8
                                                                                               No active control, only reactive
                                                                                               (protection) functions
                                                                                               Voltage levels and power flows easily
                                                                             Tr 8              maintained by open-loop control
                                             Feeder 3
                                              PF3,QF3         SW3
                                                                                               Limited measurement and control
                                                                                               required
Distribution Networks
                                                                  WAN
                                                                CONTROL


                                                             Bus 10
                                                         PG5,QG5           Load 10

                                                     G
                                                                        PL10,QL10
                                                   Gen 10 Bus 9
                                                       Load 9
                                                                                                           SW4-10
                                                              PL9,QL9                   SW3-9
Feeder 1   SW1                                                                                                                   SW2   Feeder 2
 PF1,QF1                                                                                                                                PF2,QF2
                 Tr 1                                                                                                     Tr 4
                          Bus 1            Bus 2                                         Bus 3                    Bus 4
                                                         Load 2                  PG3,QG3            Load 3   Load 4
                                  SW1-2
                                                                             G
                                                    PL2,QL2                                      PL3,QL3        PL4,QL4
                                           PE,QE         AC                 Gen 3
                                                          DC
                       Bus 6                                                             Bus 5
                  Load 6                                                                            Load 5
                                                   Energy storage

                        PL6,QL6                                                                  PL5,QL5
                                                                            SW7-5

                                                                Bus 7
                                                                            Load 7               Networks with DGs and active loads and:
                                          SW6-7
                                                                        PL7,QL7
                                                                                                    Bidirectional power flows
                                                                                                    Line congestion problems
                                                              Bus 8
                                                         PG8,QG8                                    Voltage excursions
                                                     G                                              Protection issues
                                                   Gen 8
                                                                                 Tr 8               Only limited measurement and control
                                             Feeder 3                                               provided
                                              PF3,QF3          SW3
                                                                                                    Limited use of energy storage
Distribution Networks
                                                                           WAN
                                                                         CONTROL


                                                                      Bus 10
                                      Fragment 1                  PG5,QG5           Load 10

                                                              G
                                                                                 PL10,QL10
                                                            Gen 10 Bus 9
                                           MU
                                                                Load 9
                                                                                                                    SW4-10
                                                                       PL9,QL9                   SW3-9
                                                                                                                                    MU
        Feeder 1   SW1                                                                                                                     SW2   Feeder 2
         PF1,QF1                                                                                                                                  PF2,QF2
                         Tr 1                                                                                                       Tr 4
                                  Bus 1             Bus 2                                         Bus 3                     Bus 4
                                                                  Load 2                  PG3,QG3            Load 3    Load 4
                                          SW1-2
                                                                                      G
                                                             PL2,QL2                                      PL3,QL3        PL4,QL4
                                                    PE,QE         AC                 Gen 3
                                                                   DC
                               Bus 6                                                              Bus 5
                                                                                                                      Fragment 2
                          Load 6                                                                             Load 5
                                                            Energy storage

                                PL6,QL6                                                                   PL5,QL5
                                                                                     SW7-5

                                                                         Bus 7
                                                                                     Load 7

Future distribution networks:                      SW6-7                                                              Future distribution networks:
                                                                                 PL7,QL7
   Fragmented networks                                                                                                   RT measurements and control
                                                                                                   MU
                                                                         Bus 8                                           available
   Various generators connected                                   PG8,QG8
                                                                                          Fragment 3                     RT Active and reactive control
   Active demand management and                               G
                                                                                                                         and protection functions
   Smart loads                                              Gen 8
                                                                                          Tr 8                           RT arbitration for the resources
   Large scale and aggregated                         Feeder 3
   energy storage devices deployed                     PF3,QF3          SW3
                                                                                                                         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

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

            Control Room    NETWORK
                            MANAGER




                                                   MU


                       MU




                                      MU
Electric Vehicles

   Recharging Station - Provider Green        Recharging Station - provider SuperGreen
          MU                                           MU
                                                                                         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
NETWORK                                                                                         Fast charging
MANAGER
                                     Power Network
                                                                                                Timed charging
                                                                                            Car owner services
                                                                                                Energy storage
                                                                                            Recharging station functions
                     Recharging Station - Provider Green                                        Energy management
                                                             AC   P,Q                           Optimisation of energy cost
                          MU
                                                            DC                              Recharging station services
                                                                                                Fast charging
                                                                                                Network energy storage
                                P1               P2               P3
                                                                                                Reactive power control
                         DC              DC                 DC                                  Emergency power supply
                           DC             DC                 DC
                                                                                                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 “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.” IMDEA Energy EU Deployment Priorities for SmartGrids
  • 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. Distribution Networks WAN CONTROL Bus 10 PG5,QG5 Load 10 G PL10,QL10 Gen 10 Bus 9 Load 9 SW4-10 PL9,QL9 SW3-9 Feeder 1 SW1 SW2 Feeder 2 PF1,QF1 PF2,QF2 Tr 1 Tr 4 Bus 1 Bus 2 Bus 3 Bus 4 Load 2 Load 3 Load 4 SW1-2 PL2,QL2 PL3,QL3 PL4,QL4 Bus 6 Bus 5 Load 6 Load 5 PL6,QL6 PL5,QL5 SW7-5 Conventional distribution networks: Bus 7 Unidirectional power flows Load 7 SW6-7 Limited number of generators PL7,QL7 Passive loads Bus 8 No active control, only reactive (protection) functions Voltage levels and power flows easily Tr 8 maintained by open-loop control Feeder 3 PF3,QF3 SW3 Limited measurement and control required
  • 7. Distribution Networks WAN CONTROL Bus 10 PG5,QG5 Load 10 G PL10,QL10 Gen 10 Bus 9 Load 9 SW4-10 PL9,QL9 SW3-9 Feeder 1 SW1 SW2 Feeder 2 PF1,QF1 PF2,QF2 Tr 1 Tr 4 Bus 1 Bus 2 Bus 3 Bus 4 Load 2 PG3,QG3 Load 3 Load 4 SW1-2 G PL2,QL2 PL3,QL3 PL4,QL4 PE,QE AC Gen 3 DC Bus 6 Bus 5 Load 6 Load 5 Energy storage PL6,QL6 PL5,QL5 SW7-5 Bus 7 Load 7 Networks with DGs and active loads and: SW6-7 PL7,QL7 Bidirectional power flows Line congestion problems Bus 8 PG8,QG8 Voltage excursions G Protection issues Gen 8 Tr 8 Only limited measurement and control Feeder 3 provided PF3,QF3 SW3 Limited use of energy storage
  • 8. Distribution Networks WAN CONTROL Bus 10 Fragment 1 PG5,QG5 Load 10 G PL10,QL10 Gen 10 Bus 9 MU Load 9 SW4-10 PL9,QL9 SW3-9 MU Feeder 1 SW1 SW2 Feeder 2 PF1,QF1 PF2,QF2 Tr 1 Tr 4 Bus 1 Bus 2 Bus 3 Bus 4 Load 2 PG3,QG3 Load 3 Load 4 SW1-2 G PL2,QL2 PL3,QL3 PL4,QL4 PE,QE AC Gen 3 DC Bus 6 Bus 5 Fragment 2 Load 6 Load 5 Energy storage PL6,QL6 PL5,QL5 SW7-5 Bus 7 Load 7 Future distribution networks: SW6-7 Future distribution networks: PL7,QL7 Fragmented networks RT measurements and control MU Bus 8 available Various generators connected PG8,QG8 Fragment 3 RT Active and reactive control Active demand management and G and protection functions Smart loads Gen 8 Tr 8 RT arbitration for the resources Large scale and aggregated Feeder 3 energy storage devices deployed PF3,QF3 SW3 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 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 Control Room NETWORK MANAGER MU MU MU
  • 14. Electric Vehicles Recharging Station - Provider Green Recharging Station - provider SuperGreen MU MU 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 NETWORK Fast charging MANAGER Power Network Timed charging Car owner services Energy storage Recharging station functions Recharging Station - Provider Green Energy management AC P,Q Optimisation of energy cost MU DC Recharging station services Fast charging Network energy storage P1 P2 P3 Reactive power control DC DC DC Emergency power supply DC DC DC 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