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Anita Sobe, Wilfried Elmenreich

Smart Microgrids:
Overview and Outlook
ITG INFORMATIK 2012, Workshop on Smart Grids, September, 2012
                                                                Institut für Vernetzte und Eingebettete Systeme
Wilfried Elmenreich



Overview


•    From the grid to the smart grid
•    Smart microgrids
•    Current research Topics
•    The smart microgrid lab
•    Conclusion




Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG
                                                                                 2
INFORMATIK 2012, Workshop on Smart Grids, September, 2012
From the grid to the smart grid
  Current:
  – A small number of
    producers
  – Long distribution ways
  – Load balancing hard to
    achieve
  – High maintenance costs




Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG
                                                                                                   3
                                                                                 Image source: Wikipedia
INFORMATIK 2012, Workshop on Smart Grids, September, 2012
Wilfried Elmenreich



Overview

•    From the grid to the smart grid
•    Smart microgrids
•    Current research topics
•    The smart microgrid lab
•    Outlook and conclusion




Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG
                                                                                 4
INFORMATIK 2012, Workshop on Smart Grids, September, 2012
Wilfried Elmenreich



Why microgrids?
• Economies of scale are failing for central plants
       – Alternative energy generation is inherently distributed
       – Significant transmission losses
• Single grid = single point of failure
       – Reliability against random faults
       – Security against targeted attacks
• Expected reduced cost for
  maintenance of grid infrastructure

• Now we have the technology to
  overcome these problems!

                                                                                 Image source: Wikipedia
Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG
                                                                                                5
INFORMATIK 2012, Workshop on Smart Grids, September, 2012
Smart Microgrids
• Trend towards distributed renewable energy sources
  – Consumer integration
  – Locality (distribution)
  – Problems: Manageability and efficiency


• Divide the smart grid into sub-systems - “Microgrids”
  –      Households
  –      Campus
  –      Industry sites
  –      Villages


• Connected to backbone grid, other microgrids or run as island

Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG
                                                                                 6
INFORMATIK 2012, Workshop on Smart Grids, September, 2012
Wilfried Elmenreich



Smart Microgrid as Smart House

Alternative
energie sources



                                                                                                 Energy and
                                                                                                 information
Hybrid/
electric car
                                                                                             Grid supply

              Smart meter
                                                                                 Intelligent control system
                                                                                 for
                                                                                 heating, ventilation, hot
Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG
INFORMATIK 2012, Workshop on Smart Grids, September, 2012
                                                                                 water, etc.                   7
Wilfried Elmenreich



   Components of a Smart Microgrid
   • Power generation
   • Energy storage
   • Energy consumers
           – Smart appliances
           – „Dumb devices“
   • Interface to other grids
           – Market agent
           – Transmission
   • User control interface


                                  A. Sobe, W. Elmenreich: "Smart Microgrids: Overview and Outlook"; ITG
                                  INFORMATIK 2012, Workshop on Smart Grids, September, 2012.
Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG
                                                                                                          8
INFORMATIK 2012, Workshop on Smart Grids, September, 2012
Wilfried Elmenreich



Overview

•    From the grid to the smart grid
•    Smart microgrids
•    Current research topics
•    The smart microgrid lab
•    Outlook and conclusion




Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG
                                                                                 9
INFORMATIK 2012, Workshop on Smart Grids, September, 2012
Current Research Topics in Smart Microgrids




Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG
INFORMATIK 2012, Workshop on Smart Grids, September, 2012
                                                                                 10
Dynamic Pricing
• Market-based approaches
       – Day-ahead pricing
       – Popular: Continuous Double Auction
               • Like stock market
               • Continuously bids and offers are allowed – if match found, trade finishes
       – Goals
               • Market efficiency
               • Distributed energy efficiency
       – Capacity feedback not always considered!
       – Island mode not always supported




Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG
INFORMATIK 2012, Workshop on Smart Grids, September, 2012                                    11
Dynamic Pricing
• Game-theoretic approaches
       –    Demand Side Management
       –    Deployment and control of Microgrids
       –    Price and energy exchange negotiation
       –    Cooperative smart Microgrids

       – Assumption of rational players might not hold
               •   Influence by others (neighbors, advertisement,…)
               •   Failure (of the grid, caused by decisions, …)
               •   Delay in learning
               •   „cheaters“ (create shortfall)




Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG
INFORMATIK 2012, Workshop on Smart Grids, September, 2012                        12
Demand Response/Home Automation
• Consumers should change their behavior in response to the
  market
       – Reducing usage
       – Shifting their demand
       – Use own generators (photovoltaics,…)


               … but without restrictions

• Combination with home automation
       – Automatic -> Genetic Algorithms (profile optimization)
       – Interactive -> Predictions, cooperative Particle Swarm Optimization
       – Profiles for appliances (time schedules)
Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG
INFORMATIK 2012, Workshop on Smart Grids, September, 2012                        13
Load Balancing (Island Mode)
•    Microgrids are usually tight-dimensioned
•    Variable production (sun, wind)
•    The majority of appliances has to be „smart“
•    Load control strategies
       –    Generator power control (droop control)
       –    Demand dispatch (cooperative demand shift)
       –    Load shed (turn off devices, reduce power consumption)
       –    Storage




Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG
INFORMATIK 2012, Workshop on Smart Grids, September, 2012                        14
Wilfried Elmenreich



Smart Appliances
• A smart appliance consists of
       – a communication interface
       – a local processing and decision unit
       – the appliance's actual function
• Smart plug concept
       – plug with measurement, control and
         communication features
         (+) Unified communication interface
         (-) Missing knowledge about device condition
• Embedded intelligent control
       – measurement, control and communication integrated with
         device
         (+) Device parameters (e.g., fridge temperature) can be
         considered for control decisions
         (-) Different implementations of data structures and access

                                                                                 Image source: Wikipedia
Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG
                                                                                                           15
INFORMATIK 2012, Workshop on Smart Grids, September, 2012
Wilfried Elmenreich



Waistline Architecture

• Proposed solution: Waistline
  architecture supporting
  different systems
• Interoperability via core
  services
• Use concept of self-describing
  nodes from smart transducers



      W. Elmenreich, D. Egarter: " Design Guidelines for Smart Appliances "; Proceedings of the 10th
      International Workshop on Intelligent Solutions in Embedded Systems (WISES’12), 2012.

Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG
                                                                                                       16
INFORMATIK 2012, Workshop on Smart Grids, September, 2012
Wilfried Elmenreich



Smart Transducers Concept
• Integration of
       – Sensor/actuator
       – Microcontroller (ADC and
         local signal conditioning)
       – Standardized network interface


• Advantages of smart transducer technology
       –    No noise pickup over long analog transmission lines
       –    Support for configuration and set-up
       –    Parallel processing/measurements
       –    Enhanced diagnosis via combination of local observations and global
            phenomena

                W. Elmenreich: "Time-Triggered Smart Transducer Networks"; IEEE Transactions on
                Industrial Informatics, 2 (2006), 3; 192 - 199.

Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG
                                                                                                  17
INFORMATIK 2012, Workshop on Smart Grids, September, 2012
Wilfried Elmenreich

Configuration and Maintenance
Architecture
                                                                                 • Configuration interface
                                                                                   allows to read unique
                                                                                   identifier
                                                                                 • Repository holds
                                                                                   machine-readable
                                                                                   device descriptions
                                                                                 • Tools support the user
                                                                                   in creating a
                                                                                   configuration
                                                                                 • Configuration interface
                                                                                   allows to upload
                                                                                   configuration to nodes

           Elmenreich, Pitzek, Schlager: "Modeling Distributed Embedded Applications on an
           Interface File System“ Proc. IEEE ISORC (2004), 175 - 182.
Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG
                                                                                                             18
INFORMATIK 2012, Workshop on Smart Grids, September, 2012
Need for Self-Organizing Smart Devices

• Problem: configuration of large networks via central authority
  is error-prone and cumbersome
• Understand devices as independent agents
• Self-organizing process reduces effort and number of possible
  (meaningful) configurations

• Implementation of smart appliances
  will be part of InterReg MONERGY
    – Project start Q4 2012
    – Partners are Lakeside Labs (Klagenfurt)
      and WitiKee company (Udine)
                                                                                           Source: Wikipedia

 Pitzek, Elmenreich: "Plug-and-play: Bridging the semantic gap between application and
                                                                                                      19
 transducers". Proc. IEEE Int. Conf. Emerging Technologies and Factory Automation, 2005.
Wilfried Elmenreich



Overview

•    From the grid to the smart grid
•    Smart microgrids
•    Current research topics
•    The smart microgrid lab
•    Outlook and conclusion




Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG
                                                                                 20
INFORMATIK 2012, Workshop on Smart Grids, September, 2012
Wilfried Elmenreich



The Smart Microgrid Lab
• Provide a hands-on lab for measurement
  in a real microgrid
       –    Power generation from photovoltaic panels
       –    Island mode/grid mode possible
       –    Measurement equipment
       –    Reference consumers
       –    Energy storage based on batteries
• Train engineers in the field
       – Two PhD students on energy topics, two on
         complex systems
       – One Postdoc
       – Master and Bachelor students from
         Information Technology and Computer
         Science
• Funded by Lakeside Labs/KWF until
  end of 2014

Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG
                                                                                 21
INFORMATIK 2012, Workshop on Smart Grids, September, 2012
Wilfried Elmenreich



Integrated Research Topics 1: NILM
• Non-Intrusive Load Monitoring
       – (How) can devices be detected based on their
         energy signature?
       – Research existing methods
       – Adjust approach to work with smart plug/smart
         meter systems
       – Add self-organizing aspect to reduce
         configuration effort
• Research potential
       – Intelligent configuration
       – Bio-inspired detection algorithms
• Application potential
       – Device detection for smart home
       – Profile hiding using small energy buffers

Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG
                                                                                 22
INFORMATIK 2012, Workshop on Smart Grids, September, 2012
Wilfried Elmenreich



Integrated Research Topics 1: Modeling
• Modeling and simulation of smart
  microgrids
       – Assumptions based on real measurements
       – Graphical user interface
• Simulation/emulation in real-time mode
       – Interfacing the real lab
• Research potential
       – Hardware-in-the-loop approach
       – energy/information coupling of real lab to
         simulation
• Application potential
       – Provide validation platform for distributed
         algorithms that span over multiple smart
         microgrids
Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG
                                                                                 23
INFORMATIK 2012, Workshop on Smart Grids, September, 2012
Wilfried Elmenreich



Integrated Research Topics 1: SoS
• Modeling and testing self-organizing
  algorithms for smart microgrids
       – Bio-inspired information distribution (hormone
         model)
       – Pricing/auctions for mediating energy
         distribution
• Middleware for hormone-based distribution
• Research potential
       – Complex systems, bio-inspired algorithms for
         smart grid
• Application potential
       – Smart microgrid networks
       – Generic solutions that can be applied in                                Source: Wikipedia

         different fields


Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG
                                                                                            24
INFORMATIK 2012, Workshop on Smart Grids, September, 2012
Wilfried Elmenreich



Example for a PV Control System




                                                                                 Source: Wikipedia




by Benjamin Steinwender
Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG
                                                                                            25
INFORMATIK 2012, Workshop on Smart Grids, September, 2012
Wilfried Elmenreich



Overview

•    From the grid to the smart grid
•    Smart microgrids
•    Current research topics
•    The smart microgrid lab
•    Outlook and conclusion




Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG
                                                                                 26
INFORMATIK 2012, Workshop on Smart Grids, September, 2012
Outlook and Conclusion
• Main research fields in
  smart microgrids
       – Dynamic pricing
       – Demand
         Response/automation
       – Load balancing
       – Integrate devices
• Many isolated efforts
• Future directions towards
  integrated networked
  smart microgrids


Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG
INFORMATIK 2012, Workshop on Smart Grids, September, 2012                        27
Thank you very much for your attention!

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Smart Microgrids: Overview and Outlook

  • 1. Anita Sobe, Wilfried Elmenreich Smart Microgrids: Overview and Outlook ITG INFORMATIK 2012, Workshop on Smart Grids, September, 2012 Institut für Vernetzte und Eingebettete Systeme
  • 2. Wilfried Elmenreich Overview • From the grid to the smart grid • Smart microgrids • Current research Topics • The smart microgrid lab • Conclusion Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG 2 INFORMATIK 2012, Workshop on Smart Grids, September, 2012
  • 3. From the grid to the smart grid Current: – A small number of producers – Long distribution ways – Load balancing hard to achieve – High maintenance costs Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG 3 Image source: Wikipedia INFORMATIK 2012, Workshop on Smart Grids, September, 2012
  • 4. Wilfried Elmenreich Overview • From the grid to the smart grid • Smart microgrids • Current research topics • The smart microgrid lab • Outlook and conclusion Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG 4 INFORMATIK 2012, Workshop on Smart Grids, September, 2012
  • 5. Wilfried Elmenreich Why microgrids? • Economies of scale are failing for central plants – Alternative energy generation is inherently distributed – Significant transmission losses • Single grid = single point of failure – Reliability against random faults – Security against targeted attacks • Expected reduced cost for maintenance of grid infrastructure • Now we have the technology to overcome these problems! Image source: Wikipedia Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG 5 INFORMATIK 2012, Workshop on Smart Grids, September, 2012
  • 6. Smart Microgrids • Trend towards distributed renewable energy sources – Consumer integration – Locality (distribution) – Problems: Manageability and efficiency • Divide the smart grid into sub-systems - “Microgrids” – Households – Campus – Industry sites – Villages • Connected to backbone grid, other microgrids or run as island Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG 6 INFORMATIK 2012, Workshop on Smart Grids, September, 2012
  • 7. Wilfried Elmenreich Smart Microgrid as Smart House Alternative energie sources Energy and information Hybrid/ electric car Grid supply Smart meter Intelligent control system for heating, ventilation, hot Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG INFORMATIK 2012, Workshop on Smart Grids, September, 2012 water, etc. 7
  • 8. Wilfried Elmenreich Components of a Smart Microgrid • Power generation • Energy storage • Energy consumers – Smart appliances – „Dumb devices“ • Interface to other grids – Market agent – Transmission • User control interface A. Sobe, W. Elmenreich: "Smart Microgrids: Overview and Outlook"; ITG INFORMATIK 2012, Workshop on Smart Grids, September, 2012. Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG 8 INFORMATIK 2012, Workshop on Smart Grids, September, 2012
  • 9. Wilfried Elmenreich Overview • From the grid to the smart grid • Smart microgrids • Current research topics • The smart microgrid lab • Outlook and conclusion Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG 9 INFORMATIK 2012, Workshop on Smart Grids, September, 2012
  • 10. Current Research Topics in Smart Microgrids Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG INFORMATIK 2012, Workshop on Smart Grids, September, 2012 10
  • 11. Dynamic Pricing • Market-based approaches – Day-ahead pricing – Popular: Continuous Double Auction • Like stock market • Continuously bids and offers are allowed – if match found, trade finishes – Goals • Market efficiency • Distributed energy efficiency – Capacity feedback not always considered! – Island mode not always supported Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG INFORMATIK 2012, Workshop on Smart Grids, September, 2012 11
  • 12. Dynamic Pricing • Game-theoretic approaches – Demand Side Management – Deployment and control of Microgrids – Price and energy exchange negotiation – Cooperative smart Microgrids – Assumption of rational players might not hold • Influence by others (neighbors, advertisement,…) • Failure (of the grid, caused by decisions, …) • Delay in learning • „cheaters“ (create shortfall) Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG INFORMATIK 2012, Workshop on Smart Grids, September, 2012 12
  • 13. Demand Response/Home Automation • Consumers should change their behavior in response to the market – Reducing usage – Shifting their demand – Use own generators (photovoltaics,…) … but without restrictions • Combination with home automation – Automatic -> Genetic Algorithms (profile optimization) – Interactive -> Predictions, cooperative Particle Swarm Optimization – Profiles for appliances (time schedules) Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG INFORMATIK 2012, Workshop on Smart Grids, September, 2012 13
  • 14. Load Balancing (Island Mode) • Microgrids are usually tight-dimensioned • Variable production (sun, wind) • The majority of appliances has to be „smart“ • Load control strategies – Generator power control (droop control) – Demand dispatch (cooperative demand shift) – Load shed (turn off devices, reduce power consumption) – Storage Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG INFORMATIK 2012, Workshop on Smart Grids, September, 2012 14
  • 15. Wilfried Elmenreich Smart Appliances • A smart appliance consists of – a communication interface – a local processing and decision unit – the appliance's actual function • Smart plug concept – plug with measurement, control and communication features (+) Unified communication interface (-) Missing knowledge about device condition • Embedded intelligent control – measurement, control and communication integrated with device (+) Device parameters (e.g., fridge temperature) can be considered for control decisions (-) Different implementations of data structures and access Image source: Wikipedia Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG 15 INFORMATIK 2012, Workshop on Smart Grids, September, 2012
  • 16. Wilfried Elmenreich Waistline Architecture • Proposed solution: Waistline architecture supporting different systems • Interoperability via core services • Use concept of self-describing nodes from smart transducers W. Elmenreich, D. Egarter: " Design Guidelines for Smart Appliances "; Proceedings of the 10th International Workshop on Intelligent Solutions in Embedded Systems (WISES’12), 2012. Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG 16 INFORMATIK 2012, Workshop on Smart Grids, September, 2012
  • 17. Wilfried Elmenreich Smart Transducers Concept • Integration of – Sensor/actuator – Microcontroller (ADC and local signal conditioning) – Standardized network interface • Advantages of smart transducer technology – No noise pickup over long analog transmission lines – Support for configuration and set-up – Parallel processing/measurements – Enhanced diagnosis via combination of local observations and global phenomena W. Elmenreich: "Time-Triggered Smart Transducer Networks"; IEEE Transactions on Industrial Informatics, 2 (2006), 3; 192 - 199. Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG 17 INFORMATIK 2012, Workshop on Smart Grids, September, 2012
  • 18. Wilfried Elmenreich Configuration and Maintenance Architecture • Configuration interface allows to read unique identifier • Repository holds machine-readable device descriptions • Tools support the user in creating a configuration • Configuration interface allows to upload configuration to nodes Elmenreich, Pitzek, Schlager: "Modeling Distributed Embedded Applications on an Interface File System“ Proc. IEEE ISORC (2004), 175 - 182. Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG 18 INFORMATIK 2012, Workshop on Smart Grids, September, 2012
  • 19. Need for Self-Organizing Smart Devices • Problem: configuration of large networks via central authority is error-prone and cumbersome • Understand devices as independent agents • Self-organizing process reduces effort and number of possible (meaningful) configurations • Implementation of smart appliances will be part of InterReg MONERGY – Project start Q4 2012 – Partners are Lakeside Labs (Klagenfurt) and WitiKee company (Udine) Source: Wikipedia Pitzek, Elmenreich: "Plug-and-play: Bridging the semantic gap between application and 19 transducers". Proc. IEEE Int. Conf. Emerging Technologies and Factory Automation, 2005.
  • 20. Wilfried Elmenreich Overview • From the grid to the smart grid • Smart microgrids • Current research topics • The smart microgrid lab • Outlook and conclusion Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG 20 INFORMATIK 2012, Workshop on Smart Grids, September, 2012
  • 21. Wilfried Elmenreich The Smart Microgrid Lab • Provide a hands-on lab for measurement in a real microgrid – Power generation from photovoltaic panels – Island mode/grid mode possible – Measurement equipment – Reference consumers – Energy storage based on batteries • Train engineers in the field – Two PhD students on energy topics, two on complex systems – One Postdoc – Master and Bachelor students from Information Technology and Computer Science • Funded by Lakeside Labs/KWF until end of 2014 Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG 21 INFORMATIK 2012, Workshop on Smart Grids, September, 2012
  • 22. Wilfried Elmenreich Integrated Research Topics 1: NILM • Non-Intrusive Load Monitoring – (How) can devices be detected based on their energy signature? – Research existing methods – Adjust approach to work with smart plug/smart meter systems – Add self-organizing aspect to reduce configuration effort • Research potential – Intelligent configuration – Bio-inspired detection algorithms • Application potential – Device detection for smart home – Profile hiding using small energy buffers Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG 22 INFORMATIK 2012, Workshop on Smart Grids, September, 2012
  • 23. Wilfried Elmenreich Integrated Research Topics 1: Modeling • Modeling and simulation of smart microgrids – Assumptions based on real measurements – Graphical user interface • Simulation/emulation in real-time mode – Interfacing the real lab • Research potential – Hardware-in-the-loop approach – energy/information coupling of real lab to simulation • Application potential – Provide validation platform for distributed algorithms that span over multiple smart microgrids Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG 23 INFORMATIK 2012, Workshop on Smart Grids, September, 2012
  • 24. Wilfried Elmenreich Integrated Research Topics 1: SoS • Modeling and testing self-organizing algorithms for smart microgrids – Bio-inspired information distribution (hormone model) – Pricing/auctions for mediating energy distribution • Middleware for hormone-based distribution • Research potential – Complex systems, bio-inspired algorithms for smart grid • Application potential – Smart microgrid networks – Generic solutions that can be applied in Source: Wikipedia different fields Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG 24 INFORMATIK 2012, Workshop on Smart Grids, September, 2012
  • 25. Wilfried Elmenreich Example for a PV Control System Source: Wikipedia by Benjamin Steinwender Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG 25 INFORMATIK 2012, Workshop on Smart Grids, September, 2012
  • 26. Wilfried Elmenreich Overview • From the grid to the smart grid • Smart microgrids • Current research topics • The smart microgrid lab • Outlook and conclusion Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG 26 INFORMATIK 2012, Workshop on Smart Grids, September, 2012
  • 27. Outlook and Conclusion • Main research fields in smart microgrids – Dynamic pricing – Demand Response/automation – Load balancing – Integrate devices • Many isolated efforts • Future directions towards integrated networked smart microgrids Anita Sobe, Wilfried Elmenreich, "Smart Microgrids: Overview and Outlook", ITG INFORMATIK 2012, Workshop on Smart Grids, September, 2012 27
  • 28. Thank you very much for your attention!