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Dr. Oh Ser Wah
 Senior Scientist


 Institute for Infocomm Research (I2R)
 A*STAR

Aug 24, 11    Copyright 2011 by I2R
I m agination to R eality           http://www.i2r.a-star.edu.sg


Once upon a time…
    Alexander Graham Bell       Thomas Edison




Aug 24, 11                  2
I m agination to R eality                                             http://www.i2r.a-star.edu.sg


 Is “Smart Grid” really gaining popularity?
                          Google Hits/day for "Smart Grid"

        300,000                                                                256,000

        250,000

        200,000
                                                              132,285
        150,000
                                             77,666
        100,000
                           33,150
          50,000

                 0
                        past year       past month         past week       past 24 hour

           *Note: Data gathered on 5th Aug. 2011 by performing Google search on keyword
           “Smart Grid”. It may vary now.
Aug 24, 11                                              3
I m agination to R eality                         http://www.i2r.a-star.edu.sg


Outline
                            Introduction to Smart Grid


                            Can Sun Tzu explain Smart Grid?


                            What else did Sun Tzu say?


                            Take aways


Aug 24, 11                               4
I m agination to R eality                                                      http://www.i2r.a-star.edu.sg


 Power Grid Ecosystem




Picture courtesy of Grid Net, slide reuse with permission from Bob Heile

Aug 24, 11                                                                 5
I m agination to R eality                                                                        http://www.i2r.a-star.edu.sg


    Demand and Supply
                       Singapore Half Hourly Consumption Trends                                Singapore Consumption Trends
                               4 Jan 2010 to 10 Jan 2010                                          4 Jan 2010 to 10 Jan 2010


                6500                                                                   15000

                6000                                                                   13000

                5500
                                                                  Mon
                                                                  Tue
                                                                                                           Grid Capacity        Mon
                                                                                       11000                                    Tue




                                                                        Units in MWh
 Units in MWh




                                                                  Wed
                                                                                                         Operating Reserve
                5000                                                                                                            Wed
                                                                  Thu                  9000                                     Thu
                4500                                              Fri                                                           Fri

                4000
                                                                  Sat                  7000                         Peak Load   Sat
                                                                  Sun                                                           Sun

                3500                                                                   5000


                3000                                                                   3000



                                            Time                                                             Time




                                           Target:
                                           • Reduce Peak Load
                                           • Reduce Operating Reserve
                                           • Reduce Grid Capacity (CAPEX)
                                              Save $$
                                              Save the world (pollution ↓)
Aug 24, 11                                                              6
I m agination to R eality                             http://www.i2r.a-star.edu.sg


 The Asymmetry Principle
                  Conversion                            Conversion
                  to electricity                        to light
                  • 40 units left                       • 2 units left

100 units of
                              Everybody plays a part!
 natural gas
                                    Transmission
                                    loss
                                    • 35 units left



                        Every unit saving in consumption
                       gives 50 units saving in production
Aug 24, 11                                  7
I m agination to R eality                             http://www.i2r.a-star.edu.sg


 Smart Grid in short…




                    Smart Grid Video by Scientific American
                       http://youtu.be/-8cM4WfZ_Wg

Aug 24, 11                                8
I m agination to R eality                        http://www.i2r.a-star.edu.sg


What is making the grid smart?
  From Oxford Dictionaries:
  Smart: (adjective, informal of a device) programmed
  so as to be capable of some independent action

                            Independent action


              Information           +       Judgment / decision


             Communication                  Program (Cognition)

             Require security
Aug 24, 11                              9
I m agination to R eality                         http://www.i2r.a-star.edu.sg


Outline
                            Introduction to Smart Grid


                            Can Sun Tzu explain Smart Grid?


                            What else did Sun Tzu say?


                            Take aways


Aug 24, 11                               10
I m agination to R eality        http://www.i2r.a-star.edu.sg


 References




Aug 24, 11                  11
I m agination to R eality                                                                                 http://www.i2r.a-star.edu.sg


不知彼而知己,一胜一负
He who does not know the other side (the enemy) but knows himself will
have an even chance of victory or defeat.
                         Singapore Half Hourly Consumption Trends                                Singapore Half Hourly Consumption Trends
                                4 Jan 2010 to 10 Jan 2010                                               4 Jan 2010 to 10 Jan 2010

                  6500                                                                    6500
                                                                                                                  Operating Reserve
                  6000                                                                    6000
                                                                    Mon                                                                     Mon
                  5500                                                                    5500
                                                                    Tue                                                                     Tue
   Units in MWh




                                                                           Units in MWh
                  5000                                              Wed                   5000                                              Wed
                                                                    Thu                                                                     Thu
                  4500                                              Fri                   4500                                              Fri
                                                                    Sat                                                                     Sat
                  4000                                                                    4000
                                                                    Sun                                                                     Sun
                  3500                                                                    3500

                  3000                                                                    3000



                                              Time                                                                    Time




                         Due to inability to know for sure the real demand,
                         substantial operating reserved is required!

                          Open-loop load-following supply
Aug 24, 11                                                                12
I m agination to R eality                                              http://www.i2r.a-star.edu.sg


知彼知己,胜乃不殆
Know the other side (the enemy), know yourself, and your victory will not
be threatened.

                             Reducing operating reserve                    Smart
                      6500
                                    Operating Reserve                      Meter
                      6000

                      5500                                                    Communications
       Units in MWh




                                                               Smart                  Smart
                      5000

                                                                           Server
                                                               Meter                  Meter
                      4500

                      4000

                      3500

                      3000


                                                                           Smart
                                                                           Meter
                                     Time
                               Consumption       Supply




       With real-time information provided by communication,
       the operating reserve is reduced!

        Closed-loop load-following supply
Aug 24, 11                                                13
I m agination to R eality                        http://www.i2r.a-star.edu.sg


Our Proposed AMI Comm. Solution
       故兵无常势,水无常形。能因敌变化而取胜者,谓之神。
The person who gains victories by adapting to the changing condition and
situations of the enemy can be considered a legend in warfare.


                                           • Long range, 1 km
                                           • Large number of nodes
                                           • Variable data rates
                                           • Gateway / relay support
                                           • Hierarchical solution
                                           • Fast network recovery
                                           • Hybrid wired/wireless
                                           • Modular design
                                           • Plug & play
                                 Security
Aug 24, 11                            14
I m agination to R eality                                http://www.i2r.a-star.edu.sg

战势不过奇正,奇正之变,不可胜穷也
In any battle situation and condition, there are only the direct and indirect
approaches and forces. However, the possible combinations, changes and
maneuvers between the direct and the indirect (approaches and forces)
are limitless and beyond comprehension.
   Opening up communication will be bound to security threats




                            Protect the communication


                                       End-to-end
 Protect the endpoints                 encryption            Protect the endpoints
 Tamper resistant/alert casing                      Access control
 Server authenticity checks                         Meter authenticity checks
 Command integrity/authenticity checks              Data integrity/authenticity checks
 Authenticated and encrypted firmware updates       Key management
 Key management                                     …
Aug 24, 11
 …                                       15
I m agination to R eality                                http://www.i2r.a-star.edu.sg

故善动敌者,形之,敌必从之;予之,敌必取之。以利动之,以卒待之
Lure the enemy to move with benefits that he desires and then use
concealed troops to await and ambush him.
                            Load Shredding
                                                                Turn off
                     6500
                                Operating Reserve
                     6000           Peak Load
                     5500
      Units in MWh




                     5000

                     4500

                     4000

                     3500

                     3000



                                   Time




    • With real-time information provided by communication
      + control, the operating reserve is significantly reduced!
    • Regulation, tiered pricing & education

     Load shedding / shifting
Aug 24, 11                                          16
I m agination to R eality                   http://www.i2r.a-star.edu.sg


 Can we reduce grid capacity?
    • Operating reserve
      Grid capacity
    • Operating reserve more predictable / stable / controllable
      Grid capacity
    • Distributed energy resources (DERs), e.g., wind power,
      solar power, etc.
     Grid capacity de-centralized




Aug 24, 11                         17
I m agination to R eality                                                  http://www.i2r.a-star.edu.sg


知天知地,胜乃可全
Know the weather, know the terrain, and your victories will be limitless.

                                                               High                       High
                                                              Output                      Output
                                                             Variability                       Average
                                                                                               Output

                                                                                                   Low
                                                                                                   Output




  Source: http://www.vistadatavision.com/wind-energy/   Source: Energy Market Authority

    • Unfortunately most DER’s outputs are unpredictable
    • Supply-side: Weather forecast? Energy storage? Real-
      time info on demand?
    • Demand side: Supply-following load / demand response
Aug 24, 11                                              18
I m agination to R eality                                                                  http://www.i2r.a-star.edu.sg


 Drivers for Smart Grid
       Achieving Changes in…
       • Generation
               –   Renewables
               –   Variability
               –   Storage
               –   Distributed resources
       • Load
               – Reduce peaking
                                                                           Requires…
               – Energy management
                                                                                 – Automated management,
               – Plug in vehicles
                                                                                   operation, control
       • Reliability and security                                                – 2-way flow of power and
               – Improved measurement and                                          information
                 control                                                         – Interoperability at many levels
               – Risk-based methodology                                          – Standards
 Source: George Arnold, NIST, slide reuse with permission from Bob Heile

Aug 24, 11                                                                  19
I m agination to R eality                         http://www.i2r.a-star.edu.sg


Outline
                            Introduction to Smart Grid


                            Can Sun Tzu explain Smart Grid?


                            What else did Sun Tzu say?


                            Take aways


Aug 24, 11                               20
I m agination to R eality                   http://www.i2r.a-star.edu.sg


 Government vs. Market
   帅与之期,如登高而去其梯;
                                            Govt
The (shrewd and capable) general on a
specific military mission is like someone
who leads his men to scale great                     Market
heights and, at the most crucial
moment, removes the ladder that leads
them up.

    Govt/authority has to lead
    the investment/investigation
    and then give free hand

     market has to drive

Aug 24, 11                             21
I m agination to R eality                        http://www.i2r.a-star.edu.sg


 Standardization / First Mover
        凡先处战地而待敌者佚,后处战地而趋战者劳。
Those who arrive first at the battleground will have sufficient time to rest
and prepare against the enemy. Those who arrive late at the battleground
will have to rush into battle when they are already exhausted.




Aug 24, 11                            22
I m agination to R eality                         http://www.i2r.a-star.edu.sg


 Planning and Assessment
       夫未战而庙算胜者,得算多也;
Thus, those who carry out planning in the
temple prior to the outbreak of war will win if
the plans are thorough and detailed.
        plan and calculate first. Don’t just
         follow the trend

       上下同欲者胜
He who is able to unite himself with his
officers and men as one mind, spirit and
purpose will win.
        Need acceptance by all in the
         value chain in order to achieve
         success  Pilot Runs
Aug 24, 11                             23
I m agination to R eality                        http://www.i2r.a-star.edu.sg


 Site Survey & Deployment
     知敌之可击,知吾卒之可以击,
     而不知地形之不可以战,胜之半也。
However, if I do not know that the terrain is not
favorable for the conduct of such an assault, then the
chance of victory is only half.
      different country has not only terrain difference but
       also grid difference (topology, termination, quality, etc.)

     不知山林、险阻、沮泽之形者,不能行军;
     不用乡导,不能得地利
Those who do not user local guides will not be able to gain the advantages
of the terrain.

      survey terrain before deployment, get people who
       are familiar with the local context, no one thing fits all
Aug 24, 11                            24
I m agination to R eality                           http://www.i2r.a-star.edu.sg


 For us to ponder about…
      食敌一钟,当吾二十钟;
Consuming one cartload of provisions
of the enemy is tantamount to
twenty cartloads of your own
                                            Source: http://mobilecommblog.wordpress.com/

      不战而屈人之兵,善之善者也。
The ability to subdue the enemy without any battle is the ultimate
reflection of the most supreme strategy.

      军争之难者,以迂为直,以患为利
The difficulty about the art of maneuvering is to convert difficult and
torturous routes into direct accesses (to the enemy), and to turn
disastrous circumstances into advantageous situations.


Aug 24, 11                             25
I m agination to R eality                         http://www.i2r.a-star.edu.sg


Outline
                            Introduction to Smart Grid


                            Can Sun Tzu explain Smart Grid?


                            What else did Sun Tzu say?


                            Take aways


Aug 24, 11                               26
I m agination to R eality                               http://www.i2r.a-star.edu.sg


 Smart Grid Domains


   I2R


                                                                      EPGC




                            source: Gridwise Alliance

Aug 24, 11                               27
I m agination to R eality                                                               http://www.i2r.a-star.edu.sg


How I2R is relevant?
     The application of ICT to support Grid’s operations
                                    Information                                            Customer
                                      Security                                            Information
                                    Management                                              System
                                      System                                                 (CRM)
                                                                               Retail
                         GIS                                                    Call
                                                                               Centre
                                    Distribution
                                     Network
                                                                                         Billing Systems
                                    Management
                                      System
                     Work & Asset                    Outage                     Meter
                     Management                    Management                   Data
                       System                        System                  Management
                                      SCADA                        Meter
                                       DMS                       Network
                                       EMS                      Management
                         Field
                                                                               Smart
                        Force
                                                                               Meter
                      Automation
                                     Comms
                                    Systems &                                                HEMS
                                     In field                                                BMS
                                     Devices
                                                       Sub
                      Condition                                               Demand
                                                     Station
                      Monitoring                                              Response
                                                   Automation
                                      Feeder                                                 Smart
                                    Automation                                             Appliances




                                                                 28
I m agination to R eality                                     http://www.i2r.a-star.edu.sg


 Smart Grid Benefits




                                            Cost of 1-hour Power
                                            Interrupt in the U.S.




                            Smart Grid Savings for Korea
                            http://en.wikipedia.org/wiki/Smart_grid

Aug 24, 11                                 29
I m agination to R eality        http://www.i2r.a-star.edu.sg


 Take Aways




Aug 24, 11                  30
I m agination to R eality               http://www.i2r.a-star.edu.sg




    Let us work hand-in-hand to protect our environment
   and leave a better living space for the next generation!

  Contact: Dr. Oh Ser Wah (swoh@i2r.a-star.edu.sg)
            I2R = I m agination to Reality
Aug 24, 11                     31

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Smart Grid - An Explanation from Sun Tzu's Art of War

  • 1. Dr. Oh Ser Wah Senior Scientist Institute for Infocomm Research (I2R) A*STAR Aug 24, 11 Copyright 2011 by I2R
  • 2. I m agination to R eality http://www.i2r.a-star.edu.sg Once upon a time… Alexander Graham Bell Thomas Edison Aug 24, 11 2
  • 3. I m agination to R eality http://www.i2r.a-star.edu.sg Is “Smart Grid” really gaining popularity? Google Hits/day for "Smart Grid" 300,000 256,000 250,000 200,000 132,285 150,000 77,666 100,000 33,150 50,000 0 past year past month past week past 24 hour *Note: Data gathered on 5th Aug. 2011 by performing Google search on keyword “Smart Grid”. It may vary now. Aug 24, 11 3
  • 4. I m agination to R eality http://www.i2r.a-star.edu.sg Outline Introduction to Smart Grid Can Sun Tzu explain Smart Grid? What else did Sun Tzu say? Take aways Aug 24, 11 4
  • 5. I m agination to R eality http://www.i2r.a-star.edu.sg Power Grid Ecosystem Picture courtesy of Grid Net, slide reuse with permission from Bob Heile Aug 24, 11 5
  • 6. I m agination to R eality http://www.i2r.a-star.edu.sg Demand and Supply Singapore Half Hourly Consumption Trends Singapore Consumption Trends 4 Jan 2010 to 10 Jan 2010 4 Jan 2010 to 10 Jan 2010 6500 15000 6000 13000 5500 Mon Tue Grid Capacity Mon 11000 Tue Units in MWh Units in MWh Wed Operating Reserve 5000 Wed Thu 9000 Thu 4500 Fri Fri 4000 Sat 7000 Peak Load Sat Sun Sun 3500 5000 3000 3000 Time Time Target: • Reduce Peak Load • Reduce Operating Reserve • Reduce Grid Capacity (CAPEX)  Save $$  Save the world (pollution ↓) Aug 24, 11 6
  • 7. I m agination to R eality http://www.i2r.a-star.edu.sg The Asymmetry Principle Conversion Conversion to electricity to light • 40 units left • 2 units left 100 units of Everybody plays a part! natural gas Transmission loss • 35 units left Every unit saving in consumption gives 50 units saving in production Aug 24, 11 7
  • 8. I m agination to R eality http://www.i2r.a-star.edu.sg Smart Grid in short… Smart Grid Video by Scientific American http://youtu.be/-8cM4WfZ_Wg Aug 24, 11 8
  • 9. I m agination to R eality http://www.i2r.a-star.edu.sg What is making the grid smart? From Oxford Dictionaries: Smart: (adjective, informal of a device) programmed so as to be capable of some independent action Independent action Information + Judgment / decision Communication Program (Cognition) Require security Aug 24, 11 9
  • 10. I m agination to R eality http://www.i2r.a-star.edu.sg Outline Introduction to Smart Grid Can Sun Tzu explain Smart Grid? What else did Sun Tzu say? Take aways Aug 24, 11 10
  • 11. I m agination to R eality http://www.i2r.a-star.edu.sg References Aug 24, 11 11
  • 12. I m agination to R eality http://www.i2r.a-star.edu.sg 不知彼而知己,一胜一负 He who does not know the other side (the enemy) but knows himself will have an even chance of victory or defeat. Singapore Half Hourly Consumption Trends Singapore Half Hourly Consumption Trends 4 Jan 2010 to 10 Jan 2010 4 Jan 2010 to 10 Jan 2010 6500 6500 Operating Reserve 6000 6000 Mon Mon 5500 5500 Tue Tue Units in MWh Units in MWh 5000 Wed 5000 Wed Thu Thu 4500 Fri 4500 Fri Sat Sat 4000 4000 Sun Sun 3500 3500 3000 3000 Time Time Due to inability to know for sure the real demand, substantial operating reserved is required!  Open-loop load-following supply Aug 24, 11 12
  • 13. I m agination to R eality http://www.i2r.a-star.edu.sg 知彼知己,胜乃不殆 Know the other side (the enemy), know yourself, and your victory will not be threatened. Reducing operating reserve Smart 6500 Operating Reserve Meter 6000 5500 Communications Units in MWh Smart Smart 5000 Server Meter Meter 4500 4000 3500 3000 Smart Meter Time Consumption Supply With real-time information provided by communication, the operating reserve is reduced!  Closed-loop load-following supply Aug 24, 11 13
  • 14. I m agination to R eality http://www.i2r.a-star.edu.sg Our Proposed AMI Comm. Solution 故兵无常势,水无常形。能因敌变化而取胜者,谓之神。 The person who gains victories by adapting to the changing condition and situations of the enemy can be considered a legend in warfare. • Long range, 1 km • Large number of nodes • Variable data rates • Gateway / relay support • Hierarchical solution • Fast network recovery • Hybrid wired/wireless • Modular design • Plug & play Security Aug 24, 11 14
  • 15. I m agination to R eality http://www.i2r.a-star.edu.sg 战势不过奇正,奇正之变,不可胜穷也 In any battle situation and condition, there are only the direct and indirect approaches and forces. However, the possible combinations, changes and maneuvers between the direct and the indirect (approaches and forces) are limitless and beyond comprehension. Opening up communication will be bound to security threats Protect the communication End-to-end Protect the endpoints encryption Protect the endpoints Tamper resistant/alert casing Access control Server authenticity checks Meter authenticity checks Command integrity/authenticity checks Data integrity/authenticity checks Authenticated and encrypted firmware updates Key management Key management … Aug 24, 11 … 15
  • 16. I m agination to R eality http://www.i2r.a-star.edu.sg 故善动敌者,形之,敌必从之;予之,敌必取之。以利动之,以卒待之 Lure the enemy to move with benefits that he desires and then use concealed troops to await and ambush him. Load Shredding Turn off 6500 Operating Reserve 6000 Peak Load 5500 Units in MWh 5000 4500 4000 3500 3000 Time • With real-time information provided by communication + control, the operating reserve is significantly reduced! • Regulation, tiered pricing & education  Load shedding / shifting Aug 24, 11 16
  • 17. I m agination to R eality http://www.i2r.a-star.edu.sg Can we reduce grid capacity? • Operating reserve Grid capacity • Operating reserve more predictable / stable / controllable Grid capacity • Distributed energy resources (DERs), e.g., wind power, solar power, etc.  Grid capacity de-centralized Aug 24, 11 17
  • 18. I m agination to R eality http://www.i2r.a-star.edu.sg 知天知地,胜乃可全 Know the weather, know the terrain, and your victories will be limitless. High High Output Output Variability Average Output Low Output Source: http://www.vistadatavision.com/wind-energy/ Source: Energy Market Authority • Unfortunately most DER’s outputs are unpredictable • Supply-side: Weather forecast? Energy storage? Real- time info on demand? • Demand side: Supply-following load / demand response Aug 24, 11 18
  • 19. I m agination to R eality http://www.i2r.a-star.edu.sg Drivers for Smart Grid Achieving Changes in… • Generation – Renewables – Variability – Storage – Distributed resources • Load – Reduce peaking Requires… – Energy management – Automated management, – Plug in vehicles operation, control • Reliability and security – 2-way flow of power and – Improved measurement and information control – Interoperability at many levels – Risk-based methodology – Standards Source: George Arnold, NIST, slide reuse with permission from Bob Heile Aug 24, 11 19
  • 20. I m agination to R eality http://www.i2r.a-star.edu.sg Outline Introduction to Smart Grid Can Sun Tzu explain Smart Grid? What else did Sun Tzu say? Take aways Aug 24, 11 20
  • 21. I m agination to R eality http://www.i2r.a-star.edu.sg Government vs. Market 帅与之期,如登高而去其梯; Govt The (shrewd and capable) general on a specific military mission is like someone who leads his men to scale great Market heights and, at the most crucial moment, removes the ladder that leads them up. Govt/authority has to lead the investment/investigation and then give free hand  market has to drive Aug 24, 11 21
  • 22. I m agination to R eality http://www.i2r.a-star.edu.sg Standardization / First Mover 凡先处战地而待敌者佚,后处战地而趋战者劳。 Those who arrive first at the battleground will have sufficient time to rest and prepare against the enemy. Those who arrive late at the battleground will have to rush into battle when they are already exhausted. Aug 24, 11 22
  • 23. I m agination to R eality http://www.i2r.a-star.edu.sg Planning and Assessment 夫未战而庙算胜者,得算多也; Thus, those who carry out planning in the temple prior to the outbreak of war will win if the plans are thorough and detailed.  plan and calculate first. Don’t just follow the trend 上下同欲者胜 He who is able to unite himself with his officers and men as one mind, spirit and purpose will win.  Need acceptance by all in the value chain in order to achieve success  Pilot Runs Aug 24, 11 23
  • 24. I m agination to R eality http://www.i2r.a-star.edu.sg Site Survey & Deployment 知敌之可击,知吾卒之可以击, 而不知地形之不可以战,胜之半也。 However, if I do not know that the terrain is not favorable for the conduct of such an assault, then the chance of victory is only half.  different country has not only terrain difference but also grid difference (topology, termination, quality, etc.) 不知山林、险阻、沮泽之形者,不能行军; 不用乡导,不能得地利 Those who do not user local guides will not be able to gain the advantages of the terrain.  survey terrain before deployment, get people who are familiar with the local context, no one thing fits all Aug 24, 11 24
  • 25. I m agination to R eality http://www.i2r.a-star.edu.sg For us to ponder about… 食敌一钟,当吾二十钟; Consuming one cartload of provisions of the enemy is tantamount to twenty cartloads of your own Source: http://mobilecommblog.wordpress.com/ 不战而屈人之兵,善之善者也。 The ability to subdue the enemy without any battle is the ultimate reflection of the most supreme strategy. 军争之难者,以迂为直,以患为利 The difficulty about the art of maneuvering is to convert difficult and torturous routes into direct accesses (to the enemy), and to turn disastrous circumstances into advantageous situations. Aug 24, 11 25
  • 26. I m agination to R eality http://www.i2r.a-star.edu.sg Outline Introduction to Smart Grid Can Sun Tzu explain Smart Grid? What else did Sun Tzu say? Take aways Aug 24, 11 26
  • 27. I m agination to R eality http://www.i2r.a-star.edu.sg Smart Grid Domains I2R EPGC source: Gridwise Alliance Aug 24, 11 27
  • 28. I m agination to R eality http://www.i2r.a-star.edu.sg How I2R is relevant? The application of ICT to support Grid’s operations Information Customer Security Information Management System System (CRM) Retail GIS Call Centre Distribution Network Billing Systems Management System Work & Asset Outage Meter Management Management Data System System Management SCADA Meter DMS Network EMS Management Field Smart Force Meter Automation Comms Systems & HEMS In field BMS Devices Sub Condition Demand Station Monitoring Response Automation Feeder Smart Automation Appliances 28
  • 29. I m agination to R eality http://www.i2r.a-star.edu.sg Smart Grid Benefits Cost of 1-hour Power Interrupt in the U.S. Smart Grid Savings for Korea http://en.wikipedia.org/wiki/Smart_grid Aug 24, 11 29
  • 30. I m agination to R eality http://www.i2r.a-star.edu.sg Take Aways Aug 24, 11 30
  • 31. I m agination to R eality http://www.i2r.a-star.edu.sg Let us work hand-in-hand to protect our environment and leave a better living space for the next generation! Contact: Dr. Oh Ser Wah (swoh@i2r.a-star.edu.sg) I2R = I m agination to Reality Aug 24, 11 31