07_Electricity Assurance - Grid Automation Presentation - Oct 2012 -V1.0

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  • 8/14/2019 07_Electricity Assurance - Grid Automation Presentation - Oct 2012 -V1.0

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    COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.

    Service Assurance Solutions for utilitiesGrid Automation

    Miguel Hernandez

    Bell Labs NPPE, BM SI

    October 2012

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    COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    Bell Labs Introduction and Alcatel-Lucent Expertise in Utilities

    Defining the Smart Grid. What is it?

    Enabling Teleprotection as the Paradigm of Mission Critical Applications

    How Can Smart Grid Communications Be Implemented?

    Transmission Grid Transformation (Transpower) Getting to the Integrated Smart Grid: Advance Metering Infrastructure (PECO)

    Big Data Analytics: Making the Grid Smarter

    What is it?

    Why Data Analytics?

    Applications of Machine Learning

    Fully Integrated Smart Grid with Data Analytics Platform (EPB)

    Conclusions

    Agenda

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    COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    BELL LABS AT A GLANCE

    26,000 active patents worldwideActive in over 100 standards bodies

    Leading non-academic Highly Cited institution(Physics, Engineering, Math, Materials, and Computer

    Science Journals. Source: Thomson ISI)

    Nobel Prizes in Physics

    U.S. Medals of Science

    U.S. Medals of TechnologyDraper Prizes

    John Tyndall Awards

    GRAMMYAward

    Marconi Fellowship Awards

    C&C Prizes

    IEEE Medal of Honor winners

    Emmy Award

    General Ferri Award

    Blondel Committee Medal

    7

    9

    122

    3

    1

    6

    7

    28

    1

    1

    1

    Collaborating with more than250 universities worldwide

    Multiple Open Innovation Initiatives

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    COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    Alcatel-Lucent in utilities

    More than 20 years experience as a

    provider of mission-criticalcommunications to the energy industry

    Advising and architecting best practicenetworks

    Solution design, equipment supply,turnkey delivery, managed operations

    Delivery of a variety of communicationsprojects supporting critical operations:

    Management of safety and reliabilityon electricity transmission grids

    Reliable and efficient operations of

    electricity distribution networks Smart metering and smart grid

    technologies for the future

    An experience that enables leadership in smart grid development

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    COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    Delivering to a wide range of customerswith a variety of business focal points

    A range of utility projects from last 5 years

    Mission Critical networks

    Smart Grid transformation

    Utility Telco

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    COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    Bell Labs Introduction and Alcatel-Lucent Expertise in Utilities

    Defining the Smart Grid. What is it?

    Teleprotection the Paradigm of Mission Critical Applications

    How Can Smart Grid Communications Be Implemented?

    Transmission Grid Transformation (Transpower)

    Getting to the Integrated Smart Grid: Advance Metering Infrastructure (PECO)

    Big Data Analytics: Making the Grid Smarter

    What is it?

    Why Data Analytics?

    Applications of Machine Learning

    Fully Integrated Smart Grid with Data Analytics Platform (EPB)

    Conclusions

    Agenda

  • 8/14/2019 07_Electricity Assurance - Grid Automation Presentation - Oct 2012 -V1.0

    7/34COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.

    ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    Defining Smart Grid: What is it?

    Smart grid described in a study conducted by the Electric Power Research Institute refers to:

    "A moderni zation of the electr icity del ivery system so that it monitors, protects and

    automati call y optimizes the operation of i ts interconnected elements from the central

    and distr ibuted generator through the high voltage transmission network and

    distr ibuti on system, to industr ial users and bui lding automation systems, to energy

    storage installations, and to end-use consumers to their thermostats, electr ic vehi cles,

    appliances and other house-hold appliances"

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    8/34COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.

    ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    Smart Grid Definition: Functional Elements

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    9/34COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.

    ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    Bell Labs Introduction and Alcatel-Lucent Expertise in Utilities

    Defining the Smart Grid. What is it?

    Teleprotection the Paradigm of Mission Critical Applications

    How Can Smart Grid Communications Be Implemented?

    Transmission Grid Transformation (Transpower)

    Getting to the Integrated Smart Grid: Advance Metering Infrastructure (PECO)

    Big Data Analytics: Making the Grid Smarter

    What is it?

    Why Data Analytics? Applications of Machine Learning

    Fully Integrated Smart Grid with Data Analytics Platform (EPB)

    Conclusions

    Agenda

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    10/34COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.

    ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    Key Challenges for Teleprotection

    End to End Delay

    Jitter

    Asymmetry

    Resiliency

    Denial of Services

    Synchronization

    Quality of Service

    Depending on vendor equipmentMay include packetisation/depacketisation

    Variation of delay in certain circumstances such

    as traffic burst on network

    Delay variations between transmit and receive

    The impact of a failure in the network shouldntbe noticed by application

    TDM applications need end to endsynchronization

    How DoS/DDoS can affect applications

    Guaranteed bandwidth, low latency and jitter

    Enhanced QoS on different network layers

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    COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    Criticallity of Teleprotection: Latency Challenge

    ApplicationDelay

    allowance

    (maximum)

    Priority(0-min

    100-max)

    Comments

    Teleprotection 10 ms 2 50 Hz in EU

    SynchroPhasor measurements (Class A) 60 ms 10

    SCADA data poll response 100 ms 25 100-200 ms

    PMU clock synchronization 100 ms 20

    Push-To-Talk Signaling (critical) 100 ms 30VoIP bearer (including Push to talk) 175 ms 50 175-225ms

    On demand CCTV video 200 ms 55

    Most other distribution and SCADA applications 250 ms 45 250-500 ms

    AMI critical (eg, meter registration in black start) 250 ms 60

    AMI priority (eg, demand response) 300 ms 70

    SynchroPhasor (class C) 500 ms 80

    AMI normal (eg, interval data) 1000 ms 85

    Best effort, default 2000 ms 100

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    COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    Using IP/MPLS Network for Teleprotection

    TPR relay signals must be transferred in

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    COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    Bell Labs Introduction and Alcatel-Lucent Expertise in Utilities

    Defining the Smart Grid. What is it?

    Teleprotection the Paradigm of Mission Critical Applications

    How Can Smart Grid Communications Be Implemented?

    Transmission Grid Transformation (Transpower)

    Getting to the integrated Smart Grid: Advance Metering Infrastructure (PECO)

    Big Data Analytics: Making the Grid Smarter

    What is it?

    Why Data Analytics?

    Applications of Machine Learning

    Fully Integrated Smart Grid with Data Analytics Platform (EPB)

    Conclusions

    Agenda

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    COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    TranspowerTransmission Grid transformation

    Owner and Operator of NZs TransmissionNetwork

    Connects generation with demand

    Over 16000 kms of transmission line

    Links 200 sites including 172 substations

    Business Problem

    Lack of investment leading to major outages

    Strategic Direction

    Decision that investment in the grid startswith investment in communications

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    COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    Required outcomes

    Support for new SCADA and market

    systems, new substation capabilities

    (Ethernet-based) and new IT security

    architecture

    No support for new SCADA and market

    systems, new substation capabilities

    (Ethernet-based) and new IT security

    architectureLimitations

    Requirements post transformationStatus pre-transformation

    Features

    Inadequate reactive problem and faultmanagement

    Full proactive problem and faultmanagement

    Fibre optic transmission systems and

    high-capacity digital radio Simplified scalable hierarchical

    architecture

    IP capability to all sites

    100% of equipment less than 5 years old

    12 different equipment types from only

    3 manufacturers

    Low capacity end of economic life

    analogue and low-capacity digital radio Complex point-to-point, non-

    hierarchical architecture

    IP capability to only 20% of sites

    80% of equipment end of economic

    life within 5 years

    155 different equipment types from28 manufacturers

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    COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    IP/ MPLS Services Network

    Multi-service L2 Transport Network

    mw

    Multi-service Access Network

    SubstationsElectricity NOC Data Centre Corporate Site

    Alcatel-Lucent Services

    Build a NOC and take overmanagement of existing legacycommunications networks

    Architect a network for mission

    critical services

    Design and prove network:

    Support safety criticalservices

    Accommodate new energytechnology

    Implement and integrate

    Operate and maintain

    Alcatel-Lucent scopeApplica

    tions

    Corporate Voice &LAN,

    Video Conferencing,

    Metering,Remote Access,Internet Access,..

    Teleprotection,

    SCADA, Data,

    Operational Voice,

    Operational Video,

    Data Centre access

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    COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    Bell Labs Introduction and Alcatel-Lucent Expertise in Utilities

    Defining the Smart Grid. What is it?

    Teleprotection the Paradigm of Mission Critical Applications

    How Can Smart Grid Communications Be Implemented?

    Transmission Grid Transformation (Transpower)

    Getting to the Integrated Smart Grid: Advance Metering Infrastructure (PECO)

    Big Data Analytics: Making the Grid Smarter

    What is it?

    Why Data Analytics?

    Applications of Machine Learning

    Fully Integrated Smart Grid with Data Analytics Platform (EPB)

    Conclusions

    Agenda

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    COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    PECOIntegrated Smart Grid Deployment

    About PECO 5.4m electricity customers

    31 GW generating capacity

    $18B operating revenue

    Objective: Create a modern/smart grid

    with advanced sensing communications andcontrol technologies

    to generate and distribute electricity/gasmore effectively, economically and securely

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    COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    Smart Grid communication tiers

    19 | Utility Case Studies | February 2011

    Communications infrastructure forms the foundation and enabling Smart Gridtechnologies and applications as it touches each functional area of the Smart Grid

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    COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    Bell Labs Introduction and Alcatel-Lucent Expertise in Utilities

    Defining the Smart Grid. What is it?

    Teleprotection the Paradigm of Mission Critical Applications

    How Can Smart Grid Communications Be Implemented?

    Transmission Grid Transformation (Transpower)

    Getting to the Integrated Smart Grid: Advance Metering Infrastructure (PECO)

    Big Data Analytics: Making the Grid Smarter

    What is it?

    Why Data Analytics?

    Applications of Machine Learning

    Fully Integrated Smart Grid with Data Analytics Platform (EPB)

    Conclusions

    Agenda

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    COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    Data Analytics: What is it?

    INFORMATION NETWORKS

    IP NETWORKS

    TCP/SCTP/SSTP

    SECURED GRID OVERLAY NETWORK (UNICAST, MULTICAST AND BROADCAST)

    Electricity flow

    POWER GRIDS

    Informationflow

    PUB-SUB BASED MIDDLEWARE API

    SMART GRID APPLICATIONS

    TRANSPORTPROTOCOLSFOR SMART GRID

    SECUREAND

    DATA-

    C

    ENTRICAPPLICATIO

    N

    PLATFORM

    STREAMING-BASED DATA DISSEMINATION QUERY-BASED DATA POINT-TO-POINT

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    COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    To realize the full potential of smart grid, utilities must take advantage

    exponential growth in data from smart grid systems -- smart meters,

    distribution automation devices, distributed generation, energy storage, plug-in vehicles and the rest .

    Analytics involves the collection, management and the process of

    transforming the raw data into useful information and knowledge, that has

    business value.

    WHY DATA ANALYTICS

    Managing adramatic growthin information

    Orchestrating themaintenance and

    upgrade of an aginginfrastructure

    GridAutomation

    Renewables

    Utilizing variable,geographically

    distributed powersources

    ElectricVehicles

    Satisfyingsignificant, newpower demands

    OperationsEconomics

    Buying , Selling,and Optimizing the

    distribution ofelectricity

    Information Communication Control Optimization

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    COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    Applications of Data Analytics:

    Supervised Learning

    - Demographic Data

    - Usage Predictions

    Consumer Behavior Modeling

    - Semi-supervised learning

    - Clustering

    - Reinforcement learning

    Outlier Detection- Identify Customersfor Energy Audit

    - Identify Opportunities

    for Demand Response

    Usage Prediction

    Usage Weather

    Customers

    recommended for

    energy audit

    Source: Irish Meter Data (WWW.cer.ie)

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    COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    Bell Labs Introduction and Alcatel-Lucent Expertise in Utilities

    Defining the Smart Grid. What is it?

    Teleprotection the Paradigm of Mission Critical Applications

    How Can Smart Grid Communications Be Implemented?

    Transmission Grid Transformation (Transpower)

    Getting to the Integrated Smart Grid: Advance Metering Infrastructure (PECO)

    Big Data Analytics: Making the Grid Smarter

    What is it?

    Why Data Analytics?

    Applications of Machine Learning

    Fully Integrated Smart Grid with Data Analytics Platform (EPB)

    Conclusions

    Agenda

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    COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    Electricity Power Board of Chattanooga

    170,000 customers inChattanooga, Tennessee, USA

    Already an ALU customer withFTTU and 3-play

    Customer requirement was to

    transform the city throughtransforming the environment

    Changing consumer's energybehaviour

    A big priority for EPB with thesmart grid is to give customersmore control

    and allowing EPB to manageconsumer devices as needed toshave peak load

    2010

    Transf

    ormation

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    COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    Long Term Vision of the Smart Grid: EPB Goals

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    Evolving EPB Smart Grid with Bell Labs Support

    Design and development of analytical tools and techniques to mine smart meterand other data sources to further "smarten" the electric grid - turning raw data

    into information useful for grid control, operations and planning. Keyhighlights:

    Demand Response Methods and tools to predict the change in power consumption achievable through real-time

    power reduction techniques

    Customer Anomaly Detection and Prediction Methods and tools to mine customer meter data to detect consumption anomalies indicative

    of problems such as heat pump failures

    Grid Anomaly Detection and Prediction Methods and tools to mine Supervisory Control and Data Acquisition data, meter data, and

    other data to detect abnormalities in the electric grid

    Quantifying Benefits ofSmart Meter Introduction Physical, financial, and environmental benefits

    Regulatory reporting

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    COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    Bell Labs Introduction and Alcatel-Lucent Expertise in Utilities

    Defining the Smart Grid. What is it?

    Teleprotection the Paradigm of Mission Critical Applications

    How Can Smart Grid Communications Be Implemented?

    Transmission Grid Transformation (Transpower)

    Getting to the Integrated Smart Grid: Advance Metering Infrastructure (PECO)

    Big Data Analytics: Making the Grid Smarter

    What is it?

    Why Data Analytics?

    Applications of Machine Learning

    Fully Integrated Smart Grid with Data Analytics Platform (EPB)

    Conclusions

    Agenda

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    COPYRIGHT 2011 ALCATEL-LUCENT. ALL RIGHTS RESERVED.ALCATEL-LUCENT CONFIDENTIAL SOLELY FOR AUTHORIZED PERSONS HAVING A NEED TO KNOW PROPRIETARY USE PURSUANT TO COMPANY INSTRUCTION

    In conclusion

    Traditional energy management and smart grid relyon communications

    Communications and data are the key enablers ofintelligent network management

    Communications transformation is broadly understoodand accepted

    Data management is not getting the attention itdeserves

    Flexible, secure communications and data make thesmart grid evolution become a revolution

    Alcatel-Lucent has leadership in utilitycommunications transformation

    Alcatel-Lucent has a wealth of experience to sharewith Bell Labs at the forefront of Smart GridInnovation

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    Timeline of other Bell Labs Transformational Technologies

    1876

    The Telephone

    1939

    1st Digital Computer

    1947

    The Transistor

    1954

    The Solar Cell

    1958

    The Laser

    1962

    The Telstar Satellite

    1969

    Unix

    1988

    Digital Cellular

    1989

    HDTV1997

    Worlds Smallest

    Transistor

    1998

    All-Plastic

    Transistor

    1999

    All Optical

    Router

    2000

    3.28Tbps

    Transmission

    2003

    E2E Network

    Security Reference

    Architecture

    Foundation of ITU

    X.805 specification

    2002

    BLAST (MIMO)

    High- Capacity

    Radio Frequency

    1995

    Dense Wave

    Division

    Multiplexing

    2001

    HLR

    (Home Location

    Register)

    2004

    Nanograss

    2003

    Location Based

    Services

    2005

    Service

    Enhancement

    Layer for IMS

    http://images.google.com/imgres?imgurl=http://www.eaglephotonics.com/images/dwdm4.gif&imgrefurl=http://www.eaglephotonics.com/dwdm.html&h=196&w=328&sz=9&tbnid=2EVbUP2eI8MJ:&tbnh=68&tbnw=114&hl=en&start=5&prev=/images?q=DWDM+&hl=en&lr=
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    Utilities problems drive our solutions

    Power Delivery

    Non-stop energy delivery, despite Rising seasonal demand Ageing infrastructure Advent of volume electric vehicles

    Power Quality

    A legal requirement, despite Increasingly noisy loads

    Growth in small scale renewables

    OperationalEfficiency

    Better cost control, requiring Maintained safety standards Improved operational processes Better asset utilisation

    Customer Intimacy

    Consumer pressure in the energy market Creating value for customers Provide real time usage information Enable greater customer choice and control

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    Smart Grid Definition: Communications Perspective

    Operational communicationstransformation

    End-to-end Smart Gridcommunications

    Operations Support Systems

    Professional Services andthird party integration

    Utility Telco

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    34

    DATA ANALYTICS: GRID SOURCES AND APPLICATIONS

    Communication Network

    Smart Meters(Thousands to several million)

    Each meterEvery 15 minutes

    IEDs/RTUs(Substations and Distributed

    Automation)Hundreds to tens of thousands

    Each IED/RTUEvery 2-10 sec

    PMUsSeveral hundred toseveral thousand

    Each PMU60 times/sec

    Distributed GenerationDistributed Storage

    EVs & EV Charging Stations(Hundreds to thousandsEach with several IEDs)

    Each IEDEvery 5-30 sec

    Applications: TMS, WASA&M, DMS, SCADA, DA, OMS, VVWC, DFR, MDMS, DR, DG, Asset Management,Billing, Pricing, Other)

    (Hundreds of applications)