32
UNIVERSITY OF MINNESOTA INSTITUTE OF TECHNOLOGY Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization. Pivotal Technologies to Enable the Intelligent Infrastructure presentation at the EPRI 2006 Summer Seminar Advancing Energy Efficiency and End-Use Technologies: “Prices to Devices” August 7, 2006 Massoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological Leadership Professor, Electrical & Computer Engineering Some of the material and findings for this presentation were developed while the author was at the Electric Power Research Institute (EPRI) in Palo Alto, CA. EPRI’s support and feedback is gratefully acknowledged.

Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

  • Upload
    others

  • View
    0

  • Download
    0

Embed Size (px)

Citation preview

Page 1: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY Copyright © 2006 No part of this presentation may be

reproduced in any form without prior authorization.

Pivotal Technologies to Enable the Intelligent Infrastructure

presentation at theEPRI 2006 Summer Seminar

Advancing Energy Efficiency and End-Use Technologies: “Prices to Devices”

August 7, 2006Massoud Amin, D.Sc.CDTL Director and H. W. Sweatt Chair in Technological LeadershipProfessor, Electrical & Computer EngineeringSome of the material and findings for this presentation were developed while the author was at the Electric Power Research Institute (EPRI) in Palo Alto, CA. EPRI’s support and feedback is gratefully acknowledged.

Page 2: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

Context: Economics, Efficiency, Environment, Electric Power, Communications & Adaptive Dynamic Systems

Dynamic Systems

EconomicsEfficiencyIncentives

Private Good

Electric PowerReliability

Public Good

-- Complex, highly nonlinear infrastructure -- Rules being modified: evolving development of markets, rules and designs “if you measure it you manage it if you price it you manage it”…Tech & options risk/valuation

“Prices to Devices”

Society (incl. Policy & Environment)

Page 3: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

Recent Directions: EPRI/DOD Complex Interactive Network/Systems Initiative (CIN/SI)

Complex interactive networks:• Energy infrastructure: Electric power

grids, water, oil and gas pipelines• Telecommunication: Information,

communications and satellite networks; sensor and measurement systems and other continuous information flow systems

• Transportation and distribution networks• Energy markets, banking and finance

1999-2001: $5.2M / year —Equally Funded by DoD/EPRI

“We are sick and tired of them and they had better change!”Chicago Mayor Richard Daley on the August 1999 Blackout

Develop tools that enable secure, robust and reliable operation of interdependent infrastructures

with distributed intelligence and self-healing abilities

Page 4: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

FailureAnalysis

Information&

Sensing Vulnerability Assessment

Self Healing Strategies

StrategyDeployment

GPS

Sate

llite

LE

O

Sate

llite

Intr

anet

Inte

rnet

Dynamic Systems: Complex Interactive Networks

Page 5: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

Dynamic Systems: Network Centric Warfare

Direct Fire Function *

Infantry Carrier Function

Indirect Fire Function*

Sensor Function*

* Manned or unmanned

Organic & inorganic

RSTA

Networked Comms

Page 6: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

Dynamic Systems: CIN/SI Funded Consortia

• U Washington, Arizona St., Iowa St., VPI

• Purdue, U Tennessee, Fisk U, TVA, ComEd

• Harvard, UMass, Boston, MIT, Washington U.

• Cornell, UC-Berkeley, GWU, Illinois, Washington St., Wisconsin

• CMU, RPI, UTAM, Minnesota, Illinois

• Cal Tech, MIT, Illinois, UC-SB, UCLA, Stanford

107 professors in 28 U.S. universities are funded: Over 360 publications, and 19 technologies extracted, in the 3-year initiative

- Defense Against Catastrophic Failures, Vulnerability Assessment

- Intelligent Management of the Power Grid

- Modeling and Diagnosis Methods

- Minimizing Failures While Maintaining Efficiency / Stochastic Analysis of Network Performance

- Context Dependent Network Agents

- Mathematical Foundations: Efficiency & Robustness of Distributed Systems

Page 7: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

Tools: EPRI/DOD Complex Interactive Network/Systems Initiative (CIN/SI)Tools:• Dynamical systems• Statistical physics• Information & communication science• Computational complexity

To measure and model coupled large-scale systems including:• Electricity Infrastructure• Telecommunication networks• Economic markets• Cell phone networks and the Internet• Other complex systems

Page 8: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

Background:Dynamical Systems and The Self Healing Grid

Page 9: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

Background: The Case of the Missing Wing

NASA/MDA/WU IFCS: NASA Ames Research Center, NASA Dryden Flight Research Center, Boeing Phantom Works, and Washington University in St. Louis.

Page 10: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

Goal: Optimize controls to compensate for damage or failure conditions of the aircraft*

NASA/MDA/WU IFCS

Page 11: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

Roll Axis Response of the Intelligent Flight Control System

=

0 0 .5 1 1 .5 2 2 .5 3 3 .5 4 4 .5-4 -2 0 2 IF C S D A G 0 fu l l la te ra l s t ic k ro l l a t 2 0 ,0 0 0 f t , 0 .7 5 M a c h , F l t 1 2 6

0 0 .5 1 1 .5 2 2 .5 3 3 .5 4 4 .5

-2 0 0 -1 0 0

0

t im e [s e c ]

C o m m a n d e dO b ta in e d

la te ra l s t ic k( in c h e s )

ro ll ra te (d e g /s e c )

Page 12: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

Accomplishments in the IFCS program

• The system was successfully test flown on a test F-15 at the NASA Dryden Flight Research Center:

– Fifteen test flights were accomplished, including flight path control in a test flight envelope with supersonic flight conditions.

– Maneuvers included 4g turns, split S, tracking, formation flight, and maximum afterburner acceleration to supersonic flight.

• Stochastic Optimal Feedforward and Feedback Technique (SOFFT) continuously optimizes controls to compensate for damage or failure conditions of the aircraft.

• Flight controller uses an on-line solution of the Riccati equation containing the neural network stability derivative data to continuously optimize feedback gains.

• Development team: NASA Ames Research Center, NASA Dryden Flight Research Center, Boeing Phantom Works, and Washington University.

Page 13: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

Dynamic Systems and Communications: Present scheme for control of a power system

• All real time information is gathered and sent to a central site

• Central site maintains data base to model the power system network (updated by hand)

• Software applications control system through commands sent back down to the plants and substations

University of Minnesota Center for Smart Grid Technologies

Page 14: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

Communication RequirementsPower System Tasks Bandwidth Current

Requirement Response TimeLoad Shedding (Local Decision) Low SecondsAdaptive Relaying (e.g., Blocking relay) Low Not AvailableHierarchical Data Acquisition and Transfer High Seconds (e.g., 2-12

seconds / scan for RTUs)

Line / Bus Reconfiguration Low Minutes (manual)

Control Devices (e.g., FACTS, Transformer,… ) Medium Seconds (by manual)

Fault Event Recorder Information Medium Minutes

Generator Control Low SecondsPower Infrastructure Defense & High Not ApplicableCoordination with Control Centers (EPRI/DoD CINSI)

Page 15: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

Protection Schemes & Communication Requirements

Type of relay Data Volume (kb/s) Latency

Present Future Primary (ms)

Secondary (s)

Over current protection 160 2500 4-8 0.3-1

Differential protection 70 1100 4-8 0.3-1

Distance protection 140 2200 4-8 0.3-1

Load shedding 370 4400 0.06-0.1 (s)

Adaptive multi terminal 200 3300 4-8 0.3-1

Adaptive out of step 1100 13000 Depends on the disturbance

Page 16: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

Communication, Controls, Dynamical systems and Information Technology (e.g. unrelenting “Moore’s Law”)

Source: Intel’s Silicon Showcase, http://www.intel.com/research/silicon/mooreslaw.htmThe promise of nano includes keeping Moore’s Law moving along

Gordon Moore• Principles of operation for power systems were established in the 1960s prior to the emergence of extensive computer and communication networks.

• Computation is now heavily used in all levels of the power network-for planning and optimization, fast local control of equipment, processing of field data.

Page 17: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

Future of End-Use Technologies

•End-Use Technology and Access Evolution

•The Emergence of Always On

•Powering Evolution:Batteries and Nanotech… plastic batteries with up to 8 times its nominal capacity charged in less than a minute.

•Processing Evolution:On a single fiber optic you can carry all the information in the World! Shannon’s theory applies to single channel, not to a cellular fiber optic network. N+1 receivers are separated by ½ a wavelength, can separate interference by boosting processing power

Page 18: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

Smart dynamic system scheme

• Each device has its own processor which can act as an independent agent

• Each device knows what other devices it is connected to and can communicate with those devices’ processors

• Central site data base updated automatically when new devices are connected

• Fast control can be achieved when necessary through agents’ local decisions

University of Minnesota Center for Smart Grid Technologies

Page 19: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

Each device has its own processor: Smart, adaptive, network addressable devices

University of Minnesota Center for Smart Grid Technologies

Page 20: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

Processors are connected by secure communications

University of Minnesota Center for Smart Grid Technologies

Page 21: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

Addition of new device

University of Minnesota Center for Smart Grid Technologies

Page 22: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

New device is also connected to information layer

University of Minnesota Center for Smart Grid Technologies

Page 23: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

S&T Assessment, Scan and Map(April 2005-Feb 2006; Galvin Electricity Initiative, Task 3, Phase 1)

Objectives:• Identify the most significant Science &

Technology innovations which would meet energy service needs over the next 10 or 20 years.

• Determine Science & Technologies areas and concepts which address customer aspirations and hopes:– Technologies that encourage job creation and address

the needs of the society;– An energy system so robust and resilient that it will not

fail; – A totally reliable, secure communication system that will

not fail.Source: Galvin Electricity Initiative www.galvinelectricity.org

Page 24: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

Technology Scanning Process - Evaluation

Information Science

Physical Science

Life Science.

.

Leading

Capable

Strong

High

Medium

Low

Power Zone

Strategic Selection in Technology

Space

Page 25: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

Examples of Technology strengths of the industry today

Information Science

Physical Science

leading

strong

capable

14

Industry Application Status

Industry’sTechnology

PowerZone™™

Examples of Technology strengths of the industry today include:1.Power Electronics2.Adv. Electric motors3.Wind generation4.Nuclear Power5.Solar power6.Systems integration7.Real-time systems control8.Personal storage devices9.Power conditioning10.Efficient illumination11.Emission control12.Turbine generation13.Adv. Materials technology14.Security technology

3

2

1

6

4

7

5

9

812

10

13

11

Bio- and Life Sciences

Page 26: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

Expanding the Power Zone

Physical Biological

InfoA. Distributed controlB. Electronic power commerceC. Distributed generation/storageD. Integrated common infrastructureE. Integrated/Embedded PV

AB

C

D

E

F Wireless backupG Granular Semi-autonomous ArchitectureH Fractal Grid Lego ModelI Lego ModelJ Plug and play appliancesF

G

J

H

I

Technology Map for the Granular Semi-Autonomous Architecture

Page 27: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

Expanding and Transforming the Power Zone

Information Science

Physical Science

Bio./LifeScience

17

2 5

63

8

4

Bench-marking

Existing Power Zone

ExtendedPower Zone

Technology Map for Bio-fuel Systems, Distributed Gen and Storage systems integrated with Advanced Information Systems for Network Management

Page 28: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

R& D Strategies and Examples of Technology areas

Develop into

Products

Identify Real Applications to Pull Technology

High Potential --Elaborate,

Expand, Drive Investment

Alliances, Government,

University

Not strategic - evaluate as

separate opportunity

Sustain and Grow-Industry and other

resources

Page 29: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

Toward High Reliability Infrastructures: We have a bright future if we challenge the best minds and marshal their talents…

• Integrated System Assessment, Efficiency, Security & Interoperability Integrated Secure Communication

• Intelligent data management and adaptive use• Realistic and scalable models, estimation and

control• Transformation of the meter and end-use devices

into a two-way energy/information dynamic systemsIncreased dependence on sensing, IT and software

• Dependability/security/robustness is the key… V&V remains a big challenge

Page 30: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

Toward High Reliability Infrastructures: We have a bright future if we challenge the best minds and marshal their talents…

• Intelligent sensors as elements in real-time data base; seek appropriate high level query tools for such a database? Sensor interface to models? Metrics? Business case and impact.

• Coupling to smart devices/sensors, state estimation, dynamic monitoring, simulation, identification, disturbance analysis

• Wide-area layered fail-safe control, sensing, communication and control mix/placement

• Integration of distributed energy resource into the network

Page 31: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.

Research Challenges: Need new technologies analogous to putting the “man on the moon,” with the urgency of the Manhattan Project

• Broad range of R&D including Dynamical Systems with impact of all pertinent interactive layers:– Dynamic Coupled Systems: Fuel options, distributed

generation, T&D, Secure Communication and Protection layers

– Electricity Markets and Policy/Regulatory layers– Ownership and investor layer (investment signals);

economic evaluations– Customers layer (demand response, smart meters,

reliability/security/quality)

– System and End-use efficiency, including technologies and the built environment, urban and building design

– Environment: Adaptation measures and costs

Page 32: Pivotal Technologies to Enable the Intelligent …mydocs.epri.com/.../Newsroom/SummerSeminar2006/04-Amin.pdfMassoud Amin, D.Sc. CDTL Director and H. W. Sweatt Chair in Technological

UNIVERSITY OF MINNESOTAINSTITUTE OF TECHNOLOGY

Copyright © 2006 No part of this presentation may be reproduced in any form without prior authorization.Thank you