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    Objective, neutral ForecastsDesired future Backcasts

    Normative values Scenarios

    Michael TottenConservation International

    January 27, 2006

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    Chapter 3 onAgainstForecastingissuperb.

    Essential reading

    aboutforecastingenergy supplyand price.

    Vaclav Smil

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    Corporate & government projections of total U.S. primary energy use from the

    1970s. Forecasters clearly did not anticipate the ability of the economy todeliver energy services with less consumption, cost and risk..

    1 ExaJoule=6.8 billion gallons of gasoline

    105 EJ

    Off by 714 billiongallons of gasoline

    US govt.s EnergyIndependence legislation

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    1 billiongallons/day

    AmoryLovins

    Seattle

    MayorGregNichols

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    Scenario planning is appropriate for systems in which there is a lot ofuncertainty that is not controllable. In other cases optimal control,hedging, or adaptive management may be appropriate responses.

    G. Peterson et al., Scenario Planning, a tool for conservation in an uncertain world, Conservation Biology, V. 17:2, April 2003

    (forecasting)

    Multiple uncertainties& uncontrollables

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    BACKCASTING SCENARIOSreason from a desired futuresituation and offer a numberof different strategies to

    reach this situation.

    NORMATIVE SCENARIOStake values and interestsinto account.

    Cloudy Crystal Ball

    European Environment Agency

    http://europa.eu.int/

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    Optimizing the delivery of efficient energy services at the point ofuse as the key goal, rather than simply expanding [ever-larger]resource supplies [shipped over ever-longer distances]

    Biodiversity friendly (terrestrial, freshwater, marine)

    Economically affordable now, or in foreseeable future (via R&D)

    Risk resistant and risk-manageable against inflation, pricespikes, sudden disruptions, acts of nature or malicious attack

    Resilient - if the energy system fails, it fails gracefully, notcatastrophically

    Climate, Air & Water Quality friendly Externalities and adverse impacts are minimal and capable of

    further reduction through innovation and best practices

    Experience Curves are robust - potential for significant, ongoingimprovements in cost, performance, reduced footprint, etc.

    through ongoing R&D and cumulative learning experiences

    Select a portfolio of market-based energy service options, policies, incentivesand regulatory measures that satisfy multiple criteria for accruing myriad values

    and benefits, including:

    Normative values Scenario

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    Humans releasegreenhouse gasemissions (carbondioxide, CO

    2)

    equivalent to aMount St. Helenvolcanic eruptionevery other day

    Atmospheric CO2

    concentration now380 parts per million(ppm) and increasing

    2 ppm annually

    Visualizing Planetary Overheating

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    Your parents lifespanYour lifespan

    Your childrens lifespan

    our grandchildrens lifespan

    Today

    1100

    Past400,000

    years

    The present

    atmospheric CO2

    concentration hasnot beenexceeded during

    the past 420,000years and likelynot during thepast 20 million

    years.Globaltemperaturerising 15 to 60

    times faster than

    me

    thane c

    arb

    on

    dioxi

    de

    Visualizing Rapid Overheating

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    Species at risk of extinction

    from climate change

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    25 billion tons of CO2 emissions/year are lowering the oceans pH and acidifying

    the ocean, detrimental to organisms that secrete shell material made of calciumcarbonate, e.g. phytoplankton and coral reefs. Scientists warn the ocean pHchange will persist for millennia and acidified to a much greater extent

    than has occurred naturally in at least 800,000 years Royal Society UK

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    http://www.ipcc.ch/

    R f l b l l d d i d i l CO

    http://www.grida.no/climate/ipcc/emission/031.htmhttp://www.grida.no/climate/ipcc/emission/031.htmhttp://www.grida.no/climate/ipcc/emission/031.htm
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    Range of global energy-related and industrial CO2

    emissions for the 40 SRES scenarios

    Historically, gross CO2

    emissions have increasedat an average rate of about1.7% per year since 1900.

    If that historical trendcontinues globalemissions would doubleduring the next three tofour decades and increasemore than sixfoldby 2100.

    1990 range

    http://www.grida.no/climate/ipcc/emission/031.htmhttp://www.grida.no/climate/ipcc/emission/031.htmhttp://www.grida.no/climate/ipcc/emission/031.htmhttp://www.grida.no/climate/ipcc/emission/031.htmhttp://www.grida.no/climate/ipcc/emission/031.htmhttp://www.grida.no/climate/ipcc/emission/031.htmhttp://www.grida.no/climate/ipcc/emission/031.htmhttp://www.grida.no/climate/ipcc/emission/031.htmhttp://www.grida.no/climate/ipcc/emission/031.htmhttp://www.grida.no/climate/ipcc/emission/031.htmhttp://www.grida.no/climate/ipcc/emission/031.htmhttp://www.grida.no/climate/ipcc/emission/031.htmhttp://www.grida.no/climate/ipcc/emission/031.htmhttp://www.grida.no/climate/ipcc/emission/031.htmhttp://www.grida.no/climate/ipcc/emission/031.htmhttp://www.grida.no/climate/ipcc/emission/031.htmhttp://www.grida.no/climate/ipcc/emission/031.htmhttp://www.grida.no/climate/ipcc/emission/031.htmhttp://www.grida.no/climate/ipcc/emission/031.htmhttp://www.grida.no/climate/ipcc/emission/031.htmhttp://www.grida.no/climate/ipcc/emission/031.htmhttp://www.grida.no/climate/ipcc/emission/031.htm
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    2005 GHG emissions = ~5 GtC

    How much in a world twice as populated and10X the gross world product in 2100?

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    Contraction & Convergence . . . the logical conclusion of arights-based approach. IPCC Third Assessment - June 2000

    Stabilizing atmospheric GHG levels

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    HOW TO TRANSFORM MARKETS INTO

    CLEAN, SAFE, SECURE, SUSTAINABLE ONES?

    http://www.geocities.com/CapitolHill/Lobby/2554/nggw3.jpg
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    OIL SUPPLY unSAFE, inSECURE, unSUSTAINABLE

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    Oil Disruption Vulnerabilities

    Oil tankers must run a gauntlet ofnarrow sealanes. About a fourth ofthe non-Communist worlds oilmust pass through the Strait ofHormuz. The Strait connects thePersian Gulf, to the left, with theGulf of Oman, to the right. The

    Below: Saddam Hussein's

    setting fire to the oil wells inKuwait, February 1991. Theblack smoke plumes of morethan 700 individual oil wellfires are being blown to thesouth.

    http://worldroom.tamu.edu/mideast/photos/photos_L/sts037-152-091.jpghttp://worldroom.tamu.edu/mideast/photos/photos_L/sts037-152-091.jpghttp://worldroom.tamu.edu/mideast/photos/photos_L/sts037-152-091.jpghttp://worldroom.tamu.edu/mideast/photos/photos_L/sts037-152-091.jpg
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    NUCLEARPOWER?

    The fascination with nuclear power is due to the factthat 1 ton of uranium can displace 20,000 tons of coal

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    Ever-present target of nuclear facilities for

    military or terrorist attack; Dual civilian-military nature of a nuclearreactor;

    Proliferation of weapons-grade material; Diversion of uranium fuel for military or

    terrorist use in fabricating atomic bombs;

    Contaminant fuel wastes that remainradioactive for millennia; and,

    Generating systems that can failcatastrophically, with disastroushuman health and ecologicalconsequences lasting forgenerations, and economicimpacts lasting for centuries

    Unfortunately, uranium-generated electricity carriessome intrinsic downsides that are inherentlyintractable:

    Displacing coal use worldwide by 2100 would require constructing a 100 MWnuclear reactorevery 10 hours for the entire century. It would requirereprocessing weapons-grade plutonium for use in breeder reactors by 2050.This would produce 5 million kilograms of plutonium per year, equal to 500,000atomic bombs, annually circulating in global commerce.

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    Terrori sm the 21 st CenturyReal ity

    Among the manysources of electricity,nuclear powercreates a target withthe greatest risk of

    major, destructiveacts of terrorism andacts of aggression bynational or sub-national groups.

    After the

    September 11thterrorist attackwith airplanes it isa most uncertainworld presenting

    inherentlyunanswerableWhat-if questions.

    If not, why President & Congress spending $1 trillion every 30

    months on Military & Security?

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    Nuclear reactors as targets?

    Unlike the World Trade Centerdisaster, a hit on a nuclearreactor would unleash ordersof magnitude greater damageboth in scale and over time.Over $300 BILLION IN LOSSES.

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    Chernobyl s tri gger edmal iciou sly?

    It is estimatedthat 30,000people may die

    prematurely ofcancer inducedby radiationexposure fromthe release

    The Chernobyl accident released 100 times moreradiation than the atomic bombs dropped on Hiroshimaand Nagasaki. It led to the permanent evacuation of135,000 people from an area of nearly 3,000 squarekilometers.ent contaminated 31,000 square kilometers or 12,400 square

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    Catastr ophi c, not gracef ulfai lures

    Chernobyl nuclearaccident caused$200 billionlosses.

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    Nuclearinherentlybrittlepower?

    1000 MW reactor contains >15 billion curies (~2,000

    Hiroshima A-bombs fallout) +heat andmechanical/chemical energy facilitating releasecomparable to a megaton ground burst

    Cut onsite & offsite

    power and the coremelts

    1-kT bomb 1 km away(in parked truck) meltscore

    Wide body jet orcertain standoffattacks can releasevirtually the full coreinventory

    Seriously contaminate

    http://echelon1.mit.edu/~nate/reactor/cerenkov.jpghttp://echelon1.mit.edu/~nate/reactor/cerenkov.jpg
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    Nuclear legacy terrorist zones?

    A legacy of many vulnerable targets and a looming

    question of how many more will be added before shifting totargets that fail gracefully, not catastrophically.

    $

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    $1 Trillion Costs to Decommissions Nuclear Facilities through 2050

    IAEA, 2004 Annual Report

    www.iaea.org/

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    Nuclear waste shipment vulnerabilities

    60 million people would bewithin one mile of the100,000 truck and railshipments proposed toship waste to YuccaMountain

    .

    ~ 40,000 metric tons of

    spent fuel dischargedfrom U.S. commercialnuclear reactors through1999 is currently stored atabout 70 power plant sites

    around the nation (+2,000tons more annually)

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    Nuclear waste shipment accidents?

    The burning railway cars thatparalyzed Baltimores trafficand bottled up the maineastern transport and cyber-artery of the United States in2001, could have been

    carrying spent nuclear fuelrods.

    The clean-up wouldn't takeweeks. It would take

    centuries. New Department ofEnergy regulations allow forrail cars to carry lethal nuclearfuel.

    Each of the 180 rail containersof atomic waste from Calvert

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    Megadamus negavitae7% of total global GHG emissions, rising

    to 15% given potential expansion

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    Of 227 large river basins assessed, 37% arestrongly affected by fragmentation and altered

    flows, 23 % are moderately affected, and 40%WRI, Ramsar, IUCN, IWMI Water Resources E Atlas, Watersheds of the World, 2003,

    Fragmented R iver B asins

    http://www.wri.org/
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    Freshwater Fish Species Threatened

    %Fish species 8 times morethreatened than mammals

    or birds in the USA

    21st century Hydro Damming

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    21st century Hydro Damming

    Threatens to Exceed Last

    Centurys Damming -- Mostly inBiodiversity Habitat

    Hydro dams that are costly & ecologically damaging

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    200 hydro dams planned on

    rivers running through thebiodiversity hotspots ofSichuan and Yunnanprovinces.

    Yet, China has other viableoptions, such as four times

    more wind power than hydroresources, and 50% waterefficiency savings throughdrip irrigation.

    y y g y g g

    can be displaced through lower cost & lower impact

    Energy & Water options

    NuJia

    ng(S

    alw

    een) La

    ncan

    gJian

    g(M

    eko

    ng)

    Yangtze

    Lita

    ngH

    e

    Yalong

    Jiang

    Dadu He Min Jiang

    JinSh

    aJian

    g(Ya

    ngtze)

    >150 MW

    50 to 150 MW

    A d i

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    Amazon dammingd dams and reservoirs in Brazils Amazonian

    Source: FearnsidePM. 1995.Hydroelectric damsin the BrazilianAmazon assources of reenhouse

    na Brava I on Tocantins

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    Net E mis sio ns fro m B razi lia n Reservoirscompared with Combined Cycle Na turalGas

    Source: Patrick McCully,Tropical Hydropower is a Significant Source of Greenhouse Gas Emissions:Interim response to the International Hydropower Association,International Rivers Network, June

    DAMReservoirArea(km2)

    GeneratingCapacity (MW)

    Km 2/MWEmissio

    ns:Hydro

    (MtCO2-

    eq/yr)

    Emissio

    ns: CCGas

    (MtCO2-

    eq/yr)

    Emissio

    nsRatio

    Hydro/Gas

    Tucuru24330 4240 5.7 8.60 2.22 3.87

    Curu-

    Una

    72 40 1.8 0.15 0.02 7.50Balbi

    na3150 250 12.6 6.91 0.12 57.58

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    DE-CARBONIZEDFOSSIL FUELS?Coal externalitiesworldwide rangebetween $160 billion

    and $1.2 trillion peryear that are notreflected in coal-firedelectricity prices

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    Fossil-based hydrogen future?

    Abundant Coal & abundant problems

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    Abundant Coal & abundant problems

    Coal is massivelyabundant in the world,

    but also enormouslyproblematic.

    In the US, more than264,000 acres ofcropland, 135,000

    acres of pasture, and128,000 acres of foresthave been lost.

    The potential cost forcleaning up US spoiledlands runs in the tens of

    billions of dollars.

    Still, coal companies areremoving entiremountaintops to exposethe coal below. The

    wastes are generally

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    S i d SUV D i i Di t

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    Super-sized SUVs Driving Disasters

    U.S. cars average 9.3 km per liters (22 mpg),Militar Hummer imitators

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    Source: Transportation Energy Data Book: No. 23, DOE/ORNL-6970, Oct. 2003; and EIA Annual

    USA Oil Consumption patterns

    Th d lk f ld l d il i 1881 1995

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    The random walk of world real crude-oil price, 18811995

    Eli i ti USA Oil d d

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    Perhaps the most rigorous...analysisof what it will take to wean us fromforeign oil was tasked by thePentagon and carried out byRocky

    Mountain Institute, a respected centerof hard-headed, market-basedresearch.

    [T]he book argues persuasively thatby 2035 we can be entirelyindependent of imported oil and thatit will cost less to displace all of theoil that the United States now usesthan it will cost to buy that oil.

    Robert C.McFarlane (NationalSecurity Advisor to President Reagan),

    Eliminating USA Oil dependency

    $70 billion per year netsavings and create a

    million net jobs in USA

    www.oilendgame.org/

    Amory Lovins

    Oil i & S b tit ti O ti

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    Accrue cost- & tax-free CO2

    @ $12/b

    @< $26/b

    actual projected

    Oil-saving & Substitution Options

    www.oilendgame.org/

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    $70 billion per year Net Savings

    www.oilendgame.org/

    Accelerated with Golden and Platinum Carrot Incentives

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    Winning the Oil Endgame www.oilendgame.org/

    High performance policies needed

    http://www.oilendgame.org/http://www.oilendgame.org/
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    High-performance policies needed

    Smart Growth & Less Sprawl

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    Smart Growth & Less Sprawl

    Collaborations: Alliance for a New Transportation Charter, Smart Growth America,Smart Growth Network, Funders Network for Smart Growth & Livable Communities,Smart Communities Network, Surface Transportation Policy Project, TDM Encyclopedi

    Green Buildings ecologically

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    Public library NorthCarolina

    Heinz

    Foundation

    OberlinCollege

    EcologyCenter Ohio

    g g y

    sustainable, economically superior,

    higher occupant satisfaction

    The Costsand Financial

    Benefits ofGreen

    Buildings, AReport to

    CaliforniasSustainable

    Building TaskForce, Oct.

    2003, byGreg Kats et

    al.$500 to $700per m2 netpresentvalue

    High-E Windows displacing

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    pipelinesIncidentally, full use of superwindows in the U.S. could save

    the equivalent of an Alaskanpipeline (2 million barrels of oilper day), as well as accrueover $10 billion per yearof

    savings on energy bills.

    .

    Dayl ight ing coul d displ ace 100

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    GWsLighting & AC to remove heatfrom lights consumes half of a

    commercial buildings electricity.Daylighting can provide up to100% of day-time lighting,eliminating massive amount of

    power plants and saving tens ofbillions of dollars in utility bills.

    Some daylight designs integratePV solar cells.

    Combined Heat & Power (CHP)

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    Other Mfg

    8%

    Comm'l/Inst

    11%

    Other

    Industrial

    6%

    Paper

    15%

    Chemicals

    33%

    Food

    8%

    Refining

    12%

    Metals

    5%

    Combined Heat & Power (CHP)

    81 GW capacity in 2004 8% of total US generation

    POTENTIAL

    ,000MWby2020

    alsallUShydro+nucle

    ar

    +billionnetsavings

    0milliontonsCO

    2

    cuts

    I t f P li d i

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    Importance of Policy drivers

    Since 1974, California electric use

    per capita has stayed flat at 7000kWh. Mainly through building andappliance standards and utilityconservation programs, savingbillions of dollars.

    But USA electric use has grown50%.

    If the USA had followed Calif. itwould use 1/3 less electricity,equivalent to 10 Arctic NationalWildlife Refuges, and be savingover $100 billion annually.

    senfeld, Commissioner, California Energy Commission, 2002, [email protected]

    Effi i th t d & i d

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    Efficiency -- thwarted & ignored

    Could satisfy half of all new global supply, but

    Energy Assessment, Energy and the Challenge of Sustainability, UNDP, 2000]

    Biodiversity friendly climate solutions

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    Solar & wind & perennial biomass appear most

    benign at large-scale over long term

    Biodiversity-friendly climate solutions

    Cli t f l b t

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    Climate-useful, but

    Biodiversity-Unfriendly

    CROPS FOR ENERGY

    Semi-efficient ambitious renewable scenario

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    Semi-efficient, ambitious renewable scenario

    Biofuels for US cars on no new land?

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    Biofuels for US cars on no new land?

    animalprotein

    feed

    animalprotein

    feed

    Cellulosehydrolyzed into

    30 billiongallons ethanol

    oilsoils

    TODAY & BUSINESS

    AS USUAL30 millionhectares soy

    NEXT DECADE &

    FUTURE30 million hectaresswitchgrass

    Switchgrass 1 to 3x protein

    productivity + 5 to 10 x masproductivity of soybeans

    Professor Lee Lynd, Big or Little Potatoes?Role ofBiomass in Americas Energy Future, Feb. 2004, http://

    Biodiversity friendly Bioenergy?

    http://thayer.dartmouth.edu/thayer/rbaef/http://thayer.dartmouth.edu/thayer/rbaef/http://thayer.dartmouth.edu/thayer/rbaef/http://thayer.dartmouth.edu/thayer/rbaef/
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    Biodiversity friendly Bioenergy?

    Perennial prairie grasses

    Growing Americas energy future?

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    Produce the firstbillion gallons at

    costs approachingthose of gasoline anddiesel.

    Establish thecapacity to producebiofuels at verycompetitive pumpprices equivalent torou hl 8 million

    Growing America s energy future?

    A 2004 assessment by the National Energy Commission

    concluded that a vigorous effort in the USA to developcellulosic biofuels between now and 2015 could:

    Nathaniel Greene et al., Growing Energy,

    Growing Americas energy future?

    http://www.bioproducts-bioenergy.gov/pdfs/NRDC-Growing-Energy-Final.3.pdfhttp://www.bioproducts-bioenergy.gov/pdfs/NRDC-Growing-Energy-Final.3.pdf
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    Rural American farmersproducing these fuelcrops would see $5billion of increasedprofits per year.

    Consumers would seefuture pump savings of

    $20 billion per year onfuel costs.

    Society would see CO2

    emissions reduced by 6.2

    billion tons per year,

    Growing America s energy future?

    Multiple benefits would accrue:

    Nathaniel Greene et al., Growing Energy, How Biofuels Can help end Americas oildependence,

    Fuel Efficiency Impact on USA Land

    http://www.bioproducts-bioenergy.gov/pdfs/NRDC-Growing-Energy-Final.3.pdf
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    Requirements for Biofuel Production

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    Of the practically exploitable U.S.wind resources of moderate orbetter quality, 95% are located in the sparsely populated 12 GreatPlains states, where the generation potential is three times total

    U.S.electricity generation at present. Wind Royal ties 2nd source of

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    $0 $50 $100 $150 $200 $250

    windpower farm

    non-wind farm

    US Farm Revenues per hectare

    govt. subsidy $0 $60

    windpower royalty $200 $0

    farm commodity revenues $50 $64

    windpower farm non-wind farm

    lear and Alternative Energy Supply Options for an Environmentally Constrained World, April 9, 2001,

    incomeCrop revenue Govt. subsidy

    Wind profits

    Federal electricity subsidies

    http://www.nci.org/
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    Federal subsidies to nuclear,

    photovoltaic, solar thermalelectric, and wind electricitytechnologies and to theindustries as a whole totaled:

    $200 billion between

    1947 and 1999 (in 2005dollars).

    Nuclear received 96%, whilesolar power received less

    than 3% and wind power lessthan 1%.

    Renewable Energy Policy Project, www.repp.org/

    Federal electricity subsidies

    0

    10

    20

    30

    40

    50

    60

    70

    80

    90

    100

    Wind

    power

    PV & Solar

    Thermal

    Electric

    Nuclear

    power

    %

    PV meeting US electricity - distributed

    http://www.repp.org/http://www.repp.org/
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    PV meeting US electricity distributed

    10% efficient commercial PV systems can supply allUS electricity (about 800 GW) from 2 millionhectares distributed throughout the 50 states.

    LarryKazmerski,Dispelling the 7Myths ofSolarElectricit

    y, 2001,NationalRenewable EnergyLab,www.nrel.gov

    Where PV systems stand in the USA

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    Photovoltaics arecost-effective at today's

    prices of about $6 to$7 per watt.

    Where PV systems stand in the USA

    Source: Christy Herig, Customer-Sited Photovoltaics Focusingon Markets that Really Shine, NREL,www.nrel.gov/research/pv/cust-sited.html

    Attributes of breakeven PV systems

    http://www.nrel.gov/research/pv/cust-sited.htmlhttp://www.nrel.gov/research/pv/cust-sited.html
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    Compensation for

    power at retail electricrates

    Tax credits

    Financing, leasing,and depreciation

    optionsNet-metering optionsand/or rate-basedincentives

    Building credits forarchitecturalapplications

    Willingness to pay forclean power and

    innovation PVs are cost-effective at $6 to $7

    Attributes of breakeven PV systems

    Economics of Commercial BIPV

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    Reference costs of facade-cladding mat

    Eiffert, P., Guidelines for the Economic Evaluation of Building-Integrated Photovoltaic Power Systems, InternationalEnergy Agency PVPS Task 7: Photovoltaic Power Systems in the Built Environment, Jan. 2003,

    Economics of Commercial BIPV

    Economics of Commercial BIPV

    http://www.nrel.gov/http://www.nrel.gov/
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    SunSlate Building-Integrated

    Photovoltaics (BIPV)

    +$11,0241.70

    2

    +$15,3731.89

    2

    NPV($) BCR

    PBP(yrs)

    Aluminum

    +$14,237

    2.14

    1

    +$18,5862.33

    1

    NPV($) BCR

    PBP(yrs)

    PolishedStone

    Shang

    hai

    Beijing

    Economic

    Measure

    Material

    Replaced

    Net Present Values, Benefit-Cost

    Ratios and Payback Periods forArchitectural BIPV (Thin Film,Wall-Mounted PV) in Beijing andShanghai (assuming a 15%Investment Tax Credit)

    Byrne et al,Economics of Building Integrated PV in China

    , July2001, Univ. of Delaware, Center for Energy and Environmental

    Economics of Commercial BIPV

    Electricity Potential from BIPV

    http://www.udel.edu/ceep/
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    Stefan Nowak, The IEA PVPS Programme into the second decade of International Co-operation

    Electricity Potential from BIPV

    Using LCD manufacturing techniques

    http://www.iea.org/
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    Solar PV electricity at 3 to 5 cents/kWh

    Marvin S. Keshner and Rajiv Arya, Study of Potential Reductions Resulting from Super-Large-ScaleManufacturing of PV Modules, National Renewable Energy Lab Report NREL/SR-520-36846, October

    Key to achieving competitive PV systems (i.e., $1 per Watt fullyinstalled) is to use a similar cluster production model used sosuccessfully in achieving breakthrough cost reductions andextraordinary productivity gains in Liquid Crystal Display (LCD)

    manufacturing. The result would make PV systems a highlycompetitive electricity choice.

    At the price of $1.00 per peak watt for a complete and installedsystem, the payback time in states like California is under 5years. Therefore, we expect the demand for solar energy systems

    to explode. With a 30 year lifetime, assuming 6% interest, a

    Using LCD manufacturing techniques

    12 mi ll ion hectar es of 10% ef f. PV systems

    http://www.nrel.gov/ncpv/thin_film/
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    coul d supply US total energy needs fuel s andel ectri ci ty

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    A concept called asolution space was usedas part of the citiesPLUSprocess to identify thepathway to reach each

    sustainability target.

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