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BIEE European Conference 2018 Prosumage of solar electricity: batteries, heating and mobility Wolf-Peter Schill, Alexander Zerrahn, Michael Pahle Oxford, September 18, 2018

BIEE European Conference 2018 - DIW · 2020. 10. 19. · BIEE European Conference 2018. Prosumage of solar electricity: batteries, heating and mobility. Wolf-Peter Schill, Alexander

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  • BIEE European Conference 2018

    Prosumage of solar electricity: batteries, heating and mobility

    Wolf-Peter Schill, Alexander Zerrahn, Michael PahleOxford, September 18, 2018

  • Overview

    1. Introduction2. The model3. Input data4. Results5. (Preliminary) Conclusions and future research

    Schill, Zerrahn, Pahle, BIEE Conference 2018, Oxford, September 18Prosumage of solar electricity: batteries, heating and mobility2

  • Introduction

    Schill, Zerrahn, Pahle, BIEE Conference 2018, Oxford, September 18Prosumage of solar electricity: batteries, heating and mobility3

    Background: Our article in IAEE’s EEEP (2017)• Qualitative discussion of prosumage from an

    economic perspective

    • Quantitative illustration of selected system effects• Focusing on battery storage and

    different operational strategies

    • https://doi.org/10.5547/2160-5890.6.1.wsch• Updated version forthcoming as a book chapter in „Energy Transition – Financing

    consumer (co-)ownership in renewables“, Lowitzsch, J. (Edt.), Palgrave Macmillan

    Extension: prosumage and sector coupling [work in progress]• People may increase self-consumption also by electric heating or electric mobility

    • We look at electric storage heaters and battery-electric vehicles• Evaluation of system effects compared to batteries

    1

    https://doi.org/10.5547/2160-5890.6.1.wsch

  • PRO-SUM-AGE und prosumagers

    Schill, Zerrahn, Pahle, BIEE Conference 2018, Oxford, September 18Prosumage of solar electricity: batteries, heating and mobility4

    How we define PRO-SUM-AGE• PROduction of renewable electricity (PV) • ConSUMption of self-generated electricity• StorAGE to temporally align supply and demand

    Prosumagers• produce their own renewable (PV) electricity at

    times,

    • draw electricity from the grid at other times,• feed electricity to the grid at other times,

    • and make use of storage (stationary batteries, vehicle batteries, heat storage)

    Self-consumption vs self-generation

    1

    Source: own illustration

  • Incentives for prosumage in Germany

    Schill, Zerrahn, Pahle, BIEE Conference 2018, Oxford, September 18Prosumage of solar electricity: batteries, heating and mobility5

    Incentives for prosumage through FITs, LCOEs, and household tariffs• Volumetric grid charges and EEG surcharge – but not on self-generation• Strong decline of FIT compared to household tariff (“Socket parity“)We do not explicitly model this kind of incentive

    1

    Source: own illustration

  • Pros and cons of prosumage from an economic perspective

    Schill, Zerrahn, Pahle, BIEE Conference 2018, Oxford, September 18Prosumage of solar electricity: batteries, heating and mobility6

    Pros and cons depend on the perspective• Prosumagers and other consumers• Incumbent industry, new industry, service providers• Electricity system / system operators

    1

    Arguments in favor of prosumage

    • Consumer preferences• Lower/more stable electricity costs• Participation/acceptance of energy transformation• Activation of private capital• Distribution grid relief

    Arguments with ambiguous conclusions

    • Transmission grid relief• Flexibility• Driver for sector coupling• Energy efficiency vs. rebound effect• Local and macroeconomics benefits, increased competition• Political economy, path dependency, and policy coordination• Data protection and security

    Arguments against prosumage

    • Increasing system costs• Distributional impacts

    Further reading: EEEP article+ book chapter

  • A model-based analysis

    Schill, Zerrahn, Pahle, BIEE Conference 2018, Oxford, September 18Prosumage of solar electricity: batteries, heating and mobility7

    Analysis with an extended version of the DIETER model• Open-source electricity system model: www.diw.de/dieter• Minimization of yearly system costs for dispatch and investment, hourly resolution• Linear program, implemented in GAMS

    • Exogenous inputs: cost and capacity data, time series on load and renewables• Endogenous variables: costs, dispatch and investments

    Representation of prosumage• Some fraction of electric load and PV is assumed to engage in prosumage• Varying (exogenous) minimum self-consumption restrictions

    Options for increasing self-consumption• Stationary Li-ion batteries

    • Smart electric thermal storage (SETS)• Battery-electric vehicles (BEV)

    2

    http://www.diw.de/dieter

  • Model extension: electric heating and electric mobility

    Schill, Zerrahn, Pahle, BIEE Conference 2018, Oxford, September 18Prosumage of solar electricity: batteries, heating and mobility8

    2

    Smart electricthermal storage

    (SETS)

    Battery-electricvehicle

  • Assumptions on different prosumage options

    Schill, Zerrahn, Pahle, BIEE Conference 2018, Oxford, September 18Prosumage of solar electricity: batteries, heating and mobility9

    2

    Electricitysupply

    Additional electricitydemand

    Investmentcost

    Other assumptions

    Stationaryli-ion batteries

    Only self-generated

    No(only losses)

    65 €/kW300/kWh

    • E/P free• No connection to grid

    Smart electricthermal storage

    Only self-generated

    Yes 350 €/kW(=44 €/kWh)

    • E/P 8 hours• No connection to grid• Natural gas back-up assumed• Fluctuating heat demand profile

    (Horizon 2020 project)

    Battery-electricvehicles

    Self-generatedand fromgrid

    Yes -(one BEVper household)

    • 3.7 kW / 30 kWh• „Free lunch“• No V2G• Time-varying charging availability

    profile (based on empirical German data) available in 90% of hours

  • Input data

    Schill, Zerrahn, Pahle, BIEE Conference 2018, Oxford, September 18Prosumage of solar electricity: batteries, heating and mobility10

    Scenario for 2030 leaning on EU Reference Scenario• ~53% renewables in electricity consumption• 25% of PV capacity attributed

    to prosumage segment, such thatyearly PV generation = yearly load(w/o sector coupling)

    • ~3.5 million prosumage systemswith 4.6 kWp each

    • Baseline self-consumption ~40-50% • Endogenous investments in prosumage storage or SETS

    Further parameter assumptions• System-average PV and load profiles also for prosumers• No changes in generation portfolio

    • No change in size of PV systems

    3

    PV non-prosumage; 48.0

    PV prosumage; 16.0

    Wind offshore; 11.9

    Wind onshore; 55.3Bio; 6.9

    Other; 0.2

    Oil; 1.2

    OCGT; 13.5

    CCGT; 13.5

    Hard coal; 21.8

    Lignite; 14.9

    Run-of-river; 5.9 PHS; 6.5Installedcapacityin GW

  • Results:System costs, related to prosumager households

    Schill, Zerrahn, Pahle, BIEE Conference 2018, Oxford, September 18Prosumage of solar electricity: batteries, heating and mobility11

    4

    0

    1

    10

    100

    1000

    10000

    100000

    50% 60% 70% 80% 90% 100%

    Euro

    s per

    hou

    seho

    ld

    Self-consumption share

    Battery Battery + SETS Battery + SETS + BEV

    Battery only: system costs increase strongly beyond 70% (log scale)Much lower costs if SETS are used, even more so if BEV are availableWhat are the drivers?

  • Schill, Zerrahn, Pahle, BIEE Conference 2018, Oxford, September 18Prosumage of solar electricity: batteries, heating and mobility12

    4

    0

    1

    2

    3

    4

    5

    6

    7Ba

    tter

    y

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    50% 60% 70% 80% 90% 100%

    kW p

    er h

    ouse

    hold

    SETS

    Li-ion

    Results:Investments into storage (power) per prosumager household

    Moderate investments in storage power (4 kWp PV) …

  • Schill, Zerrahn, Pahle, BIEE Conference 2018, Oxford, September 18Prosumage of solar electricity: batteries, heating and mobility13

    4

    1

    10

    100

    1000

    10000

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    50% 60% 70% 80% 90% 100%

    kWh

    per h

    ouse

    hold

    SETS

    Li-ion

    Results:Investments into storage (energy) per prosumager household

    …but extreme investments into battery energy beyond 70%, “long-term storage” 80-100%: much lower investments required if SETS (and BEV) are available Drivers: differences in investment costs, flexibility, and electricity demand

  • Schill, Zerrahn, Pahle, BIEE Conference 2018, Oxford, September 18Prosumage of solar electricity: batteries, heating and mobility14

    4 Results:Hourly storage charging level of stationary batteries (100% cases)

    Batteries only: seasonal smoothing of variable PV and load profiles

    If BEV are available: much more plausible short-term balancing

    30%

    40%

    50%

    60%

    70%

    80%

    90%

    100%

    110%1

    232

    463

    694

    925

    1156

    1387

    1618

    1849

    2080

    2311

    2542

    2773

    3004

    3235

    3466

    3697

    3928

    4159

    4390

    4621

    4852

    5083

    5314

    5545

    5776

    6007

    6238

    6469

    6700

    6931

    7162

    7393

    7624

    7855

    8086

    8317

    8548

    Battery + SETS + BEV Battery + SETS Battery

  • Schill, Zerrahn, Pahle, BIEE Conference 2018, Oxford, September 18Prosumage of solar electricity: batteries, heating and mobility15

    4

    0%

    20%

    40%

    60%

    80%

    100%

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    50% 60% 70% 80% 90% 100%

    BEV

    SETS

    Li-ion

    Direct

    To grid

    Results:Shares of prosumagers‘ PV generation used for different options

    Hardly any battery use if other options are available (except 100%)

    BEV crowd out SETS

  • Sensitivity: 50% smaller PV installationsSystem costs, related to prosumager households

    Schill, Zerrahn, Pahle, BIEE Conference 2018, Oxford, September 18Prosumage of solar electricity: batteries, heating and mobility16

    4

    Higher “natural” self-consumption, much lower cost increases

    Smaller benefits of SETS and BEV

    1

    10

    100

    1000

    10000

    50% 60% 70% 80% 90% 100%

    Euro

    per

    hou

    seho

    ld

    Self-consumption share

    Battery Battery + SETS Battery + SETS + BEV

  • Schill, Zerrahn, Pahle, BIEE Conference 2018, Oxford, September 18Prosumage of solar electricity: batteries, heating and mobility17

    4 Sensitivity: 50% smaller PV installationsInvestments into storage (energy) per prosumager household

    Much lower energy storage capacity required

    1

    10

    100

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    50% 60% 70% 80% 90% 100%

    kWh

    per h

    ouse

    hold

    SETS

    Li-ion

  • Schill, Zerrahn, Pahle, BIEE Conference 2018, Oxford, September 18Prosumage of solar electricity: batteries, heating and mobility18

    4 Sensitivity: 50% smaller PV installationsShares of prosumagers‘ PV generation used for different options

    Larger role for direct use of PV electricity

    Less use of batteries and SETS

    0%

    20%

    40%

    60%

    80%

    100%

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    Batt

    ery

    Batt

    ery

    + SE

    TS

    Batt

    ery

    + SE

    TS +

    BEV

    50% 60% 70% 80% 90% 100%

    BEV

    SETS

    Li-ion

    Direct

    To grid

  • Conclusions

    Schill, Zerrahn, Pahle, BIEE Conference 2018, Oxford, September 18Prosumage of solar electricity: batteries, heating and mobility19

    Prosumage: a growing niche• Growth depends on consumer attitudes, technology cost and regulatory framework• Here: no assessment if prosumage is desirable or not

    Potential role of electric heating and electric mobility• Batteries can increase self-consumption shares only to some extent

    • SETS and BEV facilitate higher (cheaper) self-consumption shares• Despite restrictions related to time profiles of heating and mobility demand

    (Preliminary) conclusions• If households aim to achive higher self-consumption, increased sector coupling is

    likely (and desirable)

    • Policy / regulation: avoid distortions at sector borders

    5

  • Future research

    Schill, Zerrahn, Pahle, BIEE Conference 2018, Oxford, September 18Prosumage of solar electricity: batteries, heating and mobility20

    Future research• Exploration of different BEV profiles• Other sector coupling options: hybrid / direct electric heating• Further investigation of alternative PV sizing

    • Impacts on overall generation portfolio, RES shares, and CO2 emissions• Explicit consideration of regulatory environment• Prosumage may help to unlock demand-side flexibility potentials only „own“ electricity and no aggregator involved

    • Complementary research: desirable amount of various sector coupling strategies in long-term decarbonization scenarios

    5

  • Thank you for listening

    DIW Berlin — Deutsches Institutfür Wirtschaftsforschung e.V.Mohrenstraße 58, 10117 Berlinwww.diw.de

    ContactWolf-Peter [email protected]

  • Backup: distribution grid relief

    Sour

    ce: o

    wn

    illus

    trat

    ion

    22

  • Backup: hourly heat demand profiles

    Schill, Zerrahn, Pahle, BIEE Conference 2018, Oxford, September 18Prosumage of solar electricity: batteries, heating and mobility23

    • Taken from European Horizon 2020 research project RealValue• Derived from dynamic simulations with RWTH building model• 12 building archetypes; here we pick one-family houses with medium energy demand

    0

    0.01

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    kWh

    per s

    quar

    e m

    eter

    Hours

    BIEE European Conference 2018OverviewIntroductionPRO-SUM-AGE und prosumagersIncentives for prosumage in GermanyPros and cons of prosumage from an economic perspectiveA model-based analysisModel extension: electric heating and electric mobilityAssumptions on different prosumage optionsInput dataResults:�System costs, related to prosumager householdsResults:�Investments into storage (power) per prosumager householdResults:�Investments into storage (energy) per prosumager householdResults:�Hourly storage charging level of stationary batteries (100% cases)Results:�Shares of prosumagers‘ PV generation used for different optionsSensitivity: 50% smaller PV installations�System costs, related to prosumager householdsSensitivity: 50% smaller PV installations�Investments into storage (energy) per prosumager householdSensitivity: 50% smaller PV installations�Shares of prosumagers‘ PV generation used for different optionsConclusionsFuture researchSlide Number 21Backup: distribution grid reliefBackup: hourly heat demand profiles