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District heating vs Heat pumps when
reducing CO2 emissions in Sweden
Anna Krook Riekkola and Linda Wårell
Luleå Tekniska Universitet (LTU)
Outline
1) Background - Aim
2) Scenarios defined
3) Model used
4) Results
5) Conclusions
2
Background: Swedish Energy System
Final Energy Consumption in 2013 (TWh)
Source: Statistics Sweden/Swedish Energy Agency
Industry RSD&COM Transports Other
0
20
40
60
80
100
120
140
160
Coal
Oil
Natural gas
Others
Electricity
District heating
Biomass
3
Background: Swedish Energy System
Net elc & DH production by source in 2013 (TWh)
Source: Statistics Sweden/Swedish Energy agency
ELC DH
-20
0
20
40
60
80
100
120
140
160
Coal
Oil
Natural gas
Other
Electricity
Waste heat
Biomass
Nuclear
Wind
Hydro
Net electricity imp
4
Building Regulations (BFS 2014:3 BBR 21
-> Less insulation is needed (cheaper to build) if choosing heat-pumps
compared with DH -> Unfair competition
District heating companies are getting stressed.
Nevertheless:
Above definition could still be reasonable IF heat-pumps were identified
to have overall benefits compared with other heating technologies, e.g.
meet environmental targets to a lower cost.
5
I II III
with electrical heating systems 95 75 55
with non-electrical heating systems 130 110 90
Energy performance in new buildings, measured in to the dwelling
delivered energy (kWh per m2 Atemp and year).
Aim
Identify potential long-term impacts of district heating in meeting
overall energy goals.
A Competitive, Sustainable and Secure energy system as defined
in the Lisbon Treaty in 2007.
Competitiveness: System cost and marginal cost of electricity
Sustainable: Climate and resource efficiency
Energy Security: Energy infrastructure (electric grids and district
heating grids)
6
Scenarios Defined
? Which scenario should we evaluate against?
► Define the Alternative scenario as a counterplan to the
system with DH (applying Churchman,1968, p.173)
DH Scenario: Business as usual (thus with DH)
- Present environmental and energy policies
- Carbon price in line with IEA’s 2 degree target.
- The energy balance for previous years are calibrated based
on national energy statistics.
No-DH Scenario: Like DH Scenario except from
- DH removed from the current energy system in year 2005.
- City gas grids are in this scenario allowed to expand.
7
Model Used: TIMES-Sweden an Energy System
Optimization Model of the Swedish Energy System
8
EXPORT
Electricity
Heat
Commercial
Residential
Industry
D
E
M
A
N
D
U
S
E
F
U
L
E
N
E
R
G
Y
P
R
I
M
A
R
Y
S
U
P
P
L
Y
Transport
Agriculture
Policy Instruments Emissions
IMPORT
Electri-
city &
Heat
International
Markets
TIMES-Sweden
• Based on the TIMES platform (The Integrated MARKAL- EFOM System):
TIMES-Sweden was initially developed as a part of the Pan European TIMES model
(PET model), within two EU funded projects (NEEDS and RES2020). In the model each
country is represented as one model, and all the country models are then hard-
linked into one big model. There are several European models still being used, e.g.
the JRC-EU-TIMES model (JET model) documented by Simoes et al. (2013).
• The national models share the same:
– RES-structure (Reference Energy System) and naming convention
– Techno-economic data-base
– Approaches/Methods to estimate underlying assumptions such as: Base-year
calibration, demand projections, potential of biomass, emission-factors etc.
• TIMES-Sweden has been further developed to better represent Swedish conditions:
– Emissions-factors/Ancillary benefits (Krook-Riekkola et al. 2011),
– Iron- and steel industry (2012)
– District heating (Krook-Riekkola & Söderholm, 2013) and (Pädam et al., 2013)
– Demand through soft-linking with EMEC (Krook-Riekkola et al. 2013a, 2013b)
– Space heating and hot water (cooperation with The Swedish National Board of
Housing, Building and Planning, 2015)
– Biomass (2015: Funded by Fjärrsyn)
– Transportation (2015/2016: Funded by Swedish Energy Agency)
TIMES-Sweden is further described in Chapter 5 in Krook-Riekkola (2015)
Model implications
‘Poles apart’ scenarios needs different simplifications 
Reconsidered boundaries & technology description
DH Scenario:
• Capture local DH conditions: 6 DH-networks
• Separate end-use-DH technologies: grid-connection
(new connection) and heat-exchanger (all dwellings)
• Investments grid cost for x increase of DH demand.
• Uses local sources -> Qualitative analysis
• (Building regulations -> Heat demand in dwellings will
differ – electric/non-electric. Difficult to include –>
assumed demand is similar)
No-DH Scenario:
• Remove boundary on city-gas grid expansion
• Result comparison from 2020 and beyond
10
Quantitative Results from
TIMES-Sweden
11
Green electricity scheme:
( RES-e) > (x*electricity demand in RSD&COM sectors)
Oil prices from IEA (2011) -> high prices
Energy for space heating and
domestic hot water – Final energy
12
0
50
100
150
200
250
300
350
2020 2030 2040 2050 2020 2030 2040 2050
With DH (2D) No DH (2D)
1Elec-Only 2Elec-HP 3Biomass 5Natural gas 6Oil 7District heating 8Solar
(TWh)
97
83
69
56
42
28
14
0
(PJ)
13
-20
0
20
40
60
80
100
120
140
160
180
2020 2030 2040 2050 2020 2030 2040 2050
With DH (2D) No DH (2D)
0.Net Export 1.Hydro 2.Nuclear 3.Coal
3.Oil 4.Natural gas 5.Derived gases 5.Peat
5.Waste 6.Biomassa 7.Wind
Electricity generation mix (TWh)
Difference (No-DH - DH):
+4 TWh in elc generated
- 8 TWh elc net export
CO2 neutral
power
production
14
2013
Bio oil, black liquer, etc Biomass Wood proccessing residues
Peat Coal Oil
Natural gas Fossil other Waste
Electric Boilers Heat Pumps Internal electricity
Flue-gas condensation Industrial waste heat
2004
Bio oil, black liquer, etc
Biomass
Wood proccessing
residues
Peat
Coal
Oil
Natural gas
Fossil other
Waste
Electric Boilers
Heat Pumps
Internal electricity
2013 2030
Energy mix for district heating
2004 and 2013 (statistics/Svensk Fjärrvärme)
2030 (results form TIMES-Sweden)
Biomass use by sector (PJ)
15
Year: 2020 2020 2030 2030 2040 2040
Scenario:
Sector use:
DH No-DH DH No-DH DH No-DH
Agriculture 19 19 19 19 19 19
Electricity and DH 112 0.6 118 0.1 143 0.0
Industry 4 29 4 30 4 44
Residential and
Commercial
37 104 49 67 63 84
Transports 143 146 211 202 223 216
Total:
Source:
314 298 402 317 453 363
Biomass from
forestry or crops 363 350 507 414 569 474
Resource eff: 87% 85% 79% 77% 80% 77%
Biomass by source (PJ)
16
Year: 2020 2020 2030 2030 2040 2040
Scenario:
Source:
DH No-DH DH No-DH DH No-DH
Biogas 5 5 5 5 5 5
Biofuel 17 17 17 17 17 17
Crop 68 62 115 115 117 114
IPP 55 55 55 55 55 55
Forestry waste and
by-products 112 25 118 25 141 39
Wood processing
residues 177 255 267 267 305 312
Total: 433 419 576 483 639 542
Annual CO2 emissions (Mton)
Two scenarios: With and without DH
Statistics from the Swedish Energy System
Modeling results form TIMES-Sweden
17
Year 2012 2020 2020 2030 2030 2040 2040
Scenario
Statistics
*
With DH No DH With DH No DH With DH No DH
ETS
Elc & Heat 5.4 3.2 1.3 2.3 1.1 2.1 1.2
Industry 10.0 9.0 9.1 8.6 9.5 9.1 9.4
Total 15.4 12.2 10.4 10.9 10.7 11.2 10.6
non-ETS
Industry 5.6 6.9 6.3 8.6 7.9 11.6 9.3
Transports 18.8 12.5 12.2 6.7 7.5 5.7 6.2
Residential,
Service, etc.
3.2 1.7 4.1 1.6 4.4 1.7 4.5
Total 27.6 21.0 22.6 17.0 19.8 19.1 20.0
TOTAL (conversion) 44.6 33.2 33.0 27.8 30.5 30.2 30.7
Net difference in CO2 emissions from
fuels with a climate impact also when
not used within the energy system.
2.9 3.0 2.4
TOTAL (net) 33.2 35.9 27.8 33.5 30.2 33.1
Annual system costs in billion Euro(2005)
Two scenarios: With and without DH
Modeling results form TIMES-Sweden
18
Year: 2020 2020 2030 2030 2040 2040
Scenario: DH No-DH DH No-DH DH No-DH
Activity costs 1.8 1.6 2.5 2.1 2.6 2.2
Fixed operating and
maintenance costs
21.3 20.0 21.8 21.8 22.8 22.8
Flow costs (incl.
import/export)
15.5 16.5 15.8 16.5 16.7 17.8
Investment costs 151 153 162 164 170 172
Annual taxes/subsidies
(incl EU ETS permits)
7.4 8.2 6.3 7.6 6.8 7.8
Total (incl taxes/subs) 197 199 208 212 219 223
Total (excl taxes/subs) 190 191 202 204 212 215
Some conclusions
CO2
• With district heating (DH), Swedish CO2 emissions can be
reduced without increased power production
• Even if the power sector is decarbonized, a system with a
large share of HP for space heating is identified to have higher
CO2 emission compared with a system with district heating.
BIOMASS
• Scenarios with DH uses significant more biomass, however the
difference is mainly in forestry waste and forestry by-products
that have few alternative uses.
• The production of biofuels is higher with DH, when seen more
cost-efficient if co-generated with DH.
-> HP in dwellings has no superior benefits in decreasing CO2
emissions compared with DH, even if the power sector is
decarbonized.
19
Thanks for the attention
QUESTIONS?
References
• Churchman, C.W. (1968). The Systems Approach. Dell Publishing Co, rev 1979 ed.
• Krook-Riekkola, A., Ahlgren E.O., and Söderholm P. (2011). Ancillary Benefits of Climate Policy in a Small
Open Economy: The Case of Sweden. Energy Policy, vol. 39 no. 9 p. 4985–4998.
• Krook-Riekkola, A. & Söderholm, P. (2013). Fjärrvärmen och de långsiktiga klimatmålen: En analys av
olika styrmedel och styrmedelskombinationer. “Fjärrsyn Rapport”; No. 2003:10.
• Krook-Riekkola, A., Berg, C., Ahlgren, E. & Söderholm, P. (2013a). Challenges in top-down and bottom-
up soft linking: the case of EMEC and TIMES-Sweden. Conference paper, International Energy Workshop
(IEW), Paris 2013.
• Krook-Riekkola, A., Berg, C., Ahlgren, E. O. & Söderholm, P. (2013b). Challenges in Soft-Linking: The Case
of EMEC and TIMES-Sweden. Konjunkturinstitutet. Working Papers; No. 133.
• Krook-Riekkola (2015). National Energy System Modelling for Supporting Energy and Climate Policy
Decision-making: The Case of Sweden. PhD Thesis, Department of Energy and Environment, Chalmers
University of Technology, Sweden.
• Loulou, R. Remne, U., Kanudia, A. Lehtila, A, Goldstein, G, (2005a). Documentation for the TIMES Model,
Part I. Available at: http://www.iea-etsap.org/web/Docs/TIMESDoc-Intro.pdf
• Loulou, R., Lehtila, A., Kanudia, A., Remne, U. and Goldstein, G. (2005b). Documentation for the TIMES
Model, Part II. Available at: http://www.iea-etsap.org/web/Docs/TIMESDoc-Details.pdf
• Pädam, S., Larsson, O., Wigren, A., Wårell, L. & Krook-Riekkola, A.(2013). Samhällsekonomisk analys av
fjärrvärme: Fjärrvärmens samhällsekonomiska nytta i energisystemet idag och i framtiden. “Fjärrsyn
Rapport”; No. 2013:5.
• Simoes, S., Nijs, W., Ruiz, P., Sgobbi, A. Radu, D. Bolat, P., Thiel, C. and Peteves, S. (2013). The JRC-EU-
TIMES model – Assessing the long-term role of the SET Plan Energy technologies. JRC scientific and policy
reports. JRC85804, EUR 26292 EN. ISBN 978-92-79-34506-7. Available at:
http://publications.jrc.ec.europa.eu/repository/handle/JRC85804
• Tosato, G. (2009). Getting Started with Problem – Defining and Describing the Area of Study. Appendix A
in Getting started with TIMES-VEDA, Version 2.7, by Maurizio Gargiulo. Available at: http://www.iea-
etsap.org/web/Documentation.asp
21

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District heating vs Heat-pumps in meeting ambitious climate targets for Sweden

  • 1. District heating vs Heat pumps when reducing CO2 emissions in Sweden Anna Krook Riekkola and Linda Wårell Luleå Tekniska Universitet (LTU)
  • 2. Outline 1) Background - Aim 2) Scenarios defined 3) Model used 4) Results 5) Conclusions 2
  • 3. Background: Swedish Energy System Final Energy Consumption in 2013 (TWh) Source: Statistics Sweden/Swedish Energy Agency Industry RSD&COM Transports Other 0 20 40 60 80 100 120 140 160 Coal Oil Natural gas Others Electricity District heating Biomass 3
  • 4. Background: Swedish Energy System Net elc & DH production by source in 2013 (TWh) Source: Statistics Sweden/Swedish Energy agency ELC DH -20 0 20 40 60 80 100 120 140 160 Coal Oil Natural gas Other Electricity Waste heat Biomass Nuclear Wind Hydro Net electricity imp 4
  • 5. Building Regulations (BFS 2014:3 BBR 21 -> Less insulation is needed (cheaper to build) if choosing heat-pumps compared with DH -> Unfair competition District heating companies are getting stressed. Nevertheless: Above definition could still be reasonable IF heat-pumps were identified to have overall benefits compared with other heating technologies, e.g. meet environmental targets to a lower cost. 5 I II III with electrical heating systems 95 75 55 with non-electrical heating systems 130 110 90 Energy performance in new buildings, measured in to the dwelling delivered energy (kWh per m2 Atemp and year).
  • 6. Aim Identify potential long-term impacts of district heating in meeting overall energy goals. A Competitive, Sustainable and Secure energy system as defined in the Lisbon Treaty in 2007. Competitiveness: System cost and marginal cost of electricity Sustainable: Climate and resource efficiency Energy Security: Energy infrastructure (electric grids and district heating grids) 6
  • 7. Scenarios Defined ? Which scenario should we evaluate against? ► Define the Alternative scenario as a counterplan to the system with DH (applying Churchman,1968, p.173) DH Scenario: Business as usual (thus with DH) - Present environmental and energy policies - Carbon price in line with IEA’s 2 degree target. - The energy balance for previous years are calibrated based on national energy statistics. No-DH Scenario: Like DH Scenario except from - DH removed from the current energy system in year 2005. - City gas grids are in this scenario allowed to expand. 7
  • 8. Model Used: TIMES-Sweden an Energy System Optimization Model of the Swedish Energy System 8 EXPORT Electricity Heat Commercial Residential Industry D E M A N D U S E F U L E N E R G Y P R I M A R Y S U P P L Y Transport Agriculture Policy Instruments Emissions IMPORT Electri- city & Heat International Markets
  • 9. TIMES-Sweden • Based on the TIMES platform (The Integrated MARKAL- EFOM System): TIMES-Sweden was initially developed as a part of the Pan European TIMES model (PET model), within two EU funded projects (NEEDS and RES2020). In the model each country is represented as one model, and all the country models are then hard- linked into one big model. There are several European models still being used, e.g. the JRC-EU-TIMES model (JET model) documented by Simoes et al. (2013). • The national models share the same: – RES-structure (Reference Energy System) and naming convention – Techno-economic data-base – Approaches/Methods to estimate underlying assumptions such as: Base-year calibration, demand projections, potential of biomass, emission-factors etc. • TIMES-Sweden has been further developed to better represent Swedish conditions: – Emissions-factors/Ancillary benefits (Krook-Riekkola et al. 2011), – Iron- and steel industry (2012) – District heating (Krook-Riekkola & Söderholm, 2013) and (Pädam et al., 2013) – Demand through soft-linking with EMEC (Krook-Riekkola et al. 2013a, 2013b) – Space heating and hot water (cooperation with The Swedish National Board of Housing, Building and Planning, 2015) – Biomass (2015: Funded by Fjärrsyn) – Transportation (2015/2016: Funded by Swedish Energy Agency) TIMES-Sweden is further described in Chapter 5 in Krook-Riekkola (2015)
  • 10. Model implications ‘Poles apart’ scenarios needs different simplifications  Reconsidered boundaries & technology description DH Scenario: • Capture local DH conditions: 6 DH-networks • Separate end-use-DH technologies: grid-connection (new connection) and heat-exchanger (all dwellings) • Investments grid cost for x increase of DH demand. • Uses local sources -> Qualitative analysis • (Building regulations -> Heat demand in dwellings will differ – electric/non-electric. Difficult to include –> assumed demand is similar) No-DH Scenario: • Remove boundary on city-gas grid expansion • Result comparison from 2020 and beyond 10
  • 11. Quantitative Results from TIMES-Sweden 11 Green electricity scheme: ( RES-e) > (x*electricity demand in RSD&COM sectors) Oil prices from IEA (2011) -> high prices
  • 12. Energy for space heating and domestic hot water – Final energy 12 0 50 100 150 200 250 300 350 2020 2030 2040 2050 2020 2030 2040 2050 With DH (2D) No DH (2D) 1Elec-Only 2Elec-HP 3Biomass 5Natural gas 6Oil 7District heating 8Solar (TWh) 97 83 69 56 42 28 14 0 (PJ)
  • 13. 13 -20 0 20 40 60 80 100 120 140 160 180 2020 2030 2040 2050 2020 2030 2040 2050 With DH (2D) No DH (2D) 0.Net Export 1.Hydro 2.Nuclear 3.Coal 3.Oil 4.Natural gas 5.Derived gases 5.Peat 5.Waste 6.Biomassa 7.Wind Electricity generation mix (TWh) Difference (No-DH - DH): +4 TWh in elc generated - 8 TWh elc net export CO2 neutral power production
  • 14. 14 2013 Bio oil, black liquer, etc Biomass Wood proccessing residues Peat Coal Oil Natural gas Fossil other Waste Electric Boilers Heat Pumps Internal electricity Flue-gas condensation Industrial waste heat 2004 Bio oil, black liquer, etc Biomass Wood proccessing residues Peat Coal Oil Natural gas Fossil other Waste Electric Boilers Heat Pumps Internal electricity 2013 2030 Energy mix for district heating 2004 and 2013 (statistics/Svensk Fjärrvärme) 2030 (results form TIMES-Sweden)
  • 15. Biomass use by sector (PJ) 15 Year: 2020 2020 2030 2030 2040 2040 Scenario: Sector use: DH No-DH DH No-DH DH No-DH Agriculture 19 19 19 19 19 19 Electricity and DH 112 0.6 118 0.1 143 0.0 Industry 4 29 4 30 4 44 Residential and Commercial 37 104 49 67 63 84 Transports 143 146 211 202 223 216 Total: Source: 314 298 402 317 453 363 Biomass from forestry or crops 363 350 507 414 569 474 Resource eff: 87% 85% 79% 77% 80% 77%
  • 16. Biomass by source (PJ) 16 Year: 2020 2020 2030 2030 2040 2040 Scenario: Source: DH No-DH DH No-DH DH No-DH Biogas 5 5 5 5 5 5 Biofuel 17 17 17 17 17 17 Crop 68 62 115 115 117 114 IPP 55 55 55 55 55 55 Forestry waste and by-products 112 25 118 25 141 39 Wood processing residues 177 255 267 267 305 312 Total: 433 419 576 483 639 542
  • 17. Annual CO2 emissions (Mton) Two scenarios: With and without DH Statistics from the Swedish Energy System Modeling results form TIMES-Sweden 17 Year 2012 2020 2020 2030 2030 2040 2040 Scenario Statistics * With DH No DH With DH No DH With DH No DH ETS Elc & Heat 5.4 3.2 1.3 2.3 1.1 2.1 1.2 Industry 10.0 9.0 9.1 8.6 9.5 9.1 9.4 Total 15.4 12.2 10.4 10.9 10.7 11.2 10.6 non-ETS Industry 5.6 6.9 6.3 8.6 7.9 11.6 9.3 Transports 18.8 12.5 12.2 6.7 7.5 5.7 6.2 Residential, Service, etc. 3.2 1.7 4.1 1.6 4.4 1.7 4.5 Total 27.6 21.0 22.6 17.0 19.8 19.1 20.0 TOTAL (conversion) 44.6 33.2 33.0 27.8 30.5 30.2 30.7 Net difference in CO2 emissions from fuels with a climate impact also when not used within the energy system. 2.9 3.0 2.4 TOTAL (net) 33.2 35.9 27.8 33.5 30.2 33.1
  • 18. Annual system costs in billion Euro(2005) Two scenarios: With and without DH Modeling results form TIMES-Sweden 18 Year: 2020 2020 2030 2030 2040 2040 Scenario: DH No-DH DH No-DH DH No-DH Activity costs 1.8 1.6 2.5 2.1 2.6 2.2 Fixed operating and maintenance costs 21.3 20.0 21.8 21.8 22.8 22.8 Flow costs (incl. import/export) 15.5 16.5 15.8 16.5 16.7 17.8 Investment costs 151 153 162 164 170 172 Annual taxes/subsidies (incl EU ETS permits) 7.4 8.2 6.3 7.6 6.8 7.8 Total (incl taxes/subs) 197 199 208 212 219 223 Total (excl taxes/subs) 190 191 202 204 212 215
  • 19. Some conclusions CO2 • With district heating (DH), Swedish CO2 emissions can be reduced without increased power production • Even if the power sector is decarbonized, a system with a large share of HP for space heating is identified to have higher CO2 emission compared with a system with district heating. BIOMASS • Scenarios with DH uses significant more biomass, however the difference is mainly in forestry waste and forestry by-products that have few alternative uses. • The production of biofuels is higher with DH, when seen more cost-efficient if co-generated with DH. -> HP in dwellings has no superior benefits in decreasing CO2 emissions compared with DH, even if the power sector is decarbonized. 19
  • 20. Thanks for the attention QUESTIONS?
  • 21. References • Churchman, C.W. (1968). The Systems Approach. Dell Publishing Co, rev 1979 ed. • Krook-Riekkola, A., Ahlgren E.O., and Söderholm P. (2011). Ancillary Benefits of Climate Policy in a Small Open Economy: The Case of Sweden. Energy Policy, vol. 39 no. 9 p. 4985–4998. • Krook-Riekkola, A. & Söderholm, P. (2013). Fjärrvärmen och de långsiktiga klimatmålen: En analys av olika styrmedel och styrmedelskombinationer. “Fjärrsyn Rapport”; No. 2003:10. • Krook-Riekkola, A., Berg, C., Ahlgren, E. & Söderholm, P. (2013a). Challenges in top-down and bottom- up soft linking: the case of EMEC and TIMES-Sweden. Conference paper, International Energy Workshop (IEW), Paris 2013. • Krook-Riekkola, A., Berg, C., Ahlgren, E. O. & Söderholm, P. (2013b). Challenges in Soft-Linking: The Case of EMEC and TIMES-Sweden. Konjunkturinstitutet. Working Papers; No. 133. • Krook-Riekkola (2015). National Energy System Modelling for Supporting Energy and Climate Policy Decision-making: The Case of Sweden. PhD Thesis, Department of Energy and Environment, Chalmers University of Technology, Sweden. • Loulou, R. Remne, U., Kanudia, A. Lehtila, A, Goldstein, G, (2005a). Documentation for the TIMES Model, Part I. Available at: http://www.iea-etsap.org/web/Docs/TIMESDoc-Intro.pdf • Loulou, R., Lehtila, A., Kanudia, A., Remne, U. and Goldstein, G. (2005b). Documentation for the TIMES Model, Part II. Available at: http://www.iea-etsap.org/web/Docs/TIMESDoc-Details.pdf • Pädam, S., Larsson, O., Wigren, A., Wårell, L. & Krook-Riekkola, A.(2013). Samhällsekonomisk analys av fjärrvärme: Fjärrvärmens samhällsekonomiska nytta i energisystemet idag och i framtiden. “Fjärrsyn Rapport”; No. 2013:5. • Simoes, S., Nijs, W., Ruiz, P., Sgobbi, A. Radu, D. Bolat, P., Thiel, C. and Peteves, S. (2013). The JRC-EU- TIMES model – Assessing the long-term role of the SET Plan Energy technologies. JRC scientific and policy reports. JRC85804, EUR 26292 EN. ISBN 978-92-79-34506-7. Available at: http://publications.jrc.ec.europa.eu/repository/handle/JRC85804 • Tosato, G. (2009). Getting Started with Problem – Defining and Describing the Area of Study. Appendix A in Getting started with TIMES-VEDA, Version 2.7, by Maurizio Gargiulo. Available at: http://www.iea- etsap.org/web/Documentation.asp 21