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정책동향보고서

제목 글로벌) 청정 에너지 기술에 대한 향상된 학습이 글로벌 에너지 시스템 시나리오에 미치는 영향: 청정 에너지 기술 시나리오를 위한 에너지 시스템 모델링
국가 [글로벌]  출처 Publications Office of the European Union
산업구분 [바이오에너지]  [기타]  [에너지효율]  [스마트그리드]  [기타 신재생]  [수소연료전지]  [태양에너지]  [풍력에너지]  등록일 2025.03.28
이 보고서는 청정 에너지 기술의 기술 발전 향상이 글로벌 에너지 시스템 및 경제에 미치는 영향을 조사한 보고서이다.

또한, 이 보고서는 두 시나리오에 대한 각 기술 그룹 내의 기술 채택 패턴을 조사하여 비용, 용량 및 생산의 진화 차이를 강조한 보고서이다.
원문 제목 및 목차
제목 :
Impacts of enhanced learning for clean energy technologies on global energy system scenarios: Energy system modelling for clean energy technology scenarios
원문목차 :
Abstract ....................................................................................................................................................................................................................................................................... 5 

Foreword on the Clean Energy Technology Observatory ............................................................................................................................................. 6 

Acknowledgements .......................................................................................................................................................................................................................................... 7 

Executive Summary ......................................................................................................................................................................................................................................... 8 

Introduction ........................................................................................................................................................................................................................................................... 13 

1 Scenarios and Methodology......................................................................................................................................................................................................... 16 
 1.1 POLES-JRC model .................................................................................................................................................................................................................... 16 
 1.2 Base Case Scenarios ............................................................................................................................................................................................................. 16 
  1.2.1 Specifications and limitations .................................................................................................................................................................... 17 
  1.2.2 Global Emissions ..................................................................................................................................................................................................... 18 
  1.2.3 Energy supply and demand .......................................................................................................................................................................... 19 
   1.2.3.1 Primary energy supply ......................................................................................................................................................................... 19 
   1.2.3.2 Power generation...................................................................................................................................................................................... 19 
   1.2.3.3 Final energy demand ............................................................................................................................................................................ 21 
    1.2.3.3.1 Transport sector....................................................................................................................................................................... 21 
    1.2.3.3.2 Residential and services sector ................................................................................................................................. 22 
  1.2.4 Investments in clean energy technologies..................................................................................................................................... 23 
   1.2.4.1 Clean power generation ..................................................................................................................................................................... 24 
   1.2.4.2 Clean fuels and direct air capture (DAC) ............................................................................................................................ 25 
   1.2.4.3 Transport and buildings ...................................................................................................................................................................... 25 
 1.3 Methodological approach ................................................................................................................................................................................................. 27 
  1.3.1 Endogenous technology learning ............................................................................................................................................................ 27 
  1.3.1 Estimating R&I expenditures ....................................................................................................................................................................... 29 
  1.3.2 Enhanced learning variations ..................................................................................................................................................................... 29 

2 Analysis by technology group .................................................................................................................................................................................................... 32 
 2.1 Wind power technologies .................................................................................................................................................................................................. 32 
  2.1.1 Wind power generation .................................................................................................................................................................................... 32 
  2.1.2 Technology adoption pattern ...................................................................................................................................................................... 32 
  2.1.3 Impacts of enhanced learning rates .................................................................................................................................................... 35 
  2.1.4 Research and innovation expenditures ............................................................................................................................................. 35 
 2.2 Solar power technologies ................................................................................................................................................................................................. 39 
  2.2.1 Solar power generation .................................................................................................................................................................................... 39 
  2.2.2 Technology adoption pattern ...................................................................................................................................................................... 39 
  2.2.3 Impacts of enhanced learning rates .................................................................................................................................................... 41 
  2.2.4 Research and innovation expenditures ............................................................................................................................................. 42 
 2.3 Battery technologies ............................................................................................................................................................................................................. 44 
  2.3.1 Transport sector ...................................................................................................................................................................................................... 45 
   2.3.1.1 Technology adoption patterns ...................................................................................................................................................... 45 
   2.3.1.2 Impacts of enhanced learning rates ...................................................................................................................................... 48 
  2.3.2 Power storage ........................................................................................................................................................................................................... 49 
   2.3.2.1 Technology adoption patterns ...................................................................................................................................................... 49 
   2.3.2.2 Impacts of enhanced learning rates ...................................................................................................................................... 51 
 2.4 Hydrogen and fuel cell technologies ..................................................................................................................................................................... 52 
  2.4.1 Modelling of hydrogen and fuel cell technologies ................................................................................................................. 52 
  2.4.2 Hydrogen production ........................................................................................................................................................................................... 53 
   2.4.2.1 Technologies.................................................................................................................................................................................................. 53 
   2.4.2.2 Production cost and learning ......................................................................................................................................................... 54 
   2.4.2.3 Technology adoption patterns ...................................................................................................................................................... 54 
   2.4.2.4 Impacts of enhanced learning rates ...................................................................................................................................... 57 
  2.4.3 Hydrogen demand ................................................................................................................................................................................................. 59 
   2.4.3.1 Transport sector ......................................................................................................................................................................................... 60 
    2.4.3.1.1 Technology adoption pattern ...................................................................................................................................... 60 
    2.4.3.1.2 Impacts of enhanced learning rates .................................................................................................................... 61 
   2.4.3.2 Power sector .................................................................................................................................................................................................. 62 
    2.4.3.2.1 Technology adoption pattern ...................................................................................................................................... 62 
    2.4.3.2.2 Impacts of enhanced learning rates .................................................................................................................... 63 
 2.5 Carbon capture in power and hydrogen production ................................................................................................................................ 65 
  2.5.1 Power generation with CO2 capture ..................................................................................................................................................... 66 
   2.5.1.1 Power technologies ................................................................................................................................................................................. 66 
   2.5.1.2 Learning for CO2 capture technologies ................................................................................................................................ 66 
   2.5.1.3 Technology adoption pattern ........................................................................................................................................................ 68 
   2.5.1.4 Impacts of enhanced learning rates ...................................................................................................................................... 68 
  2.5.2 Hydrogen production with CO2 capture ............................................................................................................................................. 70 
   2.5.2.1 Technology adoption pattern ........................................................................................................................................................ 70 
   2.5.2.2 Impacts of enhanced learning rates ...................................................................................................................................... 71 
 2.6 Direct air capture and synfuels ................................................................................................................................................................................... 72 
  2.6.1 Direct air capture .................................................................................................................................................................................................... 72 
   2.6.1.1 Technology and modelling ............................................................................................................................................................... 72 
   2.6.1.2 Adoption patterns and learning .................................................................................................................................................. 74 
  2.6.2 Synfuels ........................................................................................................................................................................................................................... 75 
  2.6.3 Impacts of enhanced learning rates .................................................................................................................................................... 76 
 2.7 Bioenergy technologies ....................................................................................................................................................................................................... 78 
  2.7.1 Biofuels and biomethane ............................................................................................................................................................................... 78 
   2.7.1.1 Liquid biofuels ............................................................................................................................................................................................. 78 
    2.7.1.1.1 First generation, biogasoline (ethanol) .............................................................................................................. 79 
    2.7.1.1.2 First generation, biodiesel .............................................................................................................................................. 79 
    2.7.1.1.3 Second generation, biogasoline (ethanol)....................................................................................................... 80 
    2.7.1.1.4 Second generation, biodiesel ...................................................................................................................................... 80 
    2.7.1.1.5 Carbon capture for second generation biofuels ....................................................................................... 81 
   2.7.1.2 Biomethane .................................................................................................................................................................................................... 81 
   2.7.1.3 Technology adoption pattern ........................................................................................................................................................ 81 
   2.7.1.4 Impact of enhanced learning ........................................................................................................................................................ 84 
  2.7.2 Power generation based on biomass .................................................................................................................................................. 85 
   2.7.2.1 Technology adoption pattern ........................................................................................................................................................ 85 
   2.7.2.2 Impact of enhanced learning ........................................................................................................................................................ 86 
  2.7.3 Hydrogen production based on biomass ......................................................................................................................................... 87 
   2.7.3.1 Impact of enhanced learning ........................................................................................................................................................ 87 
 2.8 Heat pumps .................................................................................................................................................................................................................................... 89 
  2.8.1 Heating and cooling demand ...................................................................................................................................................................... 89 
  2.8.2 Impacts of enhanced learning rates .................................................................................................................................................... 92 
 2.9 Conclusions on the analysis of technology groups .................................................................................................................................. 94 

3 Overall impacts of enhanced technology learning ................................................................................................................................................ 95 
 3.1 Key indicators............................................................................................................................................................................................................................... 95 
  3.1.1 CO2 emissions ............................................................................................................................................................................................................ 95 
   3.1.1.1 Emission perimeters .............................................................................................................................................................................. 95 
   3.1.1.2 Cumulative CO2 emissions ............................................................................................................................................................... 97 
  3.1.2 Energy-related investment needs .......................................................................................................................................................... 97 
  3.1.3 Energy supply costs .......................................................................................................................................................................................... 100 
 3.2 Unpaired technology learning.................................................................................................................................................................................... 104 
  3.2.1 Impacts on CO2 emissions .......................................................................................................................................................................... 104 
  3.2.2 Impacts on investment needs ................................................................................................................................................................. 108 
  3.2.3 Impacts on energy supply costs............................................................................................................................................................ 111 
 3.3 Synergies in technology learning ........................................................................................................................................................................... 115 
  3.3.1 Renewable electrification learning strategies ......................................................................................................................... 115 
   3.3.1.1 2°C scenario learning variants .................................................................................................................................................. 115 
   3.3.1.2 Reference scenario learning variants ................................................................................................................................. 116 
  3.3.2 Carbon capture learning strategies ................................................................................................................................................... 119 
   3.3.2.1 2°C scenario learning variants .................................................................................................................................................. 119 
   3.3.2.2 Reference scenario learning variants ................................................................................................................................. 120 
  3.3.3 Comprehensive learning strategies ................................................................................................................................................... 123 
   3.3.3.1 2°C scenario learning variants .................................................................................................................................................. 123 
   3.3.3.2 Reference scenario learning variants ................................................................................................................................. 124 
 3.4 Sensitivity analysis .............................................................................................................................................................................................................. 127 
  3.4.1 Methodology and analysis .......................................................................................................................................................................... 127 
   3.4.1.1 Combinations and scenario variants ................................................................................................................................... 127 
   3.4.1.2 Graphical analysis ................................................................................................................................................................................. 128 
  3.4.2 CO2 emissions ......................................................................................................................................................................................................... 128 
   3.4.2.1 Cumulative energy-related CO2 emissions ................................................................................................................... 128 
   3.4.2.2 Cumulative CO2 emissions ............................................................................................................................................................ 132 
  3.4.3 Energy-related investment needs ....................................................................................................................................................... 135 
  3.4.4 Energy supply costs .......................................................................................................................................................................................... 138 
 3.5 Conclusions on the overall impacts of enhanced technology learning.............................................................................. 141 

4 Socio-economic analysis .............................................................................................................................................................................................................. 142 
 4.1 Modelling toolbox .................................................................................................................................................................................................................. 143 
  4.1.1 Modelling of learning effects in JRC-GEM-E3 ......................................................................................................................... 144 
 4.2 Macroeconomic impacts ................................................................................................................................................................................................. 144 
  4.2.1 Impacts on employment – electrification creates job opportunities ................................................................. 145 
  4.2.2 Impacts in the electricity sector – the role of floor costs ............................................................................................ 147 

5 Conclusions ............................................................................................................................................................................................................................................... 150 

References .......................................................................................................................................................................................................................................................... 153 

List of abbreviations and definitions ........................................................................................................................................................................................ 163 

List of figures .................................................................................................................................................................................................................................................. 166 

List of tables ..................................................................................................................................................................................................................................................... 171 

Annexes ................................................................................................................................................................................................................................................................. 172 
 Annex 1 Description of POLES-JRC......................................................................................................................................................................................... 173  
 Annex 2 JRC-GEM-E3 sectoral and regional aggregation................................................................................................................................. 179  
 Annex 3 Scenario details of technology groups ......................................................................................................................................................... 180  
  AN 3.1 Hydrogen and fuel cell technologies ..................................................................................................................................................... 180 
 Annex 4 Results sensitivity analysis for moderately enhanced learning ........................................................................................... 183 
  AN 4.1 Cumulative energy-related CO2 emissions...................................................................................................................................... 183 
  AN 4.2 Cumulative investments ................................................................................................................................................................................... 185 
  AN 4.3 Energy supply cost .................................................................................................................................................................................................. 187 
 Annex 5 Techno-economic parameters .............................................................................................................................................................................. 189 
  AN 5.1 Power technologies ................................................................................................................................................................................................ 191 
  AN 5.2 Hydrogen production technologies.......................................................................................................................................................... 208 
  AN 5.3 Fuels: Biofuels, biomethane and hydrogen based fuels..................................................................................................... 212 
  AN 5.4 Energy demand .......................................................................................................................................................................................................... 214 
   AN 5.4.1 Transport – Battery vehicles and fuel cells vehicles ......................................................................................................... 214 
   AN 5.4.2 Heat pump technologies............................................................................................................................................................................... 217 
  AN 5.5 Direct air capture (DAC) ..................................................................................................................................................................................... 218 
 Annex 6 Energy balances ................................................................................................................................................................................................................. 219 
  AN 6.1 Reference scenario - Energy balance ................................................................................................................................................... 219 
  AN 6.2 2°C Scenario - Energy balance ................................................................................................................................................................... 226
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