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Reasons for optimism: ‘Grid Parity’ for renewable energy sources 
Chris Goodall 
www.carboncommentary.com 
Chris@carboncommentary.com 
+44 7767 386696
Four (unrelated) working assumptions 
1. ‘Grid Parity’ in the UK means approximately £50/MWh or 5p per kWh for electricity 
2. No democratic society will tolerate renewable costs that are substantially above fossil 
3. Low carbon electricity is important, so is transport fuel. And heat decarbonisation is central 
4. There’s enough solar/wind to provide all the planet’s energy needs many times over. Tidal, 
wave + biomass are bonuses
Low carbon technologies usually have 
• High capital cost 
• Low operating costs 
• Long life
PV Natural Gas CCGT Ratio: PV/CCGT 
£800/kW = £0.7/kWh/pa in UK £500/kW = £0.06/kWh/pa 12 
£0.005/kWH £0.03/kWh 1/6 
30+ years 20 years 1.5+ 
Capital cost 
Operating cost 
Life 
PV versus gas power
What matters for renewables? 
(Or nuclear, for that matter) 
• Capital cost per unit of capacity 
• Annual cost of capital (‘interest rate’, ‘discount rate’ or Weighted Average Cost of Capital) 
• Asset lifetimes
What matters for renewables? 
• Capital cost per unit of capacity 
• Annual cost of capital (‘interest rate’) 
• Asset lifetimes
Current capital cost 
• UK solar fields - about £800 per kilowatt 
• Slightly under half is panels, just over half balance of plant 
• (Down from about £1,300 in early 2012, source DECC)
Learning curve predictions 
• Over last half century, PV learning curve (a.k.a Wright curve, experience curve) about -20% 
• That is, every doubling of accumulated production volumes has cut 20% from production costs 
• What happens if the current growth in PV continues and the learning curve persists?
Capital cost of solar 
Accumulated production experience end 2014 - about 200 gigawatts 
Expected installed volume 2050 - about 4,600 gigawatts* (4+ doublings 
of experience) 
If 20% learning curve, implies UK price falls from about £800/kW today to around £300/kW in 2050. Most 
of this will be achieved by 2020 or so because doublings are much more frequent. 
* Source: International Energy Agency
But it could be quicker than that… 
• Recent (2013) growth rate of total installed capacity - 35% a year 
• Therefore installed PV doubles every - Just over 2 years 
• And therefore costs down every two years - About 20% 
• At current rates, installed capacity increase by end 2020 - About 8 fold (or 3 doublings) 
• If learning curve holds, then PV costs will fall - Almost 50%
Capital costs of solar 
• No reason why this shouldn’t happen, or even be improved upon 
• Improvements in solar manufacturing efficiency 
• Continued reduction in inverter and B of P costs 
• And increasing real prospect of perovskite semiconductors producing rapid 
step-down in costs per watt. Perovskite likely to be applied as a surface to 
conventional silicon raising overall efficiency of solar collection to 40% 
plus
From Burn and Meredith, Nature, January 2014 
* 
19.3% UCLA team led by Yang Yang, Aug. 2014 
Rapid progress in perovskite cells
• Capital cost per unit of capacity 
• Annual cost of capital (‘interest rate’, ‘discount rate’ 
or ‘WACC’) 
• Asset lifetimes
Cost of capital 
• IEA estimates 8% annual for PV globally (2014) 
• UK Committee on Climate Change says 5.3% (2014) 
• I say that today this is far too high. Reasonable assumptions are much lower
Fraunhofer 2103 assumptions on Weighted Average Cost of Capital (WACC) in Germany 
www.ise.fraunhofer.de/en/publications/veroeffentlichungen-pdf-dateien-en/studien-und-konzeptpapiere/study-levelized-cost-of-electricity-renewable- 
energies.pdf 
2.4% 
2.8% 
Small arrays Large arrays
Impact of annual cost of capital – IEA global averages 
2014 Levelised Cost of Electricity (LCOE) US cents/kWh 
14 
12 
10 
8 
6 
4 
2 
0 
0% 2.50% 5% 7.50% 10% 
Cost of capital 
LCOE 
US cents/ 
kWh 
Core assumptions: 1,360 kWh/kW/pa, 20 year project life, $1,500 per kW, annual O+M=1% capital 
Source: IEA 2014, Technology Roadmap, Solar Photovoltaic Energy, Table 12 
Approximate UK grid parity
Moving assumed cost of capital from 7.5% to 2.5% 
• On its own, cuts the levelised cost of electricity (LCOE) by over a 
third 
• Pushes PV to being cheaper than fossil fuels in all sunny countries
What is the correct assumption for the cost of capital in the UK? 
• Westmill 5MW Solar Farm 
near Swindon 
• Equity owned by community 
• Debt owned since early 2013 
by Lancashire Council 
pension fund at 3.5% real 
return
Characteristics of UK PV that makes it very similar to index-linked gilts ? 
• Guaranteed prices for output under FiT regime. Guarantee is almost state backed. 
• Price inflates by retail price inflation (RPI) for 20 years 
• Warranties for performance by large and stable manufacturers for ten years 
• High consistency in yearly solar radiation received in west Oxfordshire 
• Almost perfect match to pension fund liabilities 
What reason not to view Westmill bonds as approximately equivalent to government index-linked bonds?
Yield (%) 
Yields on index-linked and conventional gilts
The competition 
Current (late October 2014) UK index-linked state bonds (‘gilts’) 
Bond Running yield 
Maturing 2035 Minus 0.48% 
Maturing 2024 Minus 0.68% 
Capital markets will (eventually) realise that state guaranteed prices for 
PV power mean that solar farms should have a very low cost of capital 
indeed
• Capital cost per unit of capacity 
• Annual cost of capital (‘interest rate’) 
• Asset lifetimes
Life of a PV system 
• Usual assumption – 20 years or so 
• Realistic – at least 30 years 
• Reduces the implied capital cost per unit of output by 50% or so
Combining the three forces 
Capital cost of PV Down from £800/kW to, say, £550 by 2020 
Cost of capital Down from perhaps 6% to 2.5% real 
Asset life assumption 20 years to 35 years
8.1 
5.8 
4.5 
3.3 
9 
8 
7 
6 
5 
4 
3 
2 
1 
0 
UK cost today Capital cost reduction Plus discount rate 
reduction 
Plus asset life 
extension 
Pence per 
kilowatt 
hour 
Getting solar PV down to 3.3 pence per kilowatt hour by 2020 
Numbers calculated on the US government’s Levelised Cost calculator at http://www.nrel.gov/analysis/tech_lcoe.html, 
using key UK assumption of 1,100 kWh per kW per year
Objections to this optimism 
• Land area of UK too small 
• Need for storage 
• Cost
Percentage of UK land area needed if PV alone were 
to provide 100% of UK ENERGY demand 
13% 
6.5% 
At current efficiency Efficiency doubled 
with perovskites
Reducing space requirements still further 
Onshore wind 
Tidal lagoons 
Biomass to liquids
Projections for installed wind capacity – 50 GW by 2030
• This central DECC scenario sees about 10% of total UK ENERGY needs 
met by wind by 2030 
• This is before advances in very low cost, lower efficiency wind turbines
The equivalent of perovskites for onshore wind? 
• Target - $1,000 a 1 kw panel 
• LCOE – less than £50/kWh = grid 
parity 
• Manufactured anywhere with CNC 
machines 
• Installed by a bloke (no specific 
gender implied) with a tractor
Tidal lagoons, simple reliable technology
UK tidal lagoons – the world’s best locations 
• Large tidal range UK 
• Tide times vary around the coast 
• Absolute certainty about power 
generation 
• Once installed, the lagoons will work 
for many decades, perhaps centuries 
• ‘Portfolio of sites could be 
operational by 2023’ (Swansea Tidal) 
• 10% of UK energy needs probably 
requires 20 lagoons – tiny land use 
requirements
Cost of capital impact on the economics of the third lagoon to be developed by the Swansea developers 
6.5% Weighted Average 
Cost of Capital 
http://www.nrel.gov/analysis/tech_lcoe.html 
£45/ MWh 
2.5% Weighted Average 
Cost of Capital 
£85/ MWh 
Below Grid Parity
Biomass to liquids 
• Problem with biomass as an energy source is risk of competition for food land 
• Hundreds of US companies – and virtually none in Europe – are working on this 
• Net Primary Production (NPP) not unlimited – about 100 gigatonnes a year 
compared to about 12 gigatonnes of Carbon in fossil fuel use. This is going to be 
difficult 
• Key is exploit genuinely renewable NPP and to use low NPP land
Biomass to liquids 
Cool Planet 
• Pyrolysis of waste wood to create liquid 
fuels and biochar 
• Low cost feedstock 
• No incremental land demand
Joule Unlimited 
• Brackish water 
• Engineered cyanobacteria 
• CO2 injected 
• Tailored longer chain 
hydrocarbons are output 
• Land that is used can be 
desert 
Biomass to liquids
• Joule 14% photosynthesis efficiency claimed possible 
• Similar to current solar panels 
• Liquid fuel from high solar area for current UK needs would need land area 
roughly equivalent to 4% UK 
• Because liquids can be cheaply shipped, can be from deserts elsewhere in the 
world 
• Waste wood is only approximately 1% efficient as photosynthesis converter to 
energy 
• So needs much more space than PV 
• But tropical production of Cool Planet liquid fuels will also produce biochar as a 
soil improver 
Joule 
Cool Planet 
How these technologies could reduce UK space needs
Storage – the real problem 
• Diurnal storage useful for countries with reliable sun. (But not enough for rainy seasons) 
• Diurnal storage virtually useless for UK. Wind not predictable. Sun occurs at wrong time of 
year. Total storage capacity today about 2 minutes of electricity use 
• Critical need is for seasonal storage – converting energy in one month and having it ready 
for use six months later
Power-to-gas 
• Wild swings in availability of wind and solar power. Must be stored for minutes or months 
• Electrochaea technology uses spare wind for electrolysis, followed by creation of 
methane by merging H2 with CO2 
• Needs point source of CO2. Biogas source is best from anaerobic digestion. But could work 
as carbon capture technology from cement plants or even CCGT. 
• First plant is at Copenhagen sewage works
Policy 
• The UK approach to decarbonisation is almost insane 
• Avoids R+D, ducks the dilemmas on technology choice 
• Crucially, tries to run a free market in electricity generation at 
the same time as spraying subsidies across low carbon sources 
Building very long asset life projects at the minimum possible cost of capital requires an utterly 
reliable price for electricity (and transport fuel and heat). Impossible within a free market 
structure. Nationalisation of energy supply is a prerequisite for fast decarbonisation
8.1 
5.8 
4.5 
3.3 
9 
8 
7 
6 
5 
4 
3 
2 
1 
0 
UK cost today Capital cost reduction Plus discount rate 
reduction 
Plus asset life 
extension 
Pence per 
kilowatt 
hour 
Getting solar PV down to 3.3 pence per kilowatt hour by 2020 
Numbers calculated on the US government’s Levelised Cost calculator at http://www.nrel.gov/analysis/tech_lcoe.html, 
using key assumption of 1,100kWh per kW per year

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Oxford 28th october (capital costs, storage, experience curves) v2

  • 1. Reasons for optimism: ‘Grid Parity’ for renewable energy sources Chris Goodall www.carboncommentary.com Chris@carboncommentary.com +44 7767 386696
  • 2. Four (unrelated) working assumptions 1. ‘Grid Parity’ in the UK means approximately £50/MWh or 5p per kWh for electricity 2. No democratic society will tolerate renewable costs that are substantially above fossil 3. Low carbon electricity is important, so is transport fuel. And heat decarbonisation is central 4. There’s enough solar/wind to provide all the planet’s energy needs many times over. Tidal, wave + biomass are bonuses
  • 3. Low carbon technologies usually have • High capital cost • Low operating costs • Long life
  • 4. PV Natural Gas CCGT Ratio: PV/CCGT £800/kW = £0.7/kWh/pa in UK £500/kW = £0.06/kWh/pa 12 £0.005/kWH £0.03/kWh 1/6 30+ years 20 years 1.5+ Capital cost Operating cost Life PV versus gas power
  • 5. What matters for renewables? (Or nuclear, for that matter) • Capital cost per unit of capacity • Annual cost of capital (‘interest rate’, ‘discount rate’ or Weighted Average Cost of Capital) • Asset lifetimes
  • 6. What matters for renewables? • Capital cost per unit of capacity • Annual cost of capital (‘interest rate’) • Asset lifetimes
  • 7. Current capital cost • UK solar fields - about £800 per kilowatt • Slightly under half is panels, just over half balance of plant • (Down from about £1,300 in early 2012, source DECC)
  • 8. Learning curve predictions • Over last half century, PV learning curve (a.k.a Wright curve, experience curve) about -20% • That is, every doubling of accumulated production volumes has cut 20% from production costs • What happens if the current growth in PV continues and the learning curve persists?
  • 9.
  • 10. Capital cost of solar Accumulated production experience end 2014 - about 200 gigawatts Expected installed volume 2050 - about 4,600 gigawatts* (4+ doublings of experience) If 20% learning curve, implies UK price falls from about £800/kW today to around £300/kW in 2050. Most of this will be achieved by 2020 or so because doublings are much more frequent. * Source: International Energy Agency
  • 11. But it could be quicker than that… • Recent (2013) growth rate of total installed capacity - 35% a year • Therefore installed PV doubles every - Just over 2 years • And therefore costs down every two years - About 20% • At current rates, installed capacity increase by end 2020 - About 8 fold (or 3 doublings) • If learning curve holds, then PV costs will fall - Almost 50%
  • 12. Capital costs of solar • No reason why this shouldn’t happen, or even be improved upon • Improvements in solar manufacturing efficiency • Continued reduction in inverter and B of P costs • And increasing real prospect of perovskite semiconductors producing rapid step-down in costs per watt. Perovskite likely to be applied as a surface to conventional silicon raising overall efficiency of solar collection to 40% plus
  • 13. From Burn and Meredith, Nature, January 2014 * 19.3% UCLA team led by Yang Yang, Aug. 2014 Rapid progress in perovskite cells
  • 14. • Capital cost per unit of capacity • Annual cost of capital (‘interest rate’, ‘discount rate’ or ‘WACC’) • Asset lifetimes
  • 15. Cost of capital • IEA estimates 8% annual for PV globally (2014) • UK Committee on Climate Change says 5.3% (2014) • I say that today this is far too high. Reasonable assumptions are much lower
  • 16. Fraunhofer 2103 assumptions on Weighted Average Cost of Capital (WACC) in Germany www.ise.fraunhofer.de/en/publications/veroeffentlichungen-pdf-dateien-en/studien-und-konzeptpapiere/study-levelized-cost-of-electricity-renewable- energies.pdf 2.4% 2.8% Small arrays Large arrays
  • 17. Impact of annual cost of capital – IEA global averages 2014 Levelised Cost of Electricity (LCOE) US cents/kWh 14 12 10 8 6 4 2 0 0% 2.50% 5% 7.50% 10% Cost of capital LCOE US cents/ kWh Core assumptions: 1,360 kWh/kW/pa, 20 year project life, $1,500 per kW, annual O+M=1% capital Source: IEA 2014, Technology Roadmap, Solar Photovoltaic Energy, Table 12 Approximate UK grid parity
  • 18. Moving assumed cost of capital from 7.5% to 2.5% • On its own, cuts the levelised cost of electricity (LCOE) by over a third • Pushes PV to being cheaper than fossil fuels in all sunny countries
  • 19. What is the correct assumption for the cost of capital in the UK? • Westmill 5MW Solar Farm near Swindon • Equity owned by community • Debt owned since early 2013 by Lancashire Council pension fund at 3.5% real return
  • 20. Characteristics of UK PV that makes it very similar to index-linked gilts ? • Guaranteed prices for output under FiT regime. Guarantee is almost state backed. • Price inflates by retail price inflation (RPI) for 20 years • Warranties for performance by large and stable manufacturers for ten years • High consistency in yearly solar radiation received in west Oxfordshire • Almost perfect match to pension fund liabilities What reason not to view Westmill bonds as approximately equivalent to government index-linked bonds?
  • 21. Yield (%) Yields on index-linked and conventional gilts
  • 22. The competition Current (late October 2014) UK index-linked state bonds (‘gilts’) Bond Running yield Maturing 2035 Minus 0.48% Maturing 2024 Minus 0.68% Capital markets will (eventually) realise that state guaranteed prices for PV power mean that solar farms should have a very low cost of capital indeed
  • 23. • Capital cost per unit of capacity • Annual cost of capital (‘interest rate’) • Asset lifetimes
  • 24. Life of a PV system • Usual assumption – 20 years or so • Realistic – at least 30 years • Reduces the implied capital cost per unit of output by 50% or so
  • 25. Combining the three forces Capital cost of PV Down from £800/kW to, say, £550 by 2020 Cost of capital Down from perhaps 6% to 2.5% real Asset life assumption 20 years to 35 years
  • 26. 8.1 5.8 4.5 3.3 9 8 7 6 5 4 3 2 1 0 UK cost today Capital cost reduction Plus discount rate reduction Plus asset life extension Pence per kilowatt hour Getting solar PV down to 3.3 pence per kilowatt hour by 2020 Numbers calculated on the US government’s Levelised Cost calculator at http://www.nrel.gov/analysis/tech_lcoe.html, using key UK assumption of 1,100 kWh per kW per year
  • 27. Objections to this optimism • Land area of UK too small • Need for storage • Cost
  • 28. Percentage of UK land area needed if PV alone were to provide 100% of UK ENERGY demand 13% 6.5% At current efficiency Efficiency doubled with perovskites
  • 29. Reducing space requirements still further Onshore wind Tidal lagoons Biomass to liquids
  • 30. Projections for installed wind capacity – 50 GW by 2030
  • 31. • This central DECC scenario sees about 10% of total UK ENERGY needs met by wind by 2030 • This is before advances in very low cost, lower efficiency wind turbines
  • 32. The equivalent of perovskites for onshore wind? • Target - $1,000 a 1 kw panel • LCOE – less than £50/kWh = grid parity • Manufactured anywhere with CNC machines • Installed by a bloke (no specific gender implied) with a tractor
  • 33. Tidal lagoons, simple reliable technology
  • 34. UK tidal lagoons – the world’s best locations • Large tidal range UK • Tide times vary around the coast • Absolute certainty about power generation • Once installed, the lagoons will work for many decades, perhaps centuries • ‘Portfolio of sites could be operational by 2023’ (Swansea Tidal) • 10% of UK energy needs probably requires 20 lagoons – tiny land use requirements
  • 35. Cost of capital impact on the economics of the third lagoon to be developed by the Swansea developers 6.5% Weighted Average Cost of Capital http://www.nrel.gov/analysis/tech_lcoe.html £45/ MWh 2.5% Weighted Average Cost of Capital £85/ MWh Below Grid Parity
  • 36. Biomass to liquids • Problem with biomass as an energy source is risk of competition for food land • Hundreds of US companies – and virtually none in Europe – are working on this • Net Primary Production (NPP) not unlimited – about 100 gigatonnes a year compared to about 12 gigatonnes of Carbon in fossil fuel use. This is going to be difficult • Key is exploit genuinely renewable NPP and to use low NPP land
  • 37. Biomass to liquids Cool Planet • Pyrolysis of waste wood to create liquid fuels and biochar • Low cost feedstock • No incremental land demand
  • 38. Joule Unlimited • Brackish water • Engineered cyanobacteria • CO2 injected • Tailored longer chain hydrocarbons are output • Land that is used can be desert Biomass to liquids
  • 39. • Joule 14% photosynthesis efficiency claimed possible • Similar to current solar panels • Liquid fuel from high solar area for current UK needs would need land area roughly equivalent to 4% UK • Because liquids can be cheaply shipped, can be from deserts elsewhere in the world • Waste wood is only approximately 1% efficient as photosynthesis converter to energy • So needs much more space than PV • But tropical production of Cool Planet liquid fuels will also produce biochar as a soil improver Joule Cool Planet How these technologies could reduce UK space needs
  • 40. Storage – the real problem • Diurnal storage useful for countries with reliable sun. (But not enough for rainy seasons) • Diurnal storage virtually useless for UK. Wind not predictable. Sun occurs at wrong time of year. Total storage capacity today about 2 minutes of electricity use • Critical need is for seasonal storage – converting energy in one month and having it ready for use six months later
  • 41.
  • 42. Power-to-gas • Wild swings in availability of wind and solar power. Must be stored for minutes or months • Electrochaea technology uses spare wind for electrolysis, followed by creation of methane by merging H2 with CO2 • Needs point source of CO2. Biogas source is best from anaerobic digestion. But could work as carbon capture technology from cement plants or even CCGT. • First plant is at Copenhagen sewage works
  • 43. Policy • The UK approach to decarbonisation is almost insane • Avoids R+D, ducks the dilemmas on technology choice • Crucially, tries to run a free market in electricity generation at the same time as spraying subsidies across low carbon sources Building very long asset life projects at the minimum possible cost of capital requires an utterly reliable price for electricity (and transport fuel and heat). Impossible within a free market structure. Nationalisation of energy supply is a prerequisite for fast decarbonisation
  • 44. 8.1 5.8 4.5 3.3 9 8 7 6 5 4 3 2 1 0 UK cost today Capital cost reduction Plus discount rate reduction Plus asset life extension Pence per kilowatt hour Getting solar PV down to 3.3 pence per kilowatt hour by 2020 Numbers calculated on the US government’s Levelised Cost calculator at http://www.nrel.gov/analysis/tech_lcoe.html, using key assumption of 1,100kWh per kW per year