Tom Brown Profile picture
17 Jun, 30 tweets, 11 min read
how to avoid (panic about) declining market value of wind and solar

OR

how I learned to stop worrying about market value & love shadow prices

a DUAL perspective on a primal problem

new paper by @ReichenbergLina and me:

doi.org/10.1016/j.enec…
summary:

traditional "primal" view says low-marginal-cost wind and solar push down market prices when they produce a lot, suppressing revenue

we present another "dual" point of view: it is subsidies that suppress revenue, not variability

both are correct, but framing matters!
since market value decline is flip side of pushing in VRE with quotas/subsidies, it is a result of policy choice

we can also fix the problem by changing policy: by drawing in VRE (and other low-C gens) with carbon pricing instead

this avoids market value decline even at 100%
since pricing of externalities is not possible in many markets, market value will naturally decline when VRE are pushed in via subsidies

system can still be close to cost-optimal for CO2 reduction (depends on available tech), so it's not necessarily anything to worry about
saying "VRE market value should stay above VRE costs without externalities priced in" is the same as expecting low-carbon solutions to compete with subsidised fossil generators - an unreasonable task
exactly the same logic applies to non-variable nuclear.

if nuclear is forced to compete with subsidised fossils, its market value will be lower than the level required for cost recovery, and decline further at higher penetrations due to mismatch with demand variability
in this dual perspective, policy is the ultimate mechanism determining whether market value can cover generator costs; variability (of supply or demand) is only a secondary characteristic which determines the speed of decline
we're not saying CO2 pricing fixes all, or that it's a substitute for VRE support - there is still a strong case for reducing investor risk to accelerate the energy transition with revenue guarantees. Hybrid schemes (combining support and CO2 prices) can give best of both worlds
the "primal" perspective has its place to explain the mechanism, but it leads to moral panic and has too often been used as a discourse of delay for sceptics of renewables (I could list so many more examples...)

a different dual perspective on market value can help us

a) focus on the problem at hand - reducing emissions ASAP (with ALL available technologies)

b) design an effective market structure for the day after tomorrow
read the paper by @ReichenbergLina and me just published in "Energy Economics":

doi.org/10.1016/j.enec…

research talk slides here:

nworbmot.org/energy/brown-i…

here's an old thread - a bit punchy - this time I'll try to be more conciliatory

so let's go: what is market value decline?

the traditional "primal" explanation goes:

prices are set by the intersection of demand and supply curves

wind and solar have zero marginal cost, so push the supply curve rightwards, suppressing prices
market value is the average price (lambda_t) seen by a generator (labelled s) for its dispatched energy (g_s,t) averaged over time (t)
as larger shares of wind and solar (variable renewable energy = VRE) enter, their correlated generation suppresses prices exactly when they produce a lot, thereby "cannibalising" their own revenue

market value decline has been observed in many markets and modelling exercises
this appears to doom any attempts to integrate large shares of VRE into electricity markets

if they can't live from the market (i.e. with revenue > costs), aren't they destined to shrivel once state support withdraws?
and how does this square with the hundreds (thousands?) of studies showing how high shares of renewables in power systems can be cost-effective?
this is where we get technical (sorry). in a long-term equilibrium where capacities of all assets are co-optimized, the "zero-profit rule" holds for all generators (and storage and transmission), i.e. on a per MWh basis:

levelised cost of electricity (LCOE) = market value (MV)
each generator adjusts its capacity to find its niche where its costs are covered by the market, depending on the ratio of capex to opex, the availability profile, where it is located, etc.
this is a cost-based equilibrium without any policy intervention at all.

to disturb this equilibrium, we need to change something.

the implicit assumption in market value studies is to force in a given penetration of wind and solar into the equilibrium solution
but this *automatically* lowers the market value. Assuming the LCOE stays roughly the same, it forces down the market value by a corresponding "feed-in premium", the shadow price mu_S of the constraint.

this choice of policy is directly responsible for reducing the market value
if we choose instead to limit carbon emissions, e.g. by imposing a CO2 tax, then the MV of VRE and other low-C generation remains equal to the LCOE, MV = LCOE, but now it the MV of fossil generators that is affected (pushed up so they can cover externalities of emissions)
now we don't have any MV decline at all for VRE, even if we go all the way up to 100% VRE with sufficient flexibility from storage and transmission (in this graphic penetration is measured against demand, so it goes above 100% to cover storage losses)
(note that without pricing externalities, the red curve, no amount of flexibility will save the market value at high shares - this is a sisyphean task)
this is the "dual" perspective because it focuses on the interactions of the shadow prices. from this perspective MV = LCOE is natural.

from the "primal" perspective the depression of prices by VRE is counter-acted by higher prices from CO2 pricing on the shoulders:
both perspectives are correct, but we argue the "dual" perspective is more useful from the perspective of policy making: both to understand to what extent MV decline is a problem (depends - system cost is a better measure of efficiency) and for avoiding it
a few final twetes on price structure.

doesn't the system get very volatile with high shares of VRE, i.e. lots of hours of zero prices and lots of hours of very high prices?

short answer: not so much. storage and transmission remove big prices differences by arbitrage
particularly the power-hydrogen-power storage discharging bids prevent prices going too high, while non-zero charging bids prevent them from going too low. here's the price duration curve showing this.
other recent studies have found similar curves, particularly when other sectors (heating, transport) are included:

doi.org/10.1016/j.enec…

arxiv.org/abs/2105.01127

doi.org/10.3390/en1206…

doi.org/10.1016/j.apen…

arxiv.org/abs/2012.15371

dspace.mit.edu/handle/1721.1/…
if you look at the distribution of hours when VRE make their revenue (measured in euros per capacity for each hour of the year), it barely budges (a result which surprised me quite a lot)
here are some conclusions to wrap up - thank you to whomever got this far!

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More from @nworbmot

22 May
- Learning effects lead to path dependency

- Including learning in your model => many distinct local optima

=> Diverse choice of low-cost future energy systems

- Can't just look at one

Conclusions from Niclas Mattsson's pioneering work in 1990s:

research.chalmers.se/en/publication…

1/12
(above graphic is from @MichaelGrubb9's fabulous book "Planetary Economics", downloadable here: climatestrategies.org/publication/pl…)
So what did Niclas do?

He ran an energy model with built-in learning curves and showed that with exactly the same model (same equations, all same data inputs, costs, etc.) you can get radically different energy pathways with similar total costs:
Read 13 tweets
30 Mar
Great to see this paper on long-duration electricity storage:

- Storage energy cost & efficiency critical

- Needs <= 50 USD/kWh to be relevant next to VRE, batteries, "firm" gen

- Needs <= 1 USD/kWh (e.g. salt cavern for hydrogen storage) to make serious dents in "firm" gen
I'd also be interested in the question posed the other way round: what is the value of "firm" clean generation in the presence of VRE, batteries and long-term storage?

E.g. how much does system cost reduce by adding nuclear/CCS etc. to wind+solar+batteries+hydrogen.
Either way, the system costs of all these options is in a similar ball park, which throws up the question:

What do we actually want?

What can we build quickly, with wide public approval?
Read 5 tweets
22 Oct 20
C. Darwin: an "admirable speech"

In 1863, William Armstrong advocates:

- end of coal
- efficiency
- electrification
- renewables (he developed first hydro power)
- open data
- technological learning ("tendency of progress is to quicken progress")

vimeo.com/75975295
You can read more about him here:

en.wikipedia.org/wiki/William_A…

williamarmstrong.info

And in @henrietta999's biography "Magician of the North".

Don't know if there is a transcript of the speech floating around anywhere (if not, we should transcribe one!).

His speech inspired the first suggestion I know of for green hydrogen (renewables + electrolysis of water to make hydrogen):

Read 6 tweets
17 Oct 20
Last thread on history of renewables + hydrogen (promise):

TL;DR:

- Idea of using electrolysis of water & storing hydrogen is almost as old as electrolysis (1789)

- Already a lively debate in *1863* about combining variable renewables with electrolytic hydrogen to replace coal
The above quotation is from Jevons' (he of paradox fame) marvellous 1865 treatise "The Coal Question":

oll.libertyfund.org/titles/317#Jev…

(h/t @physicspod)

and refers to an exchange in The Times of London in 1863, started by this letter on page 10 of the 2nd Sep 1863 edition:
G.A. Keyworth of Hastings followed up a few days on 16th Sep 1863 later with an elaboration of his ideas:
Read 11 tweets
31 Jul 20
Despite the current hype, there's nothing new about electrolytic hydrogen.

- 100 MW electrolysers since late 1920s for fertiliser and heavy water

- 100 GWh salt cavern storage since 1960s

- 4500 km hydrogen pipelines today

What was missing was abundant low cost power.
From 1920s-1970s, 100+ MW water electrolysers were built across world to meet demand for ammonia for fertiliser.

Prerequisite: cheap power from hydro dams.

All were dismantled as other power demand grew and fossil gas became available to make ammonia.

books.google.de/books?id=bf3lB…
Electrolysis was also the means of making heavy water (D2O), a neutron moderator, from its discovery in the 1930s until the GS process replaced it in the mid-1940s.

Heavy water was crucial for making the atomic bomb.

This made electrolysis of great military importance in WWII.
Read 9 tweets
17 Feb 20
"wind and solar will always cannibalize their own market revenue"

"market value decline is an inevitable consequence of variability"

"market integration of wind and solar is impossible"

WRONG, WRONG & WRONG

THREAD! (1/infinity)
...based on a preprint (not through peer review yet) by Lina Reichenberg of @chalmersuniv and me:

arxiv.org/abs/2002.05209

@flexibledragnet's pithy summary:

"VRE cannibalisation is a policy artefact, not a physical system constraint"
Short version:

Some studies show that average revenues for wind and solar go down with rising share.

We show that the studies have an implicit assumption that variable renewable energy (VRE) are forced into the system, which depresses prices and their own market value (MV).
Read 29 tweets

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