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Lesson 6 of 9 · about 20 minutes

Intermittency and Integration: Duck Curves, Curtailment and Firming

You'll be able to

  • Read a net load curve and explain the duck curve and evening ramp
  • Compute curtailment rates and explain why curtailment rises with solar share
  • List the main integration tools (storage, transmission, regional markets, flexible demand, firm resources) and what each does
  • Summarize what NREL, Lazard, Sepulveda et al. and Clack et al. say about cost at high renewable shares, and why they disagree

A grid has to match supply and demand every second. For a century, operators did that by turning fuel-burning plants and hydro up and down to follow demand. Wind and solar change the job. Their output follows the weather, so operators now plan around what is left over after the wind and sun do their part. That leftover has a name: net load.

The duck curve

Draw demand across a spring day in a sunny region and it is gentle: lower overnight, rising in the morning, peaking in the early evening. Now subtract solar. Midday net load sinks. Then, as the sun sets just when people come home and cook, net load climbs fast. California's grid operator drew this shape years ago and someone noticed it looked like a duck.

Hour of day 06121824 Total demand Net load (the belly) Evening ramp
Illustrative shape, not real data. The gap between the dashed demand line and the solid net load line is solar output.

Two problems show up in the duck. In the belly, there may be more solar than the grid can use. On the neck, other resources must ramp up very quickly as solar fades. In California, EIA says solar now supplies almost half of the grid operator's demand between 8 a.m. and 4 p.m. The state's grid had 28.2 GW of wind and solar at the end of 2024, up from 9.7 GW in 2014.

Curtailment

When supply exceeds what the grid can use, store or export, operators tell plants to cut output. That is curtailment. EIA reported the California Independent System Operator (CAISO) curtailed 3.4 million MWh of utility-scale wind and solar in 2024, up 29 percent from 2023. Solar was 93 percent of it, and curtailment peaked in spring, when sun is strong, temperatures mild and air conditioning loads low. Some of it was not oversupply at all but congestion: power that could not get across crowded lines.

Worked example: what share was wasted?

Suppose an invented regional grid has 20 GW of solar running at a 25 percent capacity factor.

Potential solar output: 20 x 8,760 x 0.25 = 43,800 GWh = 43.8 million MWh
Curtailed:              3.0 million MWh
Curtailment rate:       3.0 / 43.8 = 6.8 percent

Now add 5 GW more solar. It peaks in the same hours as the first 20 GW. If curtailment jumps to 5.0 million MWh, the new 5 GW only delivered about 8.95 million MWh of its 10.95 million MWh potential (an 18 percent loss on the new plants, using the extra 2 million MWh of curtailment). That falling marginal value is why integration gets harder, and why developers increasingly pair solar with batteries.

The toolkit

ToolWhat it doesExampleLimits
BatteriesShift midday surplus into eveningCAISO went from 8.0 GW to 11.6 GW of batteries in 2024Mostly 4 hours; little help for multi-day lulls
TransmissionMove power across weather zonesWind in one state balances calm in anotherLines take a decade; NREL's 2035 study needed 1,400 to 10,100 miles of new high-capacity lines per year
Regional marketsTrade surplus and shortfalls among utilitiesThe Western Energy Imbalance Market avoided over 274,000 MWh of CAISO curtailment in 2024, about 8 percentGovernance fights; neighbors may be sunny at the same time
Flexible hydroHold water at midday, release at duskNorthwest hydro provides 54 percent of that region's flexible capacityFish, irrigation and dry years limit it
Flexible demandShift loads like water heating, EV charging, pumpingTime-of-use rates, irrigation pump programsNeeds customer participation and metering
Firm resourcesCover long gaps: gas, nuclear, geothermal, reservoir hydroGas peakers on winter eveningsCost, emissions (for gas), long lead times
OverbuildingBuild more wind and solar than needed and accept curtailmentCheaper panels make this viableRising curtailment lowers returns

Capacity accreditation: how grids count reliability

Grid operators measure how much each resource helps in the riskiest hours. The common method is effective load-carrying capability (ELCC). Lazard's 2026 report used grid operators' own published ELCC figures. Solar's ELCC was about 39 percent in MISO, where solar is a small share, and about 14 percent in CAISO, where it is a large share. Once a grid has lots of solar, the risky hours move into the evening, and more solar barely helps. Pairing it with storage raised the CAISO figure to about 41 percent in Lazard's table. Wind ranged from 17 percent in NYISO to 38 percent in PJM across the six markets Lazard studied. Gas plants are also increasingly derated for winter fuel and outage risk, a point Lazard notes it did not model.

What the studies say about cost at high shares

This is where serious people disagree, and each camp has real evidence.

Optimistic: renewables plus storage plus transmission

NREL's 100% Clean Electricity by 2035 study found least-cost systems with wind and solar at 60 to 80 percent of generation, about 2 terawatts of combined capacity, 120 to 350 GW of daily storage, and 100 to 680 GW of seasonal storage or other clean firm capacity. It estimated added power system costs of $330 billion to $740 billion, outweighed in its accounting by avoided health and climate damages, for net societal benefits of $920 billion to $1.2 trillion. Note what that does and does not say: the health and climate benefits are what make the net positive, and the study requires deployment at an "unprecedented scale and rate."

Lazard: still competitive after firming

Lazard's 2026 analysis added a "levelized firming cost" to renewables in six markets (MISO, CAISO, SPP, PJM, ERCOT and NYISO), based on each operator's capacity rules. It concluded that renewables remained broadly cost-competitive with new gas combined cycle plants even after firming. In its table, unsubsidized solar plus firming came to about $115/MWh in MISO, with a $30 firming adder on top of the solar cost. Lazard is also explicit that it did not apply any firming charge to gas.

Firm-resource camp

Sepulveda and colleagues at MIT (Joule, 2018) modeled nearly 1,000 zero-carbon scenarios and found that including firm low-carbon resources (nuclear, geothermal, gas with carbon capture, reservoir hydro) cut costs 10 to 62 percent compared with wind, solar and batteries alone. Costs in wind-solar-battery-only systems climbed steeply in the last stretch toward zero emissions, because batteries must cover rare multi-day lulls.

Skeptical of 100 percent wind, water and solar

Clack and 20 co-authors (PNAS, 2017) critiqued a high-profile 2015 study claiming a cheap all-renewable U.S. grid. They argued it contained modeling errors (including hydro output above physical capacity), relied on unproven storage at scale, assumed a low cost of capital that they argued understated costs, and required deployment far beyond any historical pace. The original authors, led by Mark Jacobson of Stanford, published a reply in the same issue of PNAS rejecting the critique and defending their model, so this remains a live dispute between named researchers.

Where the evidence points: grids can and do run at high hourly shares of wind and solar, and cost rises as the last 10 to 20 percent of emissions is squeezed out. Most major studies, including NREL's, find some firm or long-duration resource is needed for that last stretch. The live arguments are about how much, which kind, and who pays.

Deployment speed is the hidden constraint

LBNL's Queued Up 2026 report counted about 2,060 GW of projects waiting to connect at the end of 2025, more than the entire existing U.S. fleet. Only about 13 percent of capacity that applied between 2000 and 2020 was built, and the median project finished in 2025 took more than five years from request to operation. Integration studies assume the lines and plants get built. The queue says that is the hard part.

California context, since Idaho writers lean on it. SB 100 requires renewable and zero-carbon resources to supply 100 percent of California's retail electricity sales by 2045. In 2024, 63.3 percent of the crude oil California refined came from foreign sources, 13.4 percent from Alaska and 23.3 percent from in-state, per the California Energy Commission. Joel Kotkin's May 7, 2025 Los Angeles Times column argues those policies made energy "steadily unaffordable"; that is his argument, and Pierson's California's Green Mirage summarizes it.

Common mix-ups

  • Claim: Curtailment proves renewables are useless. What the evidence shows: CAISO curtailed a few percent of potential output in 2024 and still drew close to half its daytime demand from solar. Curtailment shows where storage, transmission and markets are short.
  • Claim: Storage solves intermittency. What the evidence shows: Four-hour batteries solve the daily duck. They do not cover a week of calm, cloudy winter weather. That is a long-duration or firm resource problem.
  • Claim: One study settles it. What the evidence shows: Results swing with assumptions about cost of capital, transmission, technology costs and how health and climate damages are counted. Name the study and its key assumptions.

Reporting angle

  • Every regional grid operator publishes curtailment and hourly generation data. Pull a week of hourly net load for your region in April and in January and compare.
  • Read the utility's integrated resource plan sections on resource adequacy and capacity accreditation. Ask what ELCC it assigns to wind, solar, storage and gas.
  • Ask what the utility does during a multi-day winter cold snap with low wind. Which plants carry the load, and what did they cost in the last such event?
  • When a group cites a study on renewable costs, find who funded it and its discount rate and transmission assumptions.

Research angle

Check yourself

1. What is 'net load'?

2. CAISO curtailed about 3.4 million MWh of wind and solar in 2024. Roughly what share of that was solar?

3. What did the 2018 Joule study by Sepulveda and colleagues find?

4. In NREL's 100% Clean Electricity by 2035 study, what share of generation did wind and solar provide in the least-cost mixes?

5. Lazard's 2026 firming analysis put solar's ELCC in CAISO at about 14 percent. What does that mean?

6. Why does curtailment tend to rise as solar's share grows?

Terms in this lesson

Net load
Demand minus variable wind and solar output: what dispatchable plants and storage must supply.
Duck curve
The shape of net load on sunny days: a deep midday dip and a steep evening climb, which looks like a duck's profile.
Curtailment
Deliberately reducing wind or solar output below what it could produce, because the grid cannot use or move the power.
Firming
Backing variable output with storage or dispatchable resources so supply is reliable when needed.
ELCC (effective load-carrying capability)
The share of a resource's capacity that counts toward reliability during the hours when shortages are most likely.
Dispatchable
A resource operators can turn up or down on command, such as gas, hydro with storage, geothermal or batteries with charge.

Full glossary

Sources