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.
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
| Tool | What it does | Example | Limits |
|---|---|---|---|
| Batteries | Shift midday surplus into evening | CAISO went from 8.0 GW to 11.6 GW of batteries in 2024 | Mostly 4 hours; little help for multi-day lulls |
| Transmission | Move power across weather zones | Wind in one state balances calm in another | Lines take a decade; NREL's 2035 study needed 1,400 to 10,100 miles of new high-capacity lines per year |
| Regional markets | Trade surplus and shortfalls among utilities | The Western Energy Imbalance Market avoided over 274,000 MWh of CAISO curtailment in 2024, about 8 percent | Governance fights; neighbors may be sunny at the same time |
| Flexible hydro | Hold water at midday, release at dusk | Northwest hydro provides 54 percent of that region's flexible capacity | Fish, irrigation and dry years limit it |
| Flexible demand | Shift loads like water heating, EV charging, pumping | Time-of-use rates, irrigation pump programs | Needs customer participation and metering |
| Firm resources | Cover long gaps: gas, nuclear, geothermal, reservoir hydro | Gas peakers on winter evenings | Cost, emissions (for gas), long lead times |
| Overbuilding | Build more wind and solar than needed and accept curtailment | Cheaper panels make this viable | Rising 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.
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
- EIA on CAISO curtailment: Curtailment totals and causes.
- EIA on the duck curve: Daily net load shape in California.
- NREL 100% clean electricity study: A national modeling study with its assumptions.
- Lazard LCOE+: Cost of firming intermittency by region.
- LBNL Queued Up: Interconnection queue data.
- Northwest Power and Conservation Council, hydropower: How hydro firms the Northwest grid.
Check yourself
1. What is 'net load'?
Grid operators plan around net load because wind and solar are taken first and everything else fills the gap.
2. CAISO curtailed about 3.4 million MWh of wind and solar in 2024. Roughly what share of that was solar?
EIA reported solar made up 93 percent of CAISO's 2024 curtailment, with a spring peak.
3. What did the 2018 Joule study by Sepulveda and colleagues find?
Across nearly 1,000 scenarios, mixes that included firm resources like nuclear, geothermal or gas with carbon capture were cheaper in every case.
4. In NREL's 100% Clean Electricity by 2035 study, what share of generation did wind and solar provide in the least-cost mixes?
NREL found wind and solar supplying 60 to 80 percent in 2035, with firm resources, storage and large transmission expansion covering the rest.
5. Lazard's 2026 firming analysis put solar's ELCC in CAISO at about 14 percent. What does that mean?
Effective load-carrying capability measures how much a resource helps during the riskiest hours. With lots of solar already, the risky hours move to evening, so more solar adds little.
6. Why does curtailment tend to rise as solar's share grows?
Every solar plant in a region peaks at roughly the same time, so the last ones added compete with each other for the same midday hours.
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.
Sources
- EIA Today in Energy, CAISO curtailing more wind and solar (May 28, 2025) checked 2026-10
- EIA Today in Energy, duck curve and battery storage in California (June 21, 2023) checked 2026-10
- NREL, 100% Clean Electricity by 2035 Study checked 2026-10
- Lazard, 2026 LCOE+ (Version 19.0), Cost of Firming Intermittency checked 2026-10
- MIT News, Adding power choices reduces cost and risk of carbon-free electricity (Sepulveda et al., Joule, 2018) checked 2026-10
- Clack et al., Evaluation of a proposal for reliable low-cost grid power with 100% wind, water, and solar, PNAS (2017) checked 2026-10
- Jacobson et al., The United States can keep the grid stable at low cost with 100% clean, renewable energy in all sectors despite inaccurate claims, PNAS (2017) checked 2026-10
- Lawrence Berkeley National Laboratory, Queued Up: 2026 Edition checked 2026-10
- Northwest Power and Conservation Council, Hydropower checked 2026-10
- California Energy Commission: SB 100 checked 2026-10