Firming weather dependent renewable generation yields single digit system level energy returns
This study demonstrates that while weather-dependent renewable sources like solar and wind show favorable installation-level energy returns, expanding the system boundary to include the necessary firming infrastructure (such as storage, overbuild, and backup) drastically reduces overall energy returns and increases carbon emissions, indicating that reliable decarbonization requires firm low-carbon generation with a sufficient net-energy surplus.
Original paper licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). This is an AI-generated explanation of the paper below. It is not written or endorsed by the authors. For technical accuracy, refer to the original paper. Read full disclaimer
Imagine you are trying to power a massive, bustling city. You have a fleet of solar panels and wind turbines, which are fantastic at generating electricity when the sun is shining and the wind is blowing. But here's the catch: the sun doesn't shine at night, and the wind doesn't always blow, especially during those long, dark winter weeks. To keep the lights on 24/7, you need a "backup plan" that can step in when nature takes a break. This is the world of Energy Return on Investment (EROI). Think of EROI as a "profit margin" for energy. If you spend 1 unit of energy to build a power plant, and that plant gives you back 10 units of energy over its life, your EROI is 10. That's a great deal! But if you spend 1 unit to get back only 1.1 units, your EROI is 1.1, which is barely enough to keep the lights on, let alone build hospitals, schools, or space rockets. The big question scientists are asking is: When we add all the extra stuff needed to make solar and wind reliable (like giant batteries or backup gas plants), does the "profit" disappear?
This paper, written by Hans Peter Beck, dives deep into that exact question. It acts like a giant accounting ledger for a future energy system. Instead of just looking at a single solar panel on a roof, the author builds a "fleet" model—a massive, imaginary power grid for Central Europe that relies 80% on wind and 20% on solar. The study then asks: "What happens to our energy profit when we add the heavy lifting required to make this weather-dependent power reliable?" The paper finds that while solar panels look great on their own, the moment you add the necessary "firming" (backup) systems to keep the lights on during winter storms, the energy profit drops dramatically. In fact, the most reliable backup options tested (like hydrogen storage or gas plants) shrink the energy profit down to single digits, or even close to zero. The paper suggests that without a high-energy surplus, our modern, complex society might struggle to survive, let alone thrive.
The Solar Panel's Lonely Dream
Let's start with the hero of our story: the solar panel. On its own, a solar panel is a bit of a rockstar. If you look at just the installation—the panel, the wires, and the inverter—it has a fantastic energy profit. In the sunny parts of Central Europe, for every unit of energy used to build it, it might give back 15 to 20 units over its lifetime. That's like buying a ticket for $1 and winning $20. It sounds like a winning lottery ticket!
But here's the plot twist: a solar panel is a "fair-weather friend." It only works when the sun is out. If you want to run a whole city, you can't just rely on fair-weather friends. You need a backup plan for the rainy days, the cloudy nights, and those terrifyingly long winter stretches where the sun barely peeks out and the wind is dead calm. Scientists call this need for a backup "firming." It's the difference between having a picnic blanket (solar) and having a full tent with a heater (firm power).
The Cost of the Backup Plan
The paper builds a massive simulation of a power grid to see what happens when we try to turn that "fair-weather friend" into a "reliable roommate." The author creates a scenario where 80% of the power comes from wind and 20% from solar. This mix is great because wind often blows when the sun isn't shining, but even this combo has a weakness: sometimes, both the wind and the sun take a nap at the same time. These are called "Dunkelflaute" events (a fancy German word for "dark doldrums").
To survive these dark doldrums, the paper tests three different backup strategies, and the results are a bit of a shocker.
1. The Battery Bank (The Short-Term Fix)
Imagine you try to solve the problem with a giant battery. Batteries are great for shifting energy from the afternoon to the evening, like moving a few apples from a full basket to an empty one. But what if the basket is empty for a whole week?
The paper calculates that if you try to store enough energy in batteries to last just 24 hours, the energy profit crashes. Instead of getting 15 units back, you might only get 0.7 to 2.3 units. Why? Because making those massive batteries takes a huge amount of energy. It's like trying to carry a backpack full of bricks to get to the store; the heavier the backpack, the less energy you have left to actually buy groceries. Even a 4-hour battery drops the profit to the range of 3.4 to 7.6. The paper suggests that while batteries are useful for short naps, they are too heavy and expensive to carry us through a long winter.
2. The Hydrogen Tank (The Long-Term Fix)
Next, the paper looks at hydrogen. This is like turning electricity into a gas, storing it in a giant underground tank, and turning it back into electricity when needed. It's the ultimate long-term storage, capable of holding energy for weeks or months.
However, the process is very inefficient. It's like trying to fill a bucket with a leaky hose. You have to pump in a lot of water (electricity) to get a little bit to stay in the bucket. Because of these losses, you need to build more solar panels and wind turbines just to fill the tank. The paper finds that even with this "super storage," the energy profit drops to a range of 3.4 to 7.7. It's better than the 24-hour battery, but it's still in the "single-digit" zone, which is a dangerous place for a modern society.
3. The Gas Backup (The Fossil Fuel Crutch)
Finally, the paper looks at keeping gas power plants on standby. These plants don't need to store energy; they just burn gas when the wind and sun fail.
The result here is even starker. Because you have to keep these massive gas plants built and ready to go (even if they sit idle most of the time), and because you have to burn the fuel to run them, the energy profit plummets to 1.2 to 2.6 for pipeline gas, and even lower (1.0 to 2.2) for liquid natural gas (LNG).
The paper explains that at an EROI of 2, you are spending half your total energy production just to keep the power plants running. It's like a business where half your revenue goes to paying the rent, leaving very little for anything else. At an EROI of 1, you are just breaking even, and below 1, you are losing money. The paper suggests that relying on gas backup might keep the lights on, but it leaves almost no "surplus" energy to build schools, cure diseases, or explore space.
The "Alpine" Illusion
You might think, "What if we put solar panels on the snowy mountains? The snow reflects light, so they should work better!" The paper checks this too. It turns out that while mountain panels do get a bit more sun, the cost of building roads, heavy mounts, and power lines in the mountains eats up all that extra gain. The energy profit for mountain solar ends up being just as low as the regular solar when you add the backup requirements. The paper suggests that putting panels on difficult terrain doesn't solve the fundamental problem of needing a massive backup system.
The Big Picture: Why This Matters
So, what's the takeaway from this giant energy ledger? The paper suggests that we have been looking at solar and wind in isolation, like judging a car by its engine without considering the fuel, the tires, and the driver. When you look at the whole system needed to keep a city running reliably, the "profit" of renewable energy shrinks significantly.
The author argues that a modern, industrial society needs a high energy profit (an EROI of at least 7 to 10) to support things like healthcare, education, and scientific research. If the energy system is so inefficient that it has to spend most of its own energy just to build and maintain itself, there isn't much left for the rest of society. The paper suggests that while solar and wind are important, they cannot be the only solution if we want to keep our complex world running without running out of energy surplus. It hints that we might need other types of power that are "firm" (always on) and have a high energy profit, like nuclear power or hydroelectricity, to fill the gap.
In short, the paper warns us that the path to a green future isn't just about slapping more panels on roofs. It's about understanding the heavy cost of reliability. If we ignore the cost of the backup, we might find ourselves with a lot of green energy that isn't quite enough to power the world we live in.
Drowning in papers in your field?
Get daily digests of the most novel papers matching your research keywords — with technical summaries, in your language.