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Optimal Bidding Strategy of Wind–Hydrogen Integrated Energy Systems in Energy and Ramping Service Market

This paper proposes a bi-level optimal bidding strategy for wind–hydrogen integrated energy systems participating in both energy and ramping markets, which incorporates dynamic proton exchange membrane electrolyzer efficiency and the system's dual prosumer identity to maximize profitability and market stability.

Original authors: Peng Gao, Bingcheng Huang, Lirong Deng, Qiting Huang, Yi Sun, Mingming Chen, Cheng Qi

Published 2026-07-01
📖 5 min read🧠 Deep dive

Original authors: Peng Gao, Bingcheng Huang, Lirong Deng, Qiting Huang, Yi Sun, Mingming Chen, Cheng Qi

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 a power grid as a massive, high-stakes dance floor. The music is the electricity demand from homes and businesses, and the dancers are the power generators. For a long time, the music was steady, played by reliable generators like coal and gas plants. But now, we have added a new dancer: Wind Power.

Wind is a great dancer, but it's unpredictable. Sometimes it spins wildly fast (strong wind), and sometimes it stops dead (calm air). This makes the whole dance floor wobble, creating a need for a "spotter" who can instantly speed up or slow down to keep everyone from tripping. In the energy world, this spotter is called Ramping.

This paper proposes a new, super-smart dancer called the Wind-Hydrogen Integrated Energy System (WH-IES). Here is how it works, broken down into simple concepts:

1. The Smart Dancer: Wind + Hydrogen + Batteries

Think of the WH-IES as a three-part team:

  • The Wind Turbines: They generate electricity when the wind blows.
  • The Hydrogen Tank (The "Time Machine"): When the wind blows too hard and there's too much electricity, the system doesn't just waste it. It uses that extra power to split water into hydrogen gas and store it in a tank. Later, when the wind stops and electricity is needed, it turns that hydrogen back into electricity using a fuel cell.
  • The Small Battery (The "Shock Absorber"): This tiny battery sits between the wind and the hydrogen maker. Its only job is to smooth out the bumps so the hydrogen maker doesn't get jumpy or inefficient.

2. The Secret Sauce: The "Smart" Hydrogen Maker

In the past, scientists assumed the machine that makes hydrogen (the electrolyzer) was like a lightbulb: it either worked at 100% or 0%. They thought it was equally efficient at any speed.

The paper's big discovery: The hydrogen maker is actually more like a car engine.

  • If you drive a car at a very low speed in high gear, the engine sputters and wastes gas.
  • If you drive at the perfect speed, it's super efficient.
  • If you push it too hard, it gets hot and inefficient.

This paper builds a model that knows the hydrogen maker has a "sweet spot." It tells the system: "Don't run the machine at a low, inefficient speed just to be ready; turn it off completely if the price is low, or run it at the perfect speed to save money." This saves a lot of energy.

3. The Double Life: Buyer and Seller

This is the most creative part of the paper. Usually, a wind farm is just a buyer in the "Ramping Market." Because the wind is unpredictable, the wind farm has to pay other power plants to be ready to fix its mistakes.

But this paper says the Wind-Hydrogen system is a Prosumer (a Producer + Consumer).

  • As a Consumer: It buys ramping services when the wind is too wild for its own hydrogen tank to handle.
  • As a Producer: Because it has a hydrogen tank, it can sell ramping services to the grid! It can say, "I can speed up or slow down my hydrogen production instantly to help the grid stay stable."

It's like a person who usually buys insurance against car accidents but also works as a professional driver who gets paid to help others avoid accidents.

4. The Strategy: Playing the Market Game

The paper uses a "Two-Level Game" to figure out the best way to bid (offer) electricity and ramping services:

  • Level 1 (The WH-IES): "How much should I sell? How much hydrogen should I make? I want to make the most money."
  • Level 2 (The Market Operator): "Okay, I have offers from everyone. I will pick the cheapest and most reliable ones to keep the lights on."

The system constantly plays this game against itself to find the perfect balance. It doesn't just guess the price; it calculates how its own actions will change the market price.

5. The Results: Why It Matters

The authors tested this on a computer simulation of a power grid (a 6-bus system). Here is what they found:

  • More Money: By treating the hydrogen maker like a "smart car engine" (dynamic efficiency) and acting as both a buyer and seller, the system made more profit than systems that assumed the machine was always equally efficient or only acted as a buyer.
  • Less Waste: The system wasted less wind energy because it knew exactly when to make hydrogen efficiently.
  • Stable Grid: By selling ramping services, the Wind-Hydrogen system helped the grid avoid "tripping." It took the pressure off the traditional coal and gas plants, keeping the whole dance floor stable.
  • Cheaper for Everyone: Because the Wind-Hydrogen system helped stabilize the grid, the price of "ramping services" (the cost to keep the grid steady) actually went down for everyone else.

Summary

This paper introduces a strategy for a Wind-Hydrogen power plant to stop being a passive, unpredictable guest at the energy party and become a smart, profitable host. By understanding that its hydrogen-making machine works best at specific speeds and by realizing it can sell stability to the grid, this system saves money, reduces waste, and keeps the lights on more reliably.

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