Mean‐Field Game Based Low‐Carbon Economic Operation of Steel Parks in Coupled Electricity–Carbon–Green Certificate Markets
鉄鋼団地の低炭素経済運転のための平均場ゲームに基づく手法:電力・炭素・グリーン証書市場の連携 (AI 翻訳)
Xiaoou Liu
🤖 gxceed AI 要約
日本語
本論文は、鉄鋼団地が電力・炭素・グリーン証書市場に参加する際の低炭素経済運転手法を提案。生産プロセスとエネルギー供給のモデル化、平均場ゲーム理論による多数参加者の均衡解法、マン型反復法による高速化を行い、中国の雲南鉄鋼団地の事例で有効性を検証した。
English
This paper proposes a low-carbon economic operation method for steel parks participating in coupled electricity-carbon-green certificate markets. It models the production and energy supply, uses mean-field game theory to solve equilibrium with many participants, and employs Mann-type iteration for faster convergence. A case study on Yunnan Steel Park in China validates the approach.
Unofficial AI-generated summary based on the public title and abstract. Not an official translation.
📝 gxceed 編集解説 — Why this matters
日本のGX文脈において
日本でも鉄鋼業は主要な排出源であり、炭素市場やグリーン証書の活用が進む中、本手法は国内鉄鋼団地の運営最適化に示唆を与える。特に多くの事業者が参加する市場での均衡解法は、日本のガバナンス設計にも応用可能。
In the global GX context
Globally, coupled electricity-carbon-green certificate markets are emerging as key decarbonization tools. This paper's application of mean-field game theory to a large-scale industrial park offers a scalable optimization framework that can inform market design and demand response programs worldwide.
👥 読者別の含意
🔬研究者:The mean-field game approach offers a novel way to model many participants in coupled energy-carbon markets, contributing to game theory and market design literature.
🏢実務担当者:Steel park operators can use the proposed model to optimize production schedules and energy purchases across electricity, carbon, and green certificate markets, reducing costs and emissions.
🏛政策担当者:The paper demonstrates the benefits of integrating multiple market instruments; regulators can consider such coupled designs to enhance industrial demand response.
📄 Abstract(原文)
With the development of green energy, steel parks have great potential for energy saving and emission reduction, but their enthusiasm for participating in market demand response is insufficient. With the advancement of the construction of the electricity and carbon market, the steel park urgently needs to arrange own operating mode based on market orientation, in order to achieve carbon reduction and efficiency improvement. Therefore, this paper proposes a trading method for steel parks to participate in the electricity–carbon–green certificate market, guiding the mode optimization of steel parks and achieving low‐carbon economic operation. First, an integrated energy system framework has been established for the production process of the steel park. Second, based on the production process, energy supply structure, and carbon emission characteristics of the steel park, a production system model and an energy supply system model were constructed. Then, based on the electricity price model and carbon trading price model, a low‐carbon economic operating mode of steel parks to participate in the electricity–carbon–green certificate market was proposed. Aiming at the problem of difficulty in solving the game equilibrium with a large number of participants in the market, a method for solving the equilibrium point based on mean field theory is proposed. Mann‐type iterative method is adopted to accelerate the solving process of equilibrium point. Finally, the effectiveness of proposed method was verified by the example analysis of Yunnan Steel Park in China, which helps to achieve energy conservation and emission reduction, and low‐carbon economic operation of steel park.
🔗 Provenance — このレコードを発見したソース
- semanticscholar https://doi.org/10.1155/er/5435206first seen 2026-06-26 05:31:54
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