Optimization of wind-solar-gas-storage integrated energy systems under the carbon and green certificate markets

D Debin Fang H Heng Zhou (National Synchrotron Radiation Laboratory, State Key Laboratory of Precision and Intelligent Chemistry) P Pengyu Wang (State Key Laboratory of Natural and Biomimetic Drugs, Beijing Key Laboratory of Carbohydrate Intelligent Manufacture and Functional Applications, School of Pharmaceutical Science, Peking University, Xue Yuan Road No. 38, Beijing 100191, China) Z Zeyu Xing

Abstract

This study investigates the optimization of wind-solar-gas-storage integrated energy systems (IES) under the dual-market mechanisms of carbon emission trading (CET) and green certificate trading (GCT). A unified analytical framework is developed to examine the techno-economic and environmental performance of IES within these combined market structures. The results indicate that the concurrent implementation of CET and GCT leads to a significant reduction in operational costs while simultaneously enhancing system sustainability. Through a series of scenario analyses, we explore the impact of price fluctuations in carbon and green certificate markets on system performance and compliance expenditures. Our findings indicate that the coordinated implementation of CET and GCT can significantly reduce the operating cost of integrated energy systems—by as much as 50.2%—while also effectively lowering carbon emissions by approximately 29.9%. An increase in the carbon price yields dual benefits of cost reduction and emission abatement, with a clearly identifiable economically efficient range between 0.05 and 0.20 CNY/kg. Although higher green certificate prices can further incentivize low-carbon operation, their marginal benefits tend to diminish beyond 80 CNY per certificate. These insights underscore the importance of integrated policy frameworks that leverage the synergistic effects of CET and GCT to optimize energy system performance. The study provides valuable guidance for policymakers, system operators, and stakeholders in the energy sector, highlighting the potential for strategic investments in these market mechanisms to achieve significant environmental and economic benefits.

Article Details

Journal PLoS ONE
Volume / Issue Vol. 21, Issue 4
Published April 24, 2026
Pages e0346530
ISSN 1932-6203
Publisher Public Library of Science

Journal Info

PLoS ONE

Public Library of Science

ISSN: 1932-6203 Open Access Health Sciences

Authors (4)

D

Debin Fang

H

Heng Zhou

National Synchrotron Radiation Laboratory, State Key Laboratory of Precision and Intelligent Chemistry

P

Pengyu Wang

State Key Laboratory of Natural and Biomimetic Drugs, Beijing Key Laboratory of Carbohydrate Intelligent Manufacture and Functional Applications, School of Pharmaceutical Science, Peking University, Xue Yuan Road No. 38, Beijing 100191, China

Z

Zeyu Xing