Low-Carbon Economic Dispatch of Integrated Energy System Considering Expanding Carbon Emission Flows

To address the issues of low coordination in low-carbon operation between Carbon Capture and Storage (CCS) devices and Power to Gas (P2G) devices in integrated energy systems (IES), as well as the inaccurate characterization of carbon emissions from energy storage devices, this paper proposes an ext...

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Veröffentlicht in:	IEEE access Jg. 12; S. 104755 - 104769
Hauptverfasser:	Wang, Lixia, Zhao, Haodong, Wang, Dawei, Dong, Fang, Feng, Tianmin, Xiong, Rui
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	Piscataway IEEE 2024 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Schlagworte:	Algorithms Carbon content Carbon dioxide carbon emission flow Carbon emissions Carbon sequestration CCS-P2G synergistic operation Coal-fired power plants Collaboration Devices Dynamic programming Effectiveness Electricity Electricity distribution Electricity pricing electricity-carbon ratio Emissions Energy storage Integrated energy systems Low carbon economy Low-carbon economic dispatch Multilayers Natural gas Nodes Optimization parallel multidimensional approximate dynamic programming Power dispatch Power-to-gas Thermal loading Wind power Wind power generation
ISSN:	2169-3536, 2169-3536
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Abstract	To address the issues of low coordination in low-carbon operation between Carbon Capture and Storage (CCS) devices and Power to Gas (P2G) devices in integrated energy systems (IES), as well as the inaccurate characterization of carbon emissions from energy storage devices, this paper proposes an extended carbon emission flow model that integrates the collaborative operation mode of CCS-P2G and the low-carbon characteristics of energy storage. The model establishes a coupling relationship between CCS and P2G on the energy supply side to achieve low-carbon economic operation of P2G. On the energy storage side, the concept of "electricity-carbon ratio (ECR)" is introduced to characterize the carbon emission characteristics of energy storage devices, exploring the potential for coordinated low-carbon dispatch on both the energy supply and energy storage sides. Based on this, a low-carbon economic dispatch model for integrated energy systems is constructed, considering multiple uncertainties such as wind power, electricity prices, and electric-heat-gas loads. To achieve fast and efficient solving of the model, a parallel multi-dimensional approximate dynamic programming algorithm is adopted, which significantly improves solving efficiency by constructing a multi-layer parallel loop nested framework without losing solving accuracy. The effectiveness of the proposed model and algorithm is validated using an improved E14-H6-G6 system, consisting of a 14-node power grid, a 6-node heating network, and a 6-node gas network. The CCS-P2G (Carbon Capture, Storage, and Power-to-Gas) collaborative operation mode discussed in this article significantly enhances the economic and low-carbon performance of the Integrated Energy System (IES) by fully reutilizing CO2. Compared to unmodified coal-fired power units, the total cost is reduced by 137,900 yuan, thereby validating the effectiveness of the CCS-P2G collaborative operation mode in low-carbon scheduling.
AbstractList	To address the issues of low coordination in low-carbon operation between Carbon Capture and Storage (CCS) devices and Power to Gas (P2G) devices in integrated energy systems (IES), as well as the inaccurate characterization of carbon emissions from energy storage devices, this paper proposes an extended carbon emission flow model that integrates the collaborative operation mode of CCS-P2G and the low-carbon characteristics of energy storage. The model establishes a coupling relationship between CCS and P2G on the energy supply side to achieve low-carbon economic operation of P2G. On the energy storage side, the concept of “electricity-carbon ratio (ECR)” is introduced to characterize the carbon emission characteristics of energy storage devices, exploring the potential for coordinated low-carbon dispatch on both the energy supply and energy storage sides. Based on this, a low-carbon economic dispatch model for integrated energy systems is constructed, considering multiple uncertainties such as wind power, electricity prices, and electric-heat-gas loads. To achieve fast and efficient solving of the model, a parallel multi-dimensional approximate dynamic programming algorithm is adopted, which significantly improves solving efficiency by constructing a multi-layer parallel loop nested framework without losing solving accuracy. The effectiveness of the proposed model and algorithm is validated using an improved E14-H6-G6 system, consisting of a 14-node power grid, a 6-node heating network, and a 6-node gas network. The CCS-P2G (Carbon Capture, Storage, and Power-to-Gas) collaborative operation mode discussed in this article significantly enhances the economic and low-carbon performance of the Integrated Energy System (IES) by fully reutilizing CO2. Compared to unmodified coal-fired power units, the total cost is reduced by 137,900 yuan, thereby validating the effectiveness of the CCS-P2G collaborative operation mode in low-carbon scheduling.
Author	Wang, Dawei Feng, Tianmin Xiong, Rui Zhao, Haodong Dong, Fang Wang, Lixia
Author_xml	– sequence: 1 givenname: Lixia orcidid: 0009-0007-9836-9971 surname: Wang fullname: Wang, Lixia email: wanglx_2023@163.com organization: State Grid Liaoning Electric Power Supply Company Ltd., Shenyang, China – sequence: 2 givenname: Haodong orcidid: 0009-0008-8398-8785 surname: Zhao fullname: Zhao, Haodong organization: State Grid Shenyang Electric Power Supply Company, Shenyang, China – sequence: 3 givenname: Dawei surname: Wang fullname: Wang, Dawei organization: State Grid Liaoning Electric Power Supply Company Ltd., Shenyang, China – sequence: 4 givenname: Fang surname: Dong fullname: Dong, Fang organization: State Grid Liaoning Electric Power Research Institute, Shenyang, China – sequence: 5 givenname: Tianmin surname: Feng fullname: Feng, Tianmin organization: State Grid Shenyang Electric Power Supply Company, Shenyang, China – sequence: 6 givenname: Rui surname: Xiong fullname: Xiong, Rui organization: State Grid Shenyang Electric Power Supply Company, Shenyang, China
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Cites_doi	10.1109/TSG.2021.3119972 10.1109/TSG.2019.2935736 10.1109/iSPEC48194.2019.8975319 10.1109/tsg.2024.3371221 10.1109/ICPST56889.2023.10165626 10.1109/TPWRS.2017.2736943 10.1109/PTC.2019.8810482 10.1109/TIA.2020.2992945 10.1109/TSG.2022.3229278 10.35833/MPCE.2020.000917 10.1109/TSTE.2022.3220797 10.1109/TSG.2015.2388695 10.1109/TSG.2018.2830775 10.1109/TSTE.2019.2961432 10.1016/j.apenergy.2021.117514 10.1109/TIA.2021.3076020 10.35833/MPCE.2022.000671 10.1109/TIA.2021.3079329 10.1109/TIA.2022.3169737 10.1109/ACCESS.2023.3255508 10.1109/ACCESS.2021.3083272 10.1049/icp.2023.1831
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References	ref12 ref15 ref14 ref30 ref11 ref10 ref2 ref1 ref17 Cui (ref29) ref19 ref18 Zhang (ref13) 2019; 43 ref24 ref23 ref26 Fan (ref3) 2023; 39 ref25 ref20 Zhang (ref28) ref22 ref21 ref8 ref7 ref4 Liao (ref16) Li (ref9) ref6 ref5 Zhang (ref27) 2023; 47
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SubjectTerms	Algorithms Carbon content Carbon dioxide carbon emission flow Carbon emissions Carbon sequestration CCS-P2G synergistic operation Coal-fired power plants Collaboration Devices Dynamic programming Effectiveness Electricity Electricity distribution Electricity pricing electricity-carbon ratio Emissions Energy storage Integrated energy systems Low carbon economy Low-carbon economic dispatch Multilayers Natural gas Nodes Optimization parallel multidimensional approximate dynamic programming Power dispatch Power-to-gas Thermal loading Wind power Wind power generation
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Title	Low-Carbon Economic Dispatch of Integrated Energy System Considering Expanding Carbon Emission Flows
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