Source network load energy storage flow carbon flow analysis method based on multidomain characteristics and CNN
Due to the correlation relationship in each stage of the integrated energy system of source network load energy storage, it is difficult to guarantee the reliability of the analysis results of energy flow carbon flow. Therefore, a research method of source network load energy storage flow carbon flow analysis based on multi domain characteristics and CNN is proposed. Based on the stage, comb the complete chain of energy in the source network load storage system from input to conversion, and then to final consumption, and deeply integrate the carbon emission data in each subsystem and process to obtain the energy utilization characteristics and carbon emission characteristics of the source network load storage system; After defining the analysis object and classification corresponding to the primary energy processing conversion energy consumption terminal in the hierarchical structure of the main body of the energy flow carbon flow chart, CNN is used to fit the multi domain characteristics to determine the energy flow carbon flow relationship. In the test results, the analysis results of the corresponding energy consumption and carbon emissions in different scenarios have the highest fitting degree with the simulated output.
Authors
- Yichun Gong
- Cong Wu (ORCID: https://orcid.org/0000-0003-3530-6512)
- Guangzeng Sun (ORCID: https://orcid.org/0000-0002-7751-7820)
- Peng Xia (ORCID: https://orcid.org/0000-0002-4894-417X)
- Lei Jia (ORCID: https://orcid.org/0009-0007-9361-3525)
Institutions
- Energy Research Institute (CN)
Publication Details
- Published
- 2025-04-18
- DOI
- https://doi.org/10.1117/12.3065102
- Primary Topic
- Power Systems and Technologies
- Type
- article
- Field-Weighted Citation Impact
- 0.00