Feasibility Analysis of China's Electricity Supply and Carbon Neutrality Using LSTM-ARIMA Model
DOI:
https://doi.org/10.54097/vgrr2p32Keywords:
ARIMA-LSTM, Spearman correlation coefficient, SA-PSO.Abstract
This article focuses on the modeling and algorithm design of China's photovoltaic power generation industry. This article mainly uses ARIMA-LSTM to study the influencing factors of China's power supply and predict its development trend; Using the GPCA-EWM evaluation model to evaluate the possibility of constructing a photovoltaic power station in a certain area. In terms of factor selection, The paper integrated the five major indicators of economy, production, consumption, transportation, and population for factor selection and data acquisition. Finally, the paper obtained feasibility score maps for various provinces in China, And based on this analysis, it is more suitable to build photovoltaic power stations in the northwest region of China.
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References
Ma Yifei. Research and application of GIS-based solar photovoltaic energy plant siting method[D]. Northern Nationalities University, 2020.
Duan Ying, Liao Liufeng, Yang Juan, Zhan Peigang. GIS-based estimation of suitable capacity for construction of photovoltaic projects in rocky desertification areas - An example from Zhenning, Ziyun and Guanling counties[J]. Middle and low latitude mountain meteorology, 2021, 45(06):26-30.
Alami Merrouni A, Mezrhab A, Mezrhab A. CSP Sites Suitability Analysis in the Eastern Region of Morocco[J].Energy Procedia, 2016, 18:6-15.
Munkhbat U, Choi Y. GIS-Based Site Suitability Analysis for Solar Power Systems in Mongolia[J]. Applied Sciences. 2021; 11(9):3748.
Liu Yibo. Analysis of Electricity Quantity Prediction Based on LSTM Neural Network [J]. Integrated Circuit Application, 2023, 40 (08): 78-79.
Zhu Yidong Research and Application of Photovoltaic Power Station Site Selection [D]. Anhui University of Science and Technology, 2022.
Yu Tao. Analysis of Economic Indicators of Photovoltaic Power Generation Projects and Their Impact on Investment Risks [J]. Engineering Economics, 2019, 29 (05): 28-31.
Ye Jianchun Research on Budget Management of Photovoltaic Power Station Construction Projects [D]. Southeast University, 2021.
Qu Zhun, Yang Suchang, Xiao Jianhua. Analysis of the Current Situation and Potential of Photovoltaic Power Station Construction in Northwest China under the Dual Carbon Background [J]. Resources and Environment in Arid Areas, 2024, 38 (02): 20-26.
Qu Ming Evaluation of Carbon Saving and Emission Reduction in the Qinghai Tibet Plateau Region Based on the Potential of Solar Power Generation [D]. Tianjin University of Urban Construction, 2023.
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