气候变化领域集成服务门户(CCPortal): Deep Learning in Carbon Neutrality Forecasting : A Study on the SSA-Attention-BIGRU Network

CCPortal

DOI	10.4018/JOEUC.336275
	Deep Learning in Carbon Neutrality Forecasting : A Study on the SSA-Attention-BIGRU Network
	Ran, Jiwei; Zou, Ganchang; Niu, Ying
发表日期	2024
ISSN	1546-2234
EISSN	1546-5012
起始页码	36
结束页码	1
卷号	36 期号:1
英文摘要	With the growing urgency of global climate change, carbon neutrality, as a strategy to reduce greenhouse gas emissions into the atmosphere, is increasingly seen as a critical solution. However, current forecasting models still face significant challenges and limitations in accurately and effectively predicting carbon emissions and their associated effects. These challenges largely stem from the complexity of carbon emission data and the interplay of anthropogenic and natural factors. To overcome these obstacles, the authors introduce an advanced forecasting model, the SSA-AttentionBIGRU network. This model ingeniously integrates an external attention mechanism, bidirectional GRU, and SSA components, allowing it to synthesize various key factors and enhance prediction accuracy when forecasting carbon neutrality trends. Through experiments on multiple datasets, the results demonstrate that, compared to other popular methods, the SSA-Attention-BIGRU network significantly excels in prediction accuracy, robustness, and reliability.
英文关键词	Carbon Neutrality; Deep Learning; Global Climate Change; Policy-Making; SSA-Attention-BIGRU Network
语种	英语
WOS研究方向	Computer Science ; Information Science & Library Science ; Business & Economics
WOS类目	Computer Science, Information Systems ; Information Science & Library Science ; Management
WOS记录号	WOS:001165615200002
来源期刊	JOURNAL OF ORGANIZATIONAL AND END USER COMPUTING
文献类型	期刊论文
条目标识符	http://gcip.llas.ac.cn/handle/2XKMVOVA/310105
作者单位	Guangxi Normal University; City University of Hong Kong
推荐引用方式 GB/T 7714	Ran, Jiwei,Zou, Ganchang,Niu, Ying. Deep Learning in Carbon Neutrality Forecasting : A Study on the SSA-Attention-BIGRU Network[J],2024,36(1).
APA	Ran, Jiwei,Zou, Ganchang,&Niu, Ying.(2024).Deep Learning in Carbon Neutrality Forecasting : A Study on the SSA-Attention-BIGRU Network.JOURNAL OF ORGANIZATIONAL AND END USER COMPUTING,36(1).
MLA	Ran, Jiwei,et al."Deep Learning in Carbon Neutrality Forecasting : A Study on the SSA-Attention-BIGRU Network".JOURNAL OF ORGANIZATIONAL AND END USER COMPUTING 36.1(2024).