arXiv:2501.14747econ.GNcs.AI2025-01被引 12

AI创新可降碳,但经济扩张与能源消耗会加剧排放

Enhancing Green Economy with Artificial Intelligence: Role of Energy Use and FDI in the United States

  • 用ARLD-STIRPAT模型分析美国1990-2022年碳排放影响因素
  • AI创新降低碳排放,但经济增速、能源使用等推高排放
  • 适合关注绿色政策、智能技术与可持续发展的研究者

气候变化挑战日益严峻,亟需探索影响碳排放的关键因素。本研究基于1990至2022年美国数据,结合ARDL与STIRPAT模型,分析人工智能(AI)创新、经济增长、外商直接投资(FDI)、能源消耗及城市化对二氧化碳(CO2)排放的影响。单位根检验(ADF、PP、DF-GLS)显示变量存在混合阶数积分,ARDL边界检验确认长期协整关系。结果表明:在环境规制下,AI创新与碳减排正相关;而国内生产总值(GDP)增长、能源使用、FDI和城市化均显著加剧碳排放。使用FMOLS、DOLS和CCR进行稳健性检验,结果一致。配对格兰杰因果检验发现,碳排放与经济增长、AI创新、能源使用、FDI和城市化间存在单向因果关系。研究建议推动绿色FDI、发展AI技术、采用可持续能源、实施生态友好型城市规划,以促进美国可持续增长。

原文摘要 · Abstract (English)

The escalating challenge of climate change necessitates an urgent exploration of factors influencing carbon emissions. This study contributes to the discourse by examining the interplay of technological, economic, and demographic factors on environmental sustainability. This study investigates the impact of artificial intelligence (AI) innovation, economic growth, foreign direct investment (FDI), energy consumption, and urbanization on CO2 emissions in the United States from 1990 to 2022. Employing the ARDL framework integrated with the STIRPAT model, the findings reveal a dual narrative: while AI innovation mitigates environmental stress, economic growth, energy use, FDI, and urbanization exacerbate environmental degradation. Unit root tests (ADF, PP, and DF-GLS) confirm mixed integration levels among variables, and the ARDL bounds test establishes long-term co-integration. The analysis highlights that AI innovation positively correlates with CO2 reduction when environmental safeguards are in place, whereas GDP growth, energy consumption, FDI, and urbanization intensify CO2 emissions. Robustness checks using FMOLS, DOLS, and CCR validate the ARDL findings. Additionally, Pairwise Granger causality tests reveal significant one-way causal links between CO2 emissions and economic growth, AI innovation, energy use, FDI, and urbanization. These relationships emphasize the critical role of AI-driven technological advancements, sustainable investments, and green energy in fostering ecological sustainability. The study suggests policy measures such as encouraging green FDI, advancing AI technologies, adopting sustainable energy practices, and implementing eco-friendly urban development to promote sustainable growth in the USA.

碳排放人工智能绿色经济经济政策

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