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人工智能应用对制造企业环境绩效的影响机制

肖鹏 刘冻 刘景东 周恩德

重庆理工大学学报2026,Vol.40Issue(12):36-49,14.
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重庆理工大学学报2026,Vol.40Issue(12):36-49,14.DOI:10.3969/j.issn.1674-8425(s).2026.06.004

人工智能应用对制造企业环境绩效的影响机制

Research on the impact mechanism of artificial intelligence adoption on the environmental performance of manufacturing enterprises

肖鹏 1刘冻 1刘景东 1周恩德2

作者信息

  • 1. 安徽大学商学院,安徽 合肥 230601
  • 2. 湖北汽车工业学院经济管理学院,湖北十堰 442002
  • 折叠

摘要

Abstract

The integration of artificial and human intelligence in the ongoing technological revolution are accelerating the green transformation and development of enterprises to a new stage.As an important catalyst for enterprise technological innovation,artificial intelligence not only promotes the high-quality development of enterprises,but also provides innovative solutions for improving the environmental performance of China's manufacturing industry.This study adopts text mining to analyze the data of A-share manufacturing enterprises inChina from 2010 to 2024,and examines whether the application of artificial intelligence improves the environmental performance of manufacturing enterprises through three mechanisms:direct transmission,indirect transmission,and heterogeneous transmission.This study aims to deeply explore the internal mechanism of artificial intelligence application affecting enterprise environmental performance by constructing specific indicators of artificial intelligence adoption at the micro level.The research results open up a new path for Chinese manufacturing enterprises to improve their modern environmental governance capabilities.The application of artificial intelligence indirectly improves the environmental performance of manufacturing enterprises by promoting green technology innovation,accelerating interdisciplinary knowledge integration,and improving green total factor productivity.In addition,when examining the heterogeneity characteristics of enterprises,the study finds that heterogeneity tests reveal distinct effects between non-state-owned enterprises and low-pollution manufacturers.The impact of artificial intelligence implementation on enterprise environmental performance is becoming increasingly prominent,and this paper provides a new empirical basis for artificial intelligence technology to improve enterprise environmental performance.The research results provide a feasible path to promote technological innovation and sustainable development of manufacturing enterprises.

关键词

人工智能应用/环境绩效/绿色技术创新/知识多元融合/绿色全要素生产率

Key words

artificial intelligence adoption/environmental performance/green technology innovation/interdisciplinary knowledge integration/green total factor productivity

分类

管理科学

引用本文复制引用

肖鹏,刘冻,刘景东,周恩德..人工智能应用对制造企业环境绩效的影响机制[J].重庆理工大学学报,2026,40(12):36-49,14.

基金项目

国家社会科学基金项目"惯例演化驱动制造企业数字化转型的机理、路径与对策研究"(23BGL127) (23BGL127)

湖北省高等学校哲学社会科学研究重大项目"创新要素集聚对湖北制造业转型升级的影响研究"(23ZD258) (23ZD258)

重庆理工大学学报

1674-8425

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