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制造业应用人工智能技术风险与应对

作者:赵修仪 所属图书:中国制造业数字化创新报告(2024) 图书作者:谢卫红 王忠 刘艳 李忠顺 出版时间:2024年12月 所属丛书:
报告字数:11299字 报告页数:12页

文章摘要:在促进产业发展方面,人工智能技术已展现出了无可替代的积极作用。但随着人工智能技术在应用中不断演进,它不仅将给诸多行业带来新的机遇和挑战,其在实践中的不当使用也必将放大各行业既有风险。在宏观层面,人工智能应用可能导致就业结构转变、技能差距扩大、对教育和培训需求上升、经济不平等加剧、伦理道德争议等社会福利风险,以及因算法和数据中存在歧视和不正当使用导致的国家安全与社会稳定风险。对此,应深入挖掘人工智能前端技术,完善发展架构,加强基础设施和... 展开

文章摘要:在促进产业发展方面,人工智能技术已展现出了无可替代的积极作用。但随着人工智能技术在应用中不断演进,它不仅将给诸多行业带来新的机遇和挑战,其在实践中的不当使用也必将放大各行业既有风险。在宏观层面,人工智能应用可能导致就业结构转变、技能差距扩大、对教育和培训需求上升、经济不平等加剧、伦理道德争议等社会福利风险,以及因算法和数据中存在歧视和不正当使用导致的国家安全与社会稳定风险。对此,应深入挖掘人工智能前端技术,完善发展架构,加强基础设施和配套设施建设,并推动法律与技术共治,以应对人工智能发展带来的变革。在产业相关层面,应用人工智能技术主要面临如下风险:其一,人工智能输出部分内容与常识不符、依赖标记数据、内容审核困难以及道德问题等局限;其二,我国人工智能算法、算力和数据层面的局限将提升应用成本,导致应用相关技术的产业成本上升,从而可能在国际竞争中面临较大压力;其三,我国正处于产业结构转型升级阶段,但人工智能技术发展与转型升级需求存在错配问题;其四,人工智能技术应用场景的迅速变化可能导致市场需求剧烈波动,部分企业、产业生命周期缩短,造成发展阶段资源浪费和社会财富损失。此外,在道德与法律层面,制

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Abstract:In terms of promoting industrial development,artificial intelligence(AI)technology has demonstrated an irreplaceable positive role. However,as AI technology continuously evolves in its applications,it not only brings new opportunities and challenges to many industries but also amplifies existing risks through improper use. At the macro level,the application of AI could possibly lead to social welfare risks such as changes in emp... 展开

Abstract:In terms of promoting industrial development,artificial intelligence(AI)technology has demonstrated an irreplaceable positive role. However,as AI technology continuously evolves in its applications,it not only brings new opportunities and challenges to many industries but also amplifies existing risks through improper use. At the macro level,the application of AI could possibly lead to social welfare risks such as changes in employment structures,widened skill gaps,increased demand for education and training,exacerbated economic inequality,ethical disputes,as well as risks to domestic safety and social stability arising from discrimination and improper use in algorithms and data. In this context,it is necessary to delve into cutting-edge AI technologies,refine development frameworks,strengthen infrastructure construction,and promote the co-governance of law and technology to address the changes caused by AI development. On the industry-specific level,the main risks faced in the application of AI technology include:firstly,AI outputs heavily relies on labeled data,and sometimes contradicting common sense as well as containing ethical issues,and these may hard to be moderated;secondly,the limitations in China’s AI algorithms,computing power,and data layers will further increase the application costs of AI,thereby raising the industrial costs of related technologies and potentially facing significant pressure in international competition;thirdly,China is in the stage of industrial structural transformation and upgrading,but there is a significant mismatch between the development of AI technology and the needs for transformation and upgrading;fourthly,rapid changes in AI application scenarios may lead to severe fluctuations in market demand,shortening the life cycles of some enterprises and industries,causing waste of developmental stage resources and loss of social wealth. Additionally,on ethical and legal levels,the application of AI in manufacturing primarily faces risks related to the leakage of commercial secrets and personal privacy,intellectual property risks,and difficulties in legal regulations keeping pace with the rapid development of AI and resulting social changes.

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作者简介

赵修仪:赵修仪,经济学博士,广东工业大学经济学院助理研究员,主要研究方向为人工智能产业发展、机器学习。

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