人工智能在我国湖泊治理中的应用与展望
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国家自然科学基金专项项目(42442108)


The application and prospect of artificial intelligence in lake governance in China
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Study of the Trends of Earth Sciences in the United States

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    摘要:

    湖泊作为淡水生态系统重要的组成部分,对人类的生存和发展起着不可替代的作用。社会经济快速发展的同时带来了湖泊环境的恶化,严重威胁湖泊生态环境,因此湖泊环境的科学治理在当今仍是一项艰巨而迫切的任务。人工智能技术的不断发展为湖泊环境治理带来了新的机遇和挑战。分析了当前我国湖泊治理面临的问题和挑战,再从湖泊监测、模拟与预测、湖泊管理、湖泊评价四个方面介绍了人工智能技术在湖泊环境治理领域的应用现状,并分析了当前人工智能技术在湖泊环境治理应用中存在的问题,提出了相应的建议,并探讨了未来的发展方向。研究认为我国湖泊治理还面临着水资源空间分布不均衡、营养盐控制难度大、生态水位难以保证以及缺乏统一完整且高效的监管技术体系等问题。人工智能技术的应用能极大地提高湖泊环境治理的效率,拓展了湖泊治理研究的范围并提高了精度和准确度,促进了水环境治理的转型升级和可持续发展。同时,人工智能技术在湖泊治理领域还面临着适用范围窄、可靠性差、对实测依赖性强以及缺乏对特定参数和领域的应用问题。未来应当加强相关模型和方法的研究,发展更优化的算法模型,以提高模型的可移植性和数据的准确性,深入研究外界因素与湖泊水质的关系,同时要加强全球变化背景下湖泊碳循环的人工智能研究。研究将为湖泊水污染治理和水安全保障提供新思路和新手段。

    Abstract:

    As an important part of freshwater ecosystem,lakes play an irreplaceable role in the survival and development of human beings. It should be noted that the lake environment has been deteriorating and posing a serious threat to the ecological environment of lakes with the rapid development of social economy,and effective governance and scientific management of lake environment is still a difficult task. The continuous development of artificial intelligence technology has brought new opportunities and challenges to the governance of lake environment. Here,we first analyzed the current problems and challenges faced by the management of lake environment in China. Then,we introduced the application status of artificial intelligence in the field of lake environmental management from four aspects,including lake monitoring,simulation and prediction,lake management and lake evaluation. Through the use of intelligent sensors and remote sensing technology,real-time monitoring of lake water quality and ecological conditions can be achieved. Artificial intelligence models can simulate the dynamic changes of lake environments and predict potential risks,providing scientific basis for decision-making. We also analyzed the current problems existing in the application of artificial intelligence in the management of lake environment,and put forward corresponding suggestions and the future development direction. Lake management in China is still faced with problems such as the uneven spatial distribution of water resources,great difficulty in controlling nutrients,the difficulty in ensuring ecological water levels,and the lack of a unified,complete and efficient supervision and technical system. The research believed that the application of artificial intelligence can greatly improve the efficiency of lake environmental governance,expand the scope of research,and improve the precision and accuracy. It also promoted the transformation,upgrading and sustainable development of water environment governance. At the same time,artificial intelligence in the field of lake environmental management is also faced with narrow scope of application,poor reliability,strong dependence on actual measurement,and the lack of application on certain indexes and areas. Thus,the research of related models and methods should be strengthened to improve the portability of models and data accuracy in the future. Overall,it's necessary to conduct in-depth research on the relationship between external factors and lake water quality parameters. Meanwhile,artificial intelligence can be applied to carbon cycle of lake with global change. This study will provide new insights and methods for the prevention and control of pollution in lakes and the guarantee of water quality safety.

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袁洁,肖启涛,冯霞,赵晏强,陶诚.人工智能在我国湖泊治理中的应用与展望.生态学报,2025,45(8):3569~3578

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