碳排放,废水处理和水生生态系统
1School of Economics and Management, Southeast University, Nanjing 211189, China.
The Science of the total environment
|February 25, 2024
概括
中国中国中国中国.
科学领域:
- 环境科学 环境科学
- 地球系统科学 地球系统科学
- 气候变化研究 气候变化研究
背景情况:
- 碳排放是中国环境战略的一个关键问题,与污染,化石燃料和全球变暖有关.
- 水循环在通过废水排放,处理和水生生态系统变化释放碳方面发挥着重要作用.
研究的目的:
- 研究中国城市水循环过程与碳排放之间的复杂关系.
- 分析废水处理和水生生态系统对碳动态的影响.
- 使用机器学习预测碳排放,并解释关键驱动因素.
主要方法:
- 结构方程建模 (SEM) 用于分析水循环相互作用.
- 八个机器学习模型,包括极端随机树 (ET),用于碳排放预测.
- 可解释的人工智能 (XAI) 技术 (SHAP,ALE) 来解释模型结果并确定排放驱动因素.
主要成果:
- 废水处理和碳排放之间存在微弱的线性关系,水生生态系统对于碳固定至关重要.
- 极端随机树 (ET) 显示了碳排放的最高预测准确度.
- 污水处理对排放产生不同质量的影响,特别是在农业和旅游城市. 水生植物的碳储存能力容易受到生态系统退化值的影响.
结论:
- 水生生态系统是重要的碳汇,但它们的容量受到退化威胁.
- 污水处理对碳排放的影响因城市类型而异.
- 了解这些复杂的相互作用对于中国有效的环境战略至关重要.
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