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空间和季节性地下水质量评估饮用适用性使用指数和机器学习方法
Kibru Gedam Berhanu1, Tarun Kumar Lohani2, Samuel Dagalo Hatiye1
1Arba Minch Water Technology Institute, Faculty of Water Resources and Irrigation Engineering, Arba Minch University, Arba Minch, Ethiopia.
Heliyon
|May 14, 2024
概括
塔纳亚流域的地下水质量一般是很好的饮用,但在塔纳湖附近季节性下降. 建议加强保护和管理以减轻污染风险.
科学领域:
- 水文地质学和环境科学
- 水资源管理 水资源管理
- 评估水质水质的评估.
背景情况:
- 可持续的地下水管理和安全饮用水供应需要空间和季节性质量监测.
- 塔纳亚流域的平坦地形历来缺乏足够的地下水质量评估.
- 了解水地化学过程对于有效的水资源管理至关重要.
研究的目的:
- 评估塔纳亚流域的季节性和区域性物理化学地下水质量参数.
- 通过饮用水质指数 (DWQI) 评估地下水适合饮用.
- 确定影响地下水质量的占主导地位的水地化学过程.
主要方法:
- 在干旱和潮湿季节收集的地下水样本的物理化学分析.
- 用饮用水质量指数 (DWQI) 进行质量评估.
- 使用Piper,Durov和Gibbs图的水地化学分析,支持支持向量机 (SVM) 建模.
主要成果:
- 主导的阴离子是Na+,Ca2+,Mg2+,K+和Fe2+;主导的离子是HCO3-,CO32-,Cl-/NO3-,SO42-,和PO43-.
- 主要的地下水类型是Ca-HCO3和Na-HCO3,通过反向离子交换和蒸发控制.
- 大多数地下水都具有极好的饮用质量,在雨季,塔纳湖附近的地下水明显下降.
结论:
- 塔纳子盆地的地下水在很大程度上适合饮用,但存在季节性变化.
- 雨季地下水质量局部下降需要有针对性的干预措施.
- 实施强有力的地下水保护措施和改进的管理系统对于减少健康风险至关重要.
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