Bayesian network analysis infers the importance of post-construction support in maintaining the functionality of pit latrines and septic systems across 12 countries

IF 3.5 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL
Sarah Lebu and Ryan Cronk
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Abstract

Pit latrines and septic systems are widely used in low-income countries across sub-Saharan Africa. Despite their critical role in providing basic sanitation, these systems face challenges in maintaining functionality due to issues such as overflowing and leakage, posing significant public health risks. This study examined operations and maintenance (O&M) factors affecting the functionality of on-site sanitation systems, focusing on overflow and leakage patterns, and explored strategies to enhance system performance. Data from 18 534 sanitation facilities across 12 countries, comprising 94% pit latrines and 6% septic systems were analyzed. Using a Bayesian Belief Network analysis, the analysis identified factors influencing system functionality, including desludging frequency, structural damage, and flood risk. Among the systems analyzed, 28% showed evidence of overflowing (29% pit latrines, 17% septic systems), and 24% showed evidence of leakage (24% pit latrines, 14% septic systems). Including flood risk in the model increased overflow rates by 1% and leakage rates by 4% in high-risk flood-prone areas. System performance was primarily influenced by desludging frequency, floor and structural integrity, and the availability of maintenance personnel. Simulations indicated that uniformly implementing frequent desludging across the network had the greatest influence, reducing overflow rates by 72% and leakage rates by 17% relative to current conditions. These findings suggest that post-construction support, such as regular desludging and access to qualified repair personnel, could substantially improve system reliability, particularly in high-risk flood-prone areas, and should be prioritized in sanitation policy and infrastructure design.

Abstract Image

贝叶斯网络分析推断了12个国家在维护坑式厕所和化粪池系统功能方面的建设后支持的重要性
坑式厕所和化粪池系统在撒哈拉以南非洲的低收入国家广泛使用。尽管这些系统在提供基本卫生设施方面发挥着关键作用,但由于溢流和泄漏等问题,这些系统在维持功能方面面临挑战,对公共卫生构成重大风险。本研究考察了影响现场卫生系统功能的操作和维护(O&;M)因素,重点关注溢出和泄漏模式,并探讨了提高系统性能的策略。分析了来自12个国家18 534个卫生设施的数据,包括94%的坑式厕所和6%的化粪池系统。使用贝叶斯信念网络分析,分析确定了影响系统功能的因素,包括除泥频率、结构损坏和洪水风险。在分析的系统中,28%显示溢水(29%的坑式厕所,17%的化粪池系统),24%显示泄漏(24%的坑式厕所,14%的化粪池系统)。在模型中加入洪水风险,在高风险的洪水易发地区,溢流率增加了1%,泄漏率增加了4%。系统性能主要受除泥频率、地板和结构完整性以及维修人员的可用性影响。模拟表明,在整个网络中统一实施频繁的除泥效果最大,相对于当前条件,溢流率降低72%,泄漏率降低17%。这些发现表明,建设后的支持,如定期除泥和获得合格的维修人员,可以大大提高系统的可靠性,特别是在高风险的洪水易发地区,应该在卫生政策和基础设施设计中优先考虑。
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来源期刊
Environmental Science: Water Research & Technology
Environmental Science: Water Research & Technology ENGINEERING, ENVIRONMENTALENVIRONMENTAL SC-ENVIRONMENTAL SCIENCES
CiteScore
8.60
自引率
4.00%
发文量
206
期刊介绍: Environmental Science: Water Research & Technology seeks to showcase high quality research about fundamental science, innovative technologies, and management practices that promote sustainable water.
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