Barnaby Dobson,Robin Maes-Prior,Christopher R. Jackson
{"title":"Decomposition of wastewater sources in England","authors":"Barnaby Dobson,Robin Maes-Prior,Christopher R. Jackson","doi":"10.1038/s41545-026-00630-2","DOIUrl":null,"url":null,"abstract":"Abstract The flow arriving at a wastewater treatment plant mixes municipal sewage, rainfall, soil moisture and groundwater, yet is routinely interpreted as if its composition were fixed. Despite the uncertainty this introduces to any case where the signal is used, from combined sewer overflow management to wastewater-based epidemiology, source-resolved composition is relatively underexplored. Here we introduce WWCompose, an empirical-conceptual model that recovers the dynamic contributions of rainfall, soil moisture and groundwater to daily influent, and apply it to approximately 2900 treatment plants across England using open national data. Predicted flows match observations out of sample (median held-out Kling–Gupta efficiency 0.64; 60% of plants above 0.6), with fitted parameters organising around hydrogeology, permeability and urbanisation. Non-municipal water is widespread: municipal flow averages 61% nationally, and at individual works may vary from 100% in dry weather to <5% during the wet conditions that often dominate periods of interest.","PeriodicalId":19375,"journal":{"name":"npj Clean Water","volume":"27 1","pages":""},"PeriodicalIF":11.0000,"publicationDate":"2026-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"npj Clean Water","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.1038/s41545-026-00630-2","RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, CHEMICAL","Score":null,"Total":0}
引用次数: 0
Abstract
Abstract The flow arriving at a wastewater treatment plant mixes municipal sewage, rainfall, soil moisture and groundwater, yet is routinely interpreted as if its composition were fixed. Despite the uncertainty this introduces to any case where the signal is used, from combined sewer overflow management to wastewater-based epidemiology, source-resolved composition is relatively underexplored. Here we introduce WWCompose, an empirical-conceptual model that recovers the dynamic contributions of rainfall, soil moisture and groundwater to daily influent, and apply it to approximately 2900 treatment plants across England using open national data. Predicted flows match observations out of sample (median held-out Kling–Gupta efficiency 0.64; 60% of plants above 0.6), with fitted parameters organising around hydrogeology, permeability and urbanisation. Non-municipal water is widespread: municipal flow averages 61% nationally, and at individual works may vary from 100% in dry weather to <5% during the wet conditions that often dominate periods of interest.
npj Clean WaterEnvironmental Science-Water Science and Technology
CiteScore
15.30
自引率
2.60%
发文量
61
审稿时长
5 weeks
期刊介绍:
npj Clean Water publishes high-quality papers that report cutting-edge science, technology, applications, policies, and societal issues contributing to a more sustainable supply of clean water. The journal's publications may also support and accelerate the achievement of Sustainable Development Goal 6, which focuses on clean water and sanitation.