Eine Plattform für die Wissenschaft: Bauingenieurwesen, Architektur und Urbanistik
Eine Plattform für die Wissenschaft: Bauingenieurwesen, Architektur und Urbanistik
Water ingress detection in wastewater networks
A computer-implemented method for detecting water ingress (INI, or infiltration and inflow) at a wastewater asset of a wastewater network comprising training an ensemble of machine learning (ML) models for the wastewater asset. Each model is configured to predict flow through the asset and is trained on a different training environmental and wastewater flow feature set, with at least one of the feature sets being associated with one or more types of water ingress. The models are scored based on one or more ML model performance metrics and a model is selected with the best score. The associated feature set is identified and ingress is detected based on whether it is identified with one or more types of water ingress. Further disclosed are apparatuses and systems utilising the method and a model trained by the method.
Water ingress detection in wastewater networks
A computer-implemented method for detecting water ingress (INI, or infiltration and inflow) at a wastewater asset of a wastewater network comprising training an ensemble of machine learning (ML) models for the wastewater asset. Each model is configured to predict flow through the asset and is trained on a different training environmental and wastewater flow feature set, with at least one of the feature sets being associated with one or more types of water ingress. The models are scored based on one or more ML model performance metrics and a model is selected with the best score. The associated feature set is identified and ingress is detected based on whether it is identified with one or more types of water ingress. Further disclosed are apparatuses and systems utilising the method and a model trained by the method.
Water ingress detection in wastewater networks
BRIAN JOSEPH MOLONEY (Autor:in)
09.10.2024
Patent
Elektronische Ressource
Englisch
IPC:
E03F
SEWERS
,
Abwasserkanäle
/
G06Q
Datenverarbeitungssysteme oder -verfahren, besonders angepasst an verwaltungstechnische, geschäftliche, finanzielle oder betriebswirtschaftliche Zwecke, sowie an geschäftsbezogene Überwachungs- oder Voraussagezwecke
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DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES
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