Simulation and Modelling of a Sewage Pump Station
Simulation and Modelling of a Sewage Pump Station
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Building a digital twin for physical Sewage Pump Stations.
Building a digital twin for physical Sewage Pump Stations.
Description
Description
This project is about building realistic simulations of Sewage Pumping Stations (SPSs) and using them to improve our understanding of how to estimate flow through an SPS and detect anomalous conditions and faults.
This project is about building realistic simulations of Sewage Pumping Stations (SPSs) and using them to improve our understanding of how to estimate flow through an SPS and detect anomalous conditions and faults.
The project's main objective is to develop data generating processes that will allow for testing model estimation/fitting techniques that can be applied to real-world situations.
The project's main objective is to develop data generating processes that will allow for testing model estimation/fitting techniques that can be applied to real-world situations.
The outputs of this project will be valuable for improving the functioning and efficiency of the SPS and its pumps, as well as the flow through the sewage network itself.
The outputs of this project will be valuable for improving the functioning and efficiency of the SPS and its pumps, as well as the flow through the sewage network itself.
Methodology
Methodology
Mathematical Equations were developed to be able to accurately control the behaviour of the different parameters involved in the operation of the sewage pump station.
Jupyter Notebook was used to interpret the equations into live codes. It provides a unique environment where you can be able to run live codes and get results from them and at the same time, visualize your results.
Python was used to write the simulation codes, create a data generating process from the simulation and also create visualizations from the generated data.
Streamlit, an open-source web application framework for Data Science solutions was used to convert the simulation system into a user-friendly web application where users like yourself can go with your specified pumping station parameters and measurements and get more insights as to how your pumping station operates in real time and also be able to detect anomalies and system faults.
Amazon Web Services(AWS) was used to deploy the application on the web to ensure that the product is easily accessible and always available.
Key Output
Key Output
Sewage Digital®
A user-friendly interactive web application where users can input their specified pumping station parameters and measurements and get more insights as to how their pumping station operates in real time and also be able to detect anomalies and system faults.
Whitepaper
A detailed description of the project highlighting the problem, the solution, the challenges and the overall direction of the project. This makes it easier to understand the project and potentially build upon it.
Presentation
A Presentation slide was prepared to showcase the outcomes of the project to a technical and non-technical audience.
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