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Writer's pictureMike McDonald

How to take your inflow and infiltration (I&I) analysis to the next level with machine learning from infinitii ai


infinitii ai rainfall-derived inflow and infiltration (RDII) chart provides powerful quantitative view of a collection system's wet weather response
infinitii ai rainfall-derived inflow and infiltration (RDII) chart provides powerful quantitative view of a collection system's wet weather response

Are you ready to take your inflow and infiltration analysis to the next level? infinitii flowworks includes a built-in i&i analysis tool with a feature set that includes an automated dry weather pattern generator and an automated storm event group finder for faster, more accurate analysis.

 

A rainfall-derived inflow and infiltration (RDII) chart provides a powerful, quantitative view of the collection system’s wet weather response. A correlation report provides a linear regression between rainfall and RDII to assist in forecasting wet weather impacts on the collection system. The tool exports both graphs and the underlying data to include into a report.

 

Bill Dawson, Vice President of New Jersey-based CSL Services, stated the tool “is a competitive differentiator for us, allowing our engineers to become much more efficient in generating these i&i analyses.” He added that his engineering time on flow monitoring studies has decreased by an “average of 25% with the flowworks i&i analysis tool, and up to 50% on larger projects involving 20 or more meters.”


infinitii auto i&i introduces machine learning automation

 

For even more advanced inflow and infiltration insights, the infinitii auto i&i upgrade to flowworks – that was developed with input from AECOM and the Regional Municipality of York – leverages advanced machine learning algorithms inside a seamless, user-friendly mapping interface with automated metrics, flow signals, and event finding. Key features of infinitii auto i&i include:


The infinitii auto i&i upgrade to flowworks leverages advanced machine learning algorithms inside a seamless, user-friendly mapping interface with automated metrics, flow signals, and event finding
The infinitii auto i&i upgrade to flowworks leverages advanced machine learning algorithms inside a seamless, user-friendly mapping interface with automated metrics, flow signals, and event finding

 

  • Automated dry weather pattern creation: Instead of manually inputting data, infinitii auto i&i continuously updates and refines the dry weather pattern using its machine learning algorithms


  • Instant visual insights: Gain immediate visual representation of RDII (Rainfall-Derived Infiltration and Inflow) events, allowing you to see the impact in real-time without manual calculations


  • Enhanced efficiency: infinitii auto i&i drastically reduces the time spent on data analysis by automating key processes, freeing you to focus on strategic decision-making

 

Data-driven insights with minimal manual intervention

 

infinitii auto i&i is designed to work independently or in tandem with the more manual flowworks i&i analysis tool, offering maximum flexibility and power when they are used together. The combination is perfect for users who need to quickly identify problem areas within their systems or for those who want a turnkey solution that provides reliable, data-driven insights with minimal manual intervention.

 

infinitii auto qa/qc anomaly detection and data review

 

You can also leverage infinitii auto qa/qc – another powerful flowworks upgrade that ensures the integrity of your data through automated anomaly detection and data review processes. Combining infinitii auto qa/qc with auto i&i allows for more even more accurate RDII studies and reliable monthly data sets for your operational and planning needs.


Flow data anamolies flagged with infinitii auto i&i
Flow data anamolies flagged with infinitii auto i&i

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