This invention describes a smart system for managing water purification tanks. It uses an algorithm to analyze real-time water quality data, current operating conditions, and past performance to predict when an ion exchange bed needs replacement. The system then recommends whether to take no action, monitor the tank, or schedule a service to replace the bed, potentially including a confidence level for its advice.
Why it matters: Filed before significant advancements in edge AI processing and more accessible machine learning platforms. The core algorithm, which needed substantial custom development in 2022, can now leverage more mature and efficient tools.
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