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- Predictive maintenance means using machine learning algorithms to predict when equipment failures might occur, allowing for timely maintenance and reducing downtime.
- Hi! Shriya.
- Hi!Jacob.
- Do you know what Predictive Maintenance means?
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- In our large manufacturing plant, unexpected machinery breakdowns are causing significant production delays and increasing maintenance costs.
- The challenge is to implement a predictive maintenance system that can accurately forecast equipment failures, enabling preemptive maintenance actions.
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- Do you know what data types are needed?
- Yes! 1)Historical Maintenance Records.2)Equipment Sensor Data.3)Operational Data.4)Operator Logs.
- Can you explain me about data types?
- Sure.1)Structured Data:This includes clearly defined data types that are easily searchable, such as numerical sensor readings, timestamps,2)Unstructured Data: This encompasses data that does not have a pre-defined format organization.3)Time-series Data: This is a sequence of data points indexed in time order, which is critical for analyzing trends and patterns over time in sensor data.
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