Predictive Maintenance, Asset Failure Analysis, Supply Chain Strategy Planning
New opportunities for Ai and ML applications in manufacturing and supply chain management include demand, supply chain, production, maintenance, and life-cycle planning, as well as quality monitoring and predictive analytics. The benefits include reducing cost, customer churn, and waste while increasing agility, efficiency, productivity, and safety.
Ai-MicroCloud® enables you to develop, deploy and manage bespoke real-time domain-specific Ai applications in maintenance, repair, optimization and precision manufacturing.
With each cycle of operation, machine components' original physical parameters deteriorate, requiring diagnostic inspection, maintenance and replacement. Optimizing maintenance time has financial impact. Provides failure prediction and detection, root cause analysis, failure type classification and mitigation recommendation.
Anomaly detection leading to explainable forecasts so engineers can do root cause analysis. Analyze impact of local operating conditions and/or specific configuration of the asset vis a vis normal wear and tear.
Enable supply chains to (re-)act and adapt. ML can help create new, improve existing and evaluate more what-if scenarios. Maintain speed of innovation by predicting future market moves to align design initiatives, strategic product lifecycle planning and optimization, product maintenance design processes, etc.
Increase return on assets with near real-time anomaly detection capabilities by forecasting equipment failure, reducing unplanned maintenance and increasing equipment uptime. Deploy models at all levels of manufacturing control operations – field level sensors, direction control level, plant supervisory level, production control level up to scheduling level.
Detect number of objects such as safety vests, hardhats, bunny suits, safety glasses
Automatically detect porosity defects in gas metal arch welding - classify as 'normal' or 'bad' weld
Detect multiclass objects and alert when someone enters a restricted area.
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