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Manufacturing | Sumitomo Heavy Industries Process Equipment Co., Ltd.
Decision Support for Manufacturing Processes through Time-Series Data Analysis
Challenge
Time-series data accumulated on site was underutilized; the client wanted to surface the patterns and trends hidden in it for business decision-making.
What Asmirai Did
- Data preprocessing & feature engineering
- Analysis design & hypothesis testing
- Design & implementation of anomaly detection and state estimation models
- Translating results into actionable insights & reporting
Deliverables & where they are used
Anomaly detection and state estimation models, plus a report that puts the findings into words — provided to support decisions in the field.
Outcome
Patterns hidden in the data are now captured quantitatively, providing insights that feed directly into on-site decision-making.
No fixed requirements yet? Let's work it out together
Start by telling us these three things, as far as you know.
Talk to us about data & AI- Your data
- Equipment sensor values, sales and inventory records, free-text survey answers, etc.
- The work that is difficult
- Reports are compiled by hand, decisions rely on individual experience, etc.
- Where you want to be
- Spot early signs of anomalies, check key numbers right away, etc.