Driving Innovation
Rubiscape's Impact in the
Manufacturing Industry
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Goal
- To represent the root cause of failures.
- To determine the time for first failure of an equipment part and forecast number of future breakdown calls for that part.
- To identify interdependency of part failures.
- To represent the root cause of failures.
- To determine the time for first failure of an equipment part and forecast number of future breakdown calls for that part.
- To identify interdependency of part failures.
Technique
- Statistical Analysis, Root cause Analysis, Reliability Analysis, Time Series Forecasting, Visualization.
- Statistical Analysis, Root cause Analysis, Reliability Analysis, Time Series Forecasting, Visualization.
Impact
- Based on root causes of failure, location/manufacturer wise strategies can be planned to avoid early failure.
- Reduction in number of breakdown calls and associated cost.
- Early warning breakdown calls helps in taking preemptive measures.
- Identified sequence of patterns for failure of parts, helps in preventive actions.
- Based on root causes of failure, location/manufacturer wise strategies can be planned to avoid early failure.
- Reduction in number of breakdown calls and associated cost.
- Early warning breakdown calls helps in taking preemptive measures.
- Identified sequence of patterns for failure of parts, helps in preventive actions.
Flawless Vision: AI Secures Optical Quality
Precision meets speed with AI-powered inspection, ensuring superior optics in every product.
Goal
- To ensure manufacturing precision and reliability.
- To quickly identify cracks, porosities, or surface imperfections on the cylinder head using computer vision.
- To separate defective cylinder heads from those meeting quality standards based on computer vision results.
- To ensure manufacturing precision and reliability.
- To quickly identify cracks, porosities, or surface imperfections on the cylinder head using computer vision.
- To separate defective cylinder heads from those meeting quality standards based on computer vision results.
Technique
- Image augmentation, Image classification, Object detection, Computer vision, Deep learning, Surface Defect Analysis.
- Image augmentation, Image classification, Object detection, Computer vision, Deep learning, Surface Defect Analysis.
Impact
- Early defect identification and process optimization contribute to lower production costs.
- Predictive maintenance based on data science models minimizes downtime and prevents unexpected failures.
- Automation reduces manual effort, leading to quicker inspections and improved production efficiency.
- Early defect identification and process optimization contribute to lower production costs.
- Predictive maintenance based on data science models minimizes downtime and prevents unexpected failures.
- Automation reduces manual effort, leading to quicker inspections and improved production efficiency.
See-Through Repairs: AI Detects Damage
Pinpoint defects faster, save costs, and optimize production with intelligent damage detection.
Goal
- To identify and classify damages such as scratches, dents or cracks in vehicles.
- To allow early identification of damages and timely maintenance interventions.
- To enable automated and accurate inspections for insurance claims.
- To identify and classify damages such as scratches, dents or cracks in vehicles.
- To allow early identification of damages and timely maintenance interventions.
- To enable automated and accurate inspections for insurance claims.
Technique
- Image augmentation, Image processing, Image classification, Object detection, Visualization.
- Image augmentation, Image processing, Image classification, Object detection, Visualization.
Impact
- Accelerated claims processing, reducing delays and administrative burden.
- Reduced post-purchase repair costs, to enhance ownership experience.
- Enhanced brand image, to attract and retain customers.
- Boosted customer satisfaction and loyalty.
- Accelerated claims processing, reducing delays and administrative burden.
- Reduced post-purchase repair costs, to enhance ownership experience.
- Enhanced brand image, to attract and retain customers.
- Boosted customer satisfaction and loyalty.
No Downtime: Predict Perfect Maintenance
AI foresees future breakdowns, preventing downtime and optimizing equipment lifespan.
Goal
- To predict the status of the water pump at any given time.
- To forecast the status of the machine beforehand.
- To predict the status of the water pump at any given time.
- To forecast the status of the machine beforehand.
Technique
- Statistical Analysis, SMOTE, Predictive Maintenance Analysis, Time Series Forecasting, Long short-term memory networks (LSTM), Visualization.
- Statistical Analysis, SMOTE, Predictive Maintenance Analysis, Time Series Forecasting, Long short-term memory networks (LSTM), Visualization.
Impact
- Breakdown of water pumps are very expensive and could be fatal ​.
- Pumps can be stooped in advance to avoid breakdown. ​
- Breakdown of water pumps are very expensive and could be fatal ​.
- Pumps can be stooped in advance to avoid breakdown. ​
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