We built an EDI parser for all the vendors to send information digitally using the X12 protocol, for greater accuracy and speed.
• Fetch orders from SFTP, Email, AS2 & 7 types EDI transactions handled; integrated with SAGE software
• Vendor performance reporting – usage and sales report, revenue report, shipment date prediction
Engineering & Automotive
Learn how augmented analytics, machine learning and AI are transforming the digital journey for engineering & automotive
industries. Our on-cloud or on-premise Engineering Design Optimization solution helps in improving efficiency.
Supply Chain &
After Sales
- Demand forecasting
- Inventory Management
- Price Optimization
- Customer complaints & Warranty analysis
- e-Commerce app marketplace
Accelerated CAE & Optimization
- Spot weld Optimization
- BIW Fatigue life optimization
- ML based weight target setting using benchmark data
- Frontal crash meta model
Manufacturing &
Internet of Things
- Edge processing
- Anomaly detection using computer vision
- Real time analytics of Big data
- Defect path prediction
Predictive Maintenance
- Reduce downtime of business-critical machines
- Clutch failure prediction
- Achieve high asset utilization
- Just in time replacement
- Lower inventory costs
e-Commerce App Marketplace
We extracted Customer Quality Narrations related to Buzz, Squeak and Rattle (BSR) from service requests
• Used NLP/text analytics for rationalizing quality degradation
during warranty life of automobile
• Classification into Automotive ontology using ML for model enhancements and JD Power rating improvements
Customer Complaints &
Warranty Analysis
OEMs run several simulations which takes several hours and is quite expensive. Data science applied for faster convergence
• Sampling, sensitivity analysis, dimensionality reduction, model parameter tuning using genetic algorithms
• Multi pass modeling carried out to ensure impact of responses on each other are captured
Frontal crash model
to augment simulations
Reduced the vehicle manufacturing cost and design cycle time while retaining the required strengths.
• Considering a vehicle with 4326 welds, 388 welds were reduced. This is around 9% savings in overall spot weld count, a $13+ million overall savings
• ICUBE CSI-Ex (ML based) accelerates the optimization and reduces
manpower costs by up to 50%.
Spot weld Optimization
Our solution kept a check on weight of vehicle while designing through benchmark-based predictions
• Text processing to extract significant parameters for design and associated weight information
• Outlier analysis and prediction models identified sensitive components and ideal weight
Vehicle Model weight
prediction in design
Automated the workflow for operators to reduce cycle time, to exchange data in real time
• Can read real-time data of multiple lathe configurations and send
the data to database with details of the job operation.
• Job submission to machining cycle time reduced by 92% to less
than 5 mins; reduced PLM licensing costs and enabled RFID tracking of each tool
OptiCAM – Automation of Workflow
Improved Product Yield by discovering trends to identify defect root causes and corrective actions in real time
• Integration of data from PLCs, Process control systems, and held in a cloud-based data lake to maintain manufacturing data
• Image classification, Statistical and Visual Analytics to identify and
classify defective lenses; 10% improvement in yield on one line.
Manufacturing Process Analytics
The objective was to predict downtime for a system that is generating 400+ alerts and as alerts streamed in in real time.
• Online gathering of alerts and Data Integration from multiple alerts
• Tracking and evaluating alerts through model for prediction of next downtime
Predicting Downtime
from the Alerts
Predict the clutch failure of a vehicle by using predictive AI algorithms using data collected from vehicles onboard diagnostics
• Surrogate models are created to calculate the clutch temperature by predicting the change in parameters.
• Change in clutch temperature helps the algorithms predict and send warnings to the user to avoid failure.
Clutch Failure Prediction
For a large vision care manufacturing house, we simulated the manufacturing process for defect tracing.
• Mapping of manufacturing steps and defects origin and
progression through the manufacturing line
• Modeling for defect flow path and prediction of defects in downstream steps
Defect path prediction
Are you looking for data science solutions in Engineering & Automotive?
What Our Clients Say
"What we love about ICUBE CSI is their enviable workforce who is very passionate about partners success, showcasing the true meaning of a great synergy. The team has quickly learned the intricacies of Healthcare domain and has provided fantastic solutions. Highly recommend them."
Prashanthi Manchukonda
Co-Founder
"We really value our long-term relationship with iCube. In addition to the quality of work, a key advantage of partnering with iCube is the governance by the management team. Whenever we had a challenge or opportunity, iCube was a professional, competent partner. I recommend them."
Ted H Sergott
EVP Product Development
"The University of Florida Institute for Child Health Policy has worked closely with ICUBE CSI for over two years in developing online portals for visualizing health care data. ICUBE CSI has been exceptional with the planning, design, and execution of our portal development. Their developers are talented, professional, and work to understand our needs throughout the entire development process."
Deepa Ranka
Director
"What we love about ICUBE CSI is their enviable workforce who is very passionate about partners success, showcasing the true meaning of a great synergy. The team has quickly learned the intricacies of Healthcare domain and has provided fantastic solutions. Highly recommend them."
Prashanthi Manchukonda
Co-Founder
"We really value our long-term relationship with iCube. In addition to the quality of work, a key advantage of partnering with iCube is the governance by the management team. Whenever we had a challenge or opportunity, iCube was a professional, competent partner. I recommend them."
Ted H Sergott
EVP Product Development
"The University of Florida Institute for Child Health Policy has worked closely with ICUBE CSI for over two years in developing online portals for visualizing health care data. ICUBE CSI has been exceptional with the planning, design, and execution of our portal development. Their developers are talented, professional, and work to understand our needs throughout the entire development process."
Deepa Ranka
Director
