AI/ML based Remaining Useful Life (RUL) Prediction

AI/ML based Remaining Useful Life (RUL) Prediction

A LEAP
FORWARD
FROM
PREVENTIVE TO
PREDICTIVE MAINTENANCE

OEMs and Mobility ecosystem are facing challenges across various touch points throughout the business cycle due to lack of power to see the unseen. On one hand, increased digitalization has helped the mobility ecosystem to better manage the business cycle, at the same time it generates lot of data giving an opportunity to create trusted insights and make efficient decisions.

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>90% Accuracy -achieved
across various RUL models

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9+ OEMs and Tier 1s on
boarded

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5+ Pre-Built Component
Models

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Dedicated team of domain
experts

Translating Insights Into Actions to Get A Competitive Edge

KPIT brings AI/ML based ‘Remaining Useful Life’ methodology and cloud based solution which offers predictive model readiness across vehicle components with fusion of predictive analytics and decision-making algorithms to help OEMs and Tier1s in improving the efficiency and optimizing the cost.

Solution Features

Our Predictive Analytics platform uses Artificial Intelligence & Machine Learning technology to convert and converge various factors affective the life of vehicle components into useful insights to help you reduce component failures. Our solution is flexible to suit your customized requirements.

Solution Features
API led services

API led services

Cloud Agnostic

Cloud Agnostic

Stand Alone models

Stand Alone models

Integration into OEM Pipeline

Integration into OEM Pipeline

Models

Our Predictive Analytics platform uses Artificial Intelligence & Machine Learning technology to convert and converge various factors affective the life of vehicle components into useful insights to help you reduce component failures. Our solution is flexible to suit your customized requirements.

Models
Battery SOC/SOH, Battery usage

Battery SOC/SOH, Battery usage

Engine Oil

Engine Oil

Brake Spark plug

Brake Spark plug

Pads, Brake fluid

Pads, Brake fluid

Catalytic Reduction

Catalytic Reduction

Offered Services

We offer a host of associated data analytics services customized as per your requirements to help you achieve desired level of performance. Through our expertise, backed by years of experience, we bring to you domain agnostic model validation, integration & deployment powered by big data processing capabilities.

Offered Services
Off the shelf algorithms & predictive models

Off the shelf algorithms & predictive models

Data analysis, wrangling, engg.

Data analysis, wrangling, engg.

Bespoke predictive models

Bespoke predictive models

Model porting & optimization for Edge devices

Model porting & optimization for Edge devices

Cloud deployment, integration & validation

Cloud deployment, integration & validation

Business Benefits

We offer a host of associated data analytics services customized as per your requirements to help you achieve desired level of performance. Through our expertise, backed by years of experience, we bring to you domain agnostic model validation, integration & deployment powered by big data processing capabilities.

Business Benefits
Vehicle uptime

Vehicle uptime

  • Helps reduce repair, admin and litigation costs
  • Increase in vehicle uptime

Warranty & Recall Cost

Warranty & Recall Cost

  • Helps in keeping Warranty claim costs low
  • Identify defects occurring immediately after purchase
  • Better Recall management

Quality Issues

Quality Issues

  • Proactive in identifying quality issues of components
  • Better quality control on inward components

Client Services

Client Services

  • Positive implications for client experience team
  • Adds to client satisfaction
  • Helps prevent any damage to brand’s reputation

Dynamic Supply Chain Management

Dynamic Supply Chain Management

  • Better control over supply chain management
  • Low inventory costs
  • Helps in developing comprehensive forecast model

Production Ready AI/ML Based Predictive
Analytics Solution

Production Ready AI/ML Based Predictive <br>Analytics Solution
connect-us

Insights

REMOTE SOFTWARE MANAGEMENT (RSM)

REMOTE SOFTWARE MANAGEMENT (RSM)

REMOTE SOFTWARE MANAGEMENT (RSM)

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Cloud-based Solutions for New-Age Mobility

Cloud-based Solutions for New-Age Mobility

Cloud-based Solutions for New-Age Mobility

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Predicting Remaining Useful Life (RUL) of Automoti...

Predicting Remaining Useful Life (RUL) of Automoti...

Predicting Remaining Useful Life (RUL) of Automotive Components using AI/ML technologies

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How Software Is Eating the Car

How Software Is Eating the Car

How Software Is Eating the Car

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