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Nesh EV Analytics for Safety and Efficiencies

About Nesh LIVE

Nesh LIVE is a ready-to-deploy technology platform that addresses the needs of Electric Vehicle (2W and 3W) manufacturers. Automotive experts here actively work with Electric Vehicle (EV) manufacturers right from the vehicle engineering stage. 

What makes Nesh unique is its analytics and capabilities to predict battery range and state of charge in real-time using its specified and customised telemetry devices. The Nesh LIVE cloud platform focuses on delivering insights in order to improve driving efficiencies and safety.

Intro – EV Trends

With the increasing effects of climatic changes, Electric Vehicles are penetrating the market for good. A single electric car on the roads can save an average of 1.5 million grams of CO2, a year.

Considering these benefits, the global EV market is projected to reach $823.75 billion by 2030, registering a CAGR of 18.2% from 2021 to 2030. 

While in India, the sales are forecasted to grow up to 6 times more in 2022-23. EV analytics can further help EVs to perform efficiently and capture more markets.

Why EV analytics

Electric Vehicle Analytics play a vital role in improving vehicle efficiency and increasing the lifetime and safety of an EV. It benefits different stakeholders in the below-given ways:

  • Data-driven analysis help in the prediction of the state of health and the remaining useful life of a battery. This analysis provides reliable data to OEMs, partners and financial service providers.
  • Analyzing the way batteries work, collecting data on individual vehicles and comparative analytics of battery behaviour across models empower the OEMs with various parameters that affect the overall range of  Electric Vehicles.
  • The battery behavior, and trip and route analytics can help fleet operators make better decisions about how their fleet vehicles are managed, ensuring that they provide peak performance at all times.

Statistics show that battery analytics can extend the useful operational lifetime of batteries by up to 50%.

How Nesh Live aids in wholistic EV Analytics  

Nesh LIVE with the help of machine learning, AI and data analytics tap into the underlying potential of battery life cycle management. The solution furnishes comprehensive analytics of individual EVs and comparative analytics of battery behaviour across time and models, motor analytics, charging station solutions and vehicle analytics such as trip and route analytics.

Battery Analytics

Driving further into the type of battery analytics Nesh LIVE offers

Performance metrics

  • SOH
  • Energy throughput 
  • Cycle count
  • Ageing rate

Efficiency metrics

  • Coulombic efficiency
  • Voltaic efficiency 
  • Charge/Discharge efficiency

Safety metrics 

  • Overcharged or Undercharged 
  • Deep discharged

Comparative metrics

 Battery performance & health across 

  • Models
  • Vehicles
  • Fleet
Fig : Battery behavior across time period

Compare and rank 

  • Batteries across and within models
  • Vehicles across and within fleet 
  • Driver behavior pattern across and within fleet

Motor Analytics

Motor analytics for 

  • Excess current or insufficient torque warning to prevent motor overloading
  • Overheating alert to prevent bearing or insulation failure 
  • Prediction of health & remaining useful life of EV motor

Vehicle Analytics

Nesh LIVE facilitates stakeholders to remotely manage their vehicle efficiency with the following insights

  • Real-time tracking & monitoring 
  • Route optimization with trip data 
  • Monitor load status, vehicle usage, idle time & high speed 
  • Manage vehicle maintenance

Conclusion

Nesh LIVE aims to constantly contribute to environmental sustainability with its innovative solutions. Targeting different parts of the value chain, Nesh’s EV Analytics not only allows EV manufacturers to launch connected features to end users but also guides R&D decisions around the choice of battery type or selection of body materials to use by measuring their performance.