Battery Analytics: Improving Battery Performance and Sustainability

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Written By Jasmine Young

Jasmine Young is a passionate writer and researcher specializing in battery technology, with a keen interest in its applications across various industries and its role in shaping a sustainable energy future.

Are you interested in learning how battery analytics solutions can improve battery performance and sustainability across multiple industries? If so, this article is for you! In this article, we will explore how advanced battery analytics works, its benefits, and its impact on various industries.


Battery analytics solutions are a crucial part of the energy transition. Advancements such as cloud computing, data-based algorithms, and artificial intelligence are transforming the battery analytics solutions market. The battery is one of the most significant challenges the world faces today, with its electrochemical properties and operational characteristics posing unique risks and opportunities.

However, advanced battery analytics solutions can help us overcome these challenges. Their data insights enable us to monitor and improve the performance, security, and sustainability of battery systems across any application.

As more industries transition towards battery and powertrain systems, the growth in advanced battery analytics solutions will require the integration of battery modeling, cell- and pack-level control strategies, and their associated software with engineering. In this section, we will explore how advanced battery analytics solutions work and some examples of its applications.

Battery Analytics Solutions

Companies like Powerup, Energsoft Inc., and TWAICE offer battery analytics solutions that provide insights into battery performance, degradation, and safety through data analysis, AI-based machine learning, and predictive analytics. The Vehicle Technology Office (VTO) also works with industry battery and material suppliers to develop better automotive lithium-ion batteries for plug-in electric vehicles.

In particular, the EV-OPS platform combines in-vehicle logging, advanced communications, and cloud hosting to give real-time monitoring of battery performance not normally available via the vehicle diagnostic port. The platform allows users to access multiple sets of battery and powertrain data that drives insights into critical battery analysis, anticipating future battery aging, and temperature performance management.

Moreover, TWAICE is a battery analytics system for advanced battery development and testing activity across stationary energy storage systems, commercial vehicles, and electric vehicle batteries. Accure specializes in battery analytics that assist EV manufacturers in optimizing battery performance and anticipating future battery aging and health. Additionally, some companies provide predictive quality analytics systems to improve the manufacturing process in the production of electric vehicle batteries.

With these solutions, battery analytics can optimize data acquisition, battery module management, and multi-module control and monitoring systems. They also have the ability to monitor charge and discharge states, battery cell specific capacity, cooling systems, and temperature management. Its battery analytics software platform could optimize through-life vehicle and battery monitoring, and battery range.

Industry Applications

Battery analytics solutions have applications in multiple industries. Optimizing battery performance and sustainability through analytics play a vital role in the transition from fossil fuels to renewable energy. As such, battery analytics have a significant effect on reaching climate goals and reducing the carbon footprint.

Electric vehicle (EV) manufacturers are one of the largest beneficiaries of battery analytics solutions. Battery analytics solutions can optimize battery performance and predict future battery degradation for commercial and privately-owned vehicles. Battery analytics can optimize charging infrastructure by predicting DCIR (Direct Current Internal Resistance), which has a direct effect on vehicle range.

On the other hand, stationary energy storage and management systems are also critical beneficiaries of battery analytics. Predictive management of energy storage and management are essential for optimal energy production from renewable energy. Battery analytics can provide analytics to improve energy storage systems by reducing cycling, optimizing charge and discharge, and reducing calendar life.

Battery analytics also has application in battery cell testing, where it can optimize data processing and modeling. Battery analytics can benchmark battery degradation models and battery aging models used in the manufacture of lithium-ion batteries. Battery analytics can also be used to optimize battery cost, lifespan, and reduce the probability of failure caused by degradation, providing a significant value generation for the entire value chain of the battery.

Other industries are starting to reap the benefits of battery analytics, with logistics management to vehicle manufacturers getting in on the action. Battery analytics can be used to optimize the logistics of EV manufacturers by examining the security and testing of battery cells. These same technologies can also improve the health and safety of commercial lithium-ion batteries.

Benefits of Battery Analytics

Battery analytics solutions can provide insights to improve battery range, lifespan, and resale value, making battery technology more sustainable. Battery analytics can assist in identifying battery-cell-specific capacity and energy efficiency patterns, extending battery life.

With the help of these solutions, electric vehicles can become more efficient, reducing their carbon footprint, and increasing their positive impact on the environment. They can also help to reduce production ramp time, monitor anomalies, and predict potential failures. Battery analytics can even help prevent critical failures that can cause EVs to stop working. All of these benefits lead to less downtime for fleets of EVs and lower maintenance costs.

Battery analytics can also facilitate the improvement of battery diagnosis, which is essential in cases of battery safety hazards. As a result, consumers enjoy more peace of mind while on the road. Advanced battery analytics can even generate a digital twin, which is a virtual model that can predict future battery performance and future battery degradation.


In conclusion, battery analytics solutions are becoming increasingly important as industries strive for greater sustainability and efficiency. These solutions have the potential to revolutionize the way we manage batteries, making them safer, more sustainable, and more efficient. As battery technology continues to advance, advanced battery analytics solutions will continue to play an essential role in ensuring the battery’s performance, safety, and longevity.

Battery analytics will be an essential technology in the years to come, helping industries to transform energy usage, reduce environmental impact, and keep battery operations running smoothly. Companies or vehicle owners looking to optimize their battery performance, we suggest advanced battery analytics solutions. Recruit specialists who can help integrate these solutions into the manufacturing process in a way that maximizes value. With predictive battery analytics, we could level-up battery performance to meet the challenges of the future.