How battery data insights are fueling innovation in the automotive sector?
The future of the automotive sector is electric. More and more people are going hybrid, with a record number of people driving electric cars. According to one statistic, about 1.7 million electric cars are operational in the US alone.
This means that EVs are the future of the automotive industry, but what about components that make them possible in the first place? What about batteries? Here’s how battery data insights can change the automotive sector’s future as we know it.
Optimization of battery performance
With superior battery insight, battery data will drastically contribute to predictive maintenance, state of charge (SoC), and state of health (SoH) monitoring.
The state of charge is the indicator of the current level of the battery. This can help you understand the effects of undercharging and overcharging (undercharging is generally healthier, but not many people do it). State of health helps you understand how the battery deteriorates over time. Anyone with a battery-charged electronic device knows that, with time, the battery grows less and less potent.
So far, the bottleneck of battery use has been on the user’s end. While the manufacturer designs the battery for optimal performance, the users often misuse it or fail to apply all the best practices. By providing them with insight, you’ll have a much better time showing them why it’s so important that they play by the rules — giving people a reason is always more effective than just telling them to act in a certain way.
If there’s a problem with the charging and discharging process, this, too, is something that you can improve on. This would passively preserve the health of your batteries and prolong their useful life.
Better predictive maintenance
There are several ways in which having data insight helps you develop a far better predictive maintenance schedule. For instance, if the system provides you with:
- Time-to-failure estimation: Every device and gadget has its useful life. Imagine knowing the exact day on which your toaster will die. Well, by monitoring the health and condition of the battery and adjusting estimates in real-time, this is not impossible.
- Anomaly detection: You want to know immediately when something goes off on your vehicle or machine. With the help of anomaly detection methods implemented in monitoring systems, you get to track voltage patterns, temperature spikes, and any sudden change in the voltage state.
- Pattern recognition: While your battery doesn’t work the same all the time, its behavior is not unpredictable. It’s especially not unpredictable for an intelligent battery management system. You can get timely warnings and reduce wear and tear by identifying these trends.
The most important aspect of this is the real-time alerts. Modern car diagnostics are already great at this; however, some systems fail to understand the intricacy of batteries in EVs fully. With a reliable system, this should no longer be a problem.
Machine learning ensures that the system continuously learns from previous failures and performance. This means that everything you do on the road becomes data, and the performance of your battery (and changes in your battery) under these conditions are also monitored.
Future improvement in the field of battery intelligence
When it comes to EVs, the life and performance of the battery are all that matters. Namely, with the help of improved battery intelligence, you can extend the life of a battery by 30%. Since this is an expensive repair/replacement and a crucial component in the vehicle’s overall performance, this is an improvement that could revolutionize the automotive industry in the future.
A lot of people lack an understanding of how these batteries work. With better battery intelligence optimization, you can improve the performance of cell chemistry, thus increasing the range and enabling faster charging. While the first improves the cost-efficiency of car ownership, the latter is a major organizational boost. Some might even call it a great quality-of-life improvement.
In the previous section, we’ve mentioned anomalies as potentially hazardous occurrences for the life of your battery. Well, through a battery intelligence system, you can rely on physically informed technology to take measures to reduce risks.
More and more vehicle types are running on batteries, from e-scooters to massive mining trucks. This is why the precision and adjustability of the battery system to the conditions is such an important thing.
Superior range optimization
With long-term data monitoring, your vehicles will have a much more accurate range of estimates. Namely, while, in theory, even with traditional vehicles, you have an average GPM, the thing is that your car’s spending depends on things like terrain, weather conditions, traffic patterns, and driving habits. This is why better range optimization matters so much.
One of the major psychological impediments that drivers of EVs often experience is range anxiety. This mainly exists due to the limited range of EVs compared to the ICE (internal combustion engine) vehicles. First of all, ICEs have a longer range and a greater availability of gas stations (compared to the charging stations). Then, you also have the option to pack a few gas cans in the vehicle’s trunk, further extending your range. None of this is true with EVs.
Fortunately, with more data and more accurate range estimation, you can easily overcome this problem. This will also solve other range anxiety-related problems like limited spontaneity, charging infrastructure concerns, and the perceived inconvenience of switching to electric vehicles. This is one of the main reasons why people interested in greener commutes choose hybrids over pure EVs.
Battery recycling and second-life applications
Battery, like everything else, deteriorates with time. However, it doesn’t deteriorate in its entirety. With the help of deeper battery data insight, recycling facilities can identify which battery pack components are still functional. This will result in a highly efficient selective disassembly.
Not only that, but the efficiency of the recycling process will also be drastically improved. It will also improve the chances of implementing a fully sustainable circular economy, where batteries are recycled, refurbished, and returned to use.
Users generally mistrust second-life applications. This is why improving their diagnostics is so important so you can use them more comfortably. The fact that you can give these applications.
More importantly, some people are so afraid of their battery dying on them that they might discard or change it prematurely. This is a massive contributor to pollution and waste, but if you could have more trust in the reports, you wouldn’t be so eager and run so much ahead of time.
The battery’s useful life will also be prolonged with smarter battery use. This means less waste, in general. Consider the ecological benefits of getting more useful hours from the same battery.
Consumer education
The biggest shift will have to happen in the court of public opinion. After all, consumers are still skeptical about buying electric cars for reasons like range anxiety, which we’ve already discussed.
Sure, there are fewer charging stations than gas stations, but if you could educate your consumers on why this is not such a big problem. That in-car displays and battery reporting are reliable, and that range anxiety doesn’t have a basis in reality.
Maintenance recommendations are great, but they’re not a magic wand that can solve the problems regarding your car and your battery. You can achieve quite a bit by notifying your audience and giving them an in-depth explanation of the best course of action and what outcomes they’ll face if they fail to follow through.
Ownership cost analysis is another huge factor that needs to be considered. After all, the battery is supposed to reduce costs, not just make your commute greener. You can easily persuade your audience by giving better insight and more accurate numbers.
Fleet management
The last thing you need to consider is the importance of fleet management. Private car ownership is one of our article’s most important points but is not the only aspect worth addressing. What about fleet management?
Imagine tracking these batteries on a massive scale and getting a far more accurate insight into battery life than you ever could in the gas. Moreover, gas theft is one of the key reasons companies start managing their fleets more carefully, but how do you steal power from the battery? It’s not easy; it might even be completely impossible with the right oversight.
For instance, you can consider battery use when planning routes. The key thing with routing is that dense traffic and bad roads increase power use. However, it’s hard to estimate how much that easily. Fortunately, with the help of battery data insight, you’ll get precise numbers. This will become quite reliable and based on a big enough sample after a while.
In a way, this might drastically contribute to increased fleet electrification.
Batteries are the key to a greener future, and understanding them better helps you use them more effectively
Ultimately, batteries determine the usefulness, the range, the maintenance, and even the appeal of EVs. This is why it’s so important to research them further and observe all the data related to them as carefully as possible.
Business Motoring Award Winners 2025
