Monitoring Remaining Battery Life in Aging

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Our current generation is comfortable with recharging batteries for television remotes, and phones. However behind the scenes, scientists are continuously probing battery science, and revealing surprising facts. Today, we consider work ongoing at Stanford University into monitoring remaining battery life. We never cease to wonder how broad this tapestry is.

Monitoring Remaining Lithium-Ion Battery Life

A team at Stanford University is working on new ways to predict the internal state of lithium-ion battery systems. They say the currently-available tools are simply inadequate for electric car range estimates, as well as extending battery life.

Weakness of Current Systems Monitoring Battery Life

All batteries gradually fade, as they age, until they can no longer do their work satisfactorily. However, this process is not consistent, even within a particular brand and model range. In fact, the scientists claim most systems monitoring remaining battery life are “blind to changes in a battery’s internal workings”.

Instead, the Stanford team says these systems are “more like a doctor prescribing treatment without knowing the state of a patient’s heart and lungs”. Or for that matter “the particular ways their environment, lifestyle, stress, and luck have ravaged, or spared them”. This is why estimates of remaining life in older batteries frequently prove inaccurate.

A New Model to Predict True State in Real Time

The Stanford model relies on existing battery management system sensors, which are commonplace in modern EV’s. “Our algorithm can be integrated into current technologies, to make them operate in a smarter fashion,” they explain.

Their research focused on lithium-nickel-manganese-cobalt-oxide batteries, and they were confidently able to estimate internal variables. However, their model is broad enough to estimate lithium concentration and cell capacity, while monitoring remaining battery life in other kinds of lithium batteries too.

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About Author

Electricity has always intrigued me. I have been writing about batteries and energy storage for more than ten years, and have published over 4,000 articles on this website. During that time, I have researched developments across lead-acid, lithium-ion, sodium-ion, flow batteries, and emerging energy-storage technologies. My goal is to explain complex battery concepts in clear, practical language that anyone can understand. My writing career began unexpectedly after leaving the corporate world. What started as a search for a new direction gradually became a fascination with batteries, renewable energy, and the science that powers modern life. Writing may not have made me wealthy, but it has given me the opportunity to explore an industry that continues to evolve in remarkable ways.

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