Batteries that power electric vehicles are essential, but how long they last when used in everyday driving has remained a tricky question. Most testing done in labs uses basic, steady charging and discharging routines—methods where electricity flows at a constant rate—that don’t match how vehicles are driven in the real world. Prompted by the goal of improving battery predictions and extending their useful life, scientists investigated whether these traditional methods truly reflect day-to-day driving.
Stanford University researchers, Dr. Simona Onori and Dr. William Chueh, studied how batteries react to changing power demands, like those experienced when cars start, stop, or use energy-saving brakes known as regenerative braking, which recovers energy during slowing down. Their findings, shared in the journal Nature Energy, question long-held assumptions about how batteries should be tested.
Dr. Onori and Dr. Chueh ran tests on widely used electric vehicle battery cells under dozens of different driving-style scenarios, including patterns from actual traffic data and computer-simulated trips. These experiments ran for months and were designed to resemble the way people actually drive, such as navigating city streets or cruising on highways. What they discovered was unexpected—batteries used in varied driving conditions actually lasted much longer than those tested under steady, unchanging energy use. In driving terms, this could mean the car goes significantly farther before the battery needs replacing.
“We found that dynamic cycling—charging and discharging that varies in intensity—enhances battery lifetime substantially compared with constant current discharge,” Dr. Onori explained. This effect was even more noticeable when the power drawn from the battery was generally lower. The study also revealed that using only steady energy patterns during testing often gives an overly pessimistic picture of how long a battery will really last.
Drive Smarter, Not Harder Tip #1: Mix Up Your Driving Patterns Avoid constant speeds for long periods. Batteries last longer with varied driving—like city stop-and-go or changing road conditions. 
Let Your Car Help Itself Tip #2: Use Regenerative Braking Often Slow down naturally and let the car capture energy during braking. It’s not just efficient—it also helps preserve your battery over time. Ease Up on the Pedal Tip #3: Keep Your Power Use Moderate Driving with gentler acceleration and lower power demand leads to slower battery ageing and more range in the long run. Let It Rest Right Tip #4: Avoid Keeping It Fully Charged Too Long Short rests at lower charge levels are better than sitting at 100% full. It helps your battery stay healthier for longer. Real-World Use Is Battery-Friendly Tip #5: Don’t Worry About Imperfect Driving Turns out, real-life driving isn’t hard on your battery—it may actually help it last longer compared to artificial lab testing routines.
Perhaps the most important takeaway from the study is that changes in how much energy a vehicle uses at different moments—especially during slowing down or stopping—have a big impact on how batteries age. With the help of easy-to-interpret computer models—digital tools that simulate real-world conditions—the team pinpointed that these kinds of slow, gentle fluctuations can actually help keep batteries healthier for longer. Dr. Chueh noted, “This work quantifies the importance of evaluating new battery chemistries—combinations of materials that make up the battery—and designs with realistic load profiles, which are patterns of energy use seen during everyday activities, highlighting the opportunities to revisit our understanding of ageing mechanisms.”
Results like these not only challenge long-used lab methods but also point to a better way forward for designing and maintaining batteries. By seeing how everyday driving affects battery wear and tear, developers can build smarter systems that take advantage of these natural benefits. As Dr. Onori and Dr. Chueh summed up, “Dynamic cycling does not accelerate degradation; rather, it enhances lifetime.”
Switching to testing methods that mirror real-world driving could make a major difference. Since battery-powered tools and vehicles are becoming more common in daily life, these insights can help create energy solutions that last longer and work more efficiently.
Journal Reference
Geslin A., Xu L., Ganapathi D., Moy K., Chueh W.C., Onori S. “Dynamic cycling enhances battery lifetime.” Nature Energy, 2025; 10:172-180. DOI: https://doi.org/10.1038/s41560-024-01675-8
About the Authors
Dr. Simona Onori is a leading expert in energy systems and battery management, currently serving as an Associate Professor at Stanford University. Her research focuses on modeling, control, and diagnostics of electrochemical energy storage systems, with a special emphasis on lithium-ion batteries used in electric vehicles and renewable energy applications. She has made significant contributions to the development of algorithms that improve battery lifespan and efficiency by integrating real-world usage data. Dr. Onori has received several prestigious awards and is recognized for her interdisciplinary approach that bridges engineering and applied science. Her work is frequently published in top energy journals and has influenced industry practices in automotive and grid storage technologies. Beyond her academic achievements, she is a passionate advocate for sustainable transportation and mentors the next generation of engineers and scientists in the clean energy space.
Dr. William Chueh is a renowned materials scientist and Associate Professor at Stanford University, where he also leads the Stanford Energy Storage and Conversion Lab. His research centers on developing next-generation energy storage materials, with a focus on solid-state batteries and advanced lithium-ion technologies. Dr. Chueh combines experimental methods with data-driven approaches to understand and improve the performance and longevity of energy systems. His work has been instrumental in shaping the future of battery technology and has led to collaborations with both academic institutions and leading tech companies. Recognized for his pioneering efforts, he has received numerous honors, including early-career awards and fellowships. Dr. Chueh is also affiliated with SLAC National Accelerator Laboratory, where he contributes to national research initiatives in clean energy. A forward-thinking innovator, he champions the integration of fundamental science with real-world energy solutions that support global sustainability goals.
