Scientists have developed a machine learning method that could dramatically slash the cost and energy required to develop new lithium-ion batteries that the modern world is becoming increasingly reliant. Predicting a new battery design’s lifesapn – and its engineering applications – is a major industry bottleneck. Brute-force testing of prototypes by repeatedly charging and discharging until they near their end-of-life threshold can take months or even years, consuming vast amounts of...