Abstract The structural characteristics of the fins determine the performance of heat exchanger. An outstanding fin structure exhibits high heat transfer performance and low flow resistance, which are conflicting outcomes. Through natural evolution, fish have developed a shape structure suitable for swimming. Inspired by this, this research presents a biomimetic corrugated fin structure based on the fins of eels. The extreme learning machine algorithm is used to construct a surrogate model.