Abstract Bio-inspired design (BID) involves generating innovative ideas for engineering by drawing inspiration from natural biological phenomena and systems, using a form of design-by-analogy. Despite its many successes, BID approaches encounter research challenges including unstructured data existing models that hinder comprehension processing, limited focus on finding knowledge compared to de...