Researchers collected air and cloud-particle samples from an aircraft flying through the troposphere and lower stratosphere, reaching 14.5 kilometers, during a 2021 campaign over Europe. They examined particles entering and leaving deep convective clouds to determine which could help form ice in clouds.

The incoming air contained particles active at both relatively warm temperatures above −15 °C and colder temperatures below −20 °C. Samples from inside the clouds and their outflow contained only the colder-active particles. The researchers attribute this separation to precipitation removing the particles that form ice at warmer temperatures, while the colder-active particles were carried upward into very cold air.