Published my article on microcapsule shape prediction!
This week I have a lot to celebrate. One of the articles I wrote three years ago, when I was doing my postdoc at the Université de Technologie de Compiègne (UTC), has been published online! It is entitled Real-time prediction of the deformation of microcapsules using Proper Orthogonal Decomposition and can be found in the Journal of Fluids and Structures.
A microcapsule is a micrometric liquid droplet enclosed by a thin elastic membrane. In nature, they appear in the form of red blood cells, vesicles or eggs. However, they can be artificially created to protect substances inside, such as drugs or aromas, and release them in a controlled way through their rupture. When capsules are suspended in a microfluidic channel, they undergo large deformations, which are tremendously time-consuming to compute. Predicting these deformations is crucial to determine if and when capsules will break.
Capsule in a microchannel Image of a capsule flowing through a square-section microchannel from left to right.
In this article we designed a series of strategies to accelerate the calculation of the deformation of microcapsules based on dimensionality reduction. In particular, we chose the Proper Orthogonal Decomposition (POD) to obtain the principal components of the shapes of around one hundred deformed capsules from previous simulations. Using the principal components, we obtained a hypersurface of solutions as a function of the parameters of the microfluidic channel. In order to walk around the hypersurface, and thus predict the shape of the capsule for unknown values of the parameters, we analyzed different approaches.
We found that the diffuse approximation, a method developed at UTC similar to the Locally-Linear Embedding (LLE), provided excellent predictions. As a result, we succeeded in moving from complex simulations that took several days of computation to approximations with minimal error that required only a few seconds. This represents an amazing gain in time of around 8,600,000%!