Constraint Optimization of MicroPlate Designs

Authors

  • Ramiz Gindullin Uppsala University
  • María Andreína Francisco Rodríguez Uppsala University

DOI:

https://doi.org/10.1609/aaai.v40i17.38438

Abstract

Standardized microplates are used to conduct large-scale biomedical research. The design of microplate layouts plays an essential role in handling so-called plate effects, i.e., systematic variations across the geometry of a microplate. An effective layout allows us to detect and negate plate effects. The randomized placement of controls and compounds produces layouts of limited effectiveness, so specific approaches are needed. A previously developed system, PLAID, proposed a constraint satisfaction model to construct effective plate layouts. However, PLAID does not scale well with microplate dimensions. To improve on PLAID, we propose Constraint Optimization of MicroPlate Designs (COMPD), which allows for greater flexibility and higher quality of the layouts.

Published

2026-03-14

How to Cite

Gindullin, R., & Rodríguez, M. A. F. (2026). Constraint Optimization of MicroPlate Designs. Proceedings of the AAAI Conference on Artificial Intelligence, 40(17), 14243–14250. https://doi.org/10.1609/aaai.v40i17.38438

Issue

Section

AAAI Technical Track on Constraint Satisfaction and Optimization