Constraint Optimization of MicroPlate Designs
DOI:
https://doi.org/10.1609/aaai.v40i17.38438Abstract
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.Downloads
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
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Section
AAAI Technical Track on Constraint Satisfaction and Optimization