Culture Medium Panel Configuration for Cell Suitability

The patent applies preliminary action by pre-configuring a culture medium panel with a small number of carefully selected culture media before actual cell culture experiments. The panel is designed in advance based on analysis of cell characteristics and culture medium compositions, allowing researchers to quickly select an appropriate culture medium without time-consuming development processes. This preliminary configuration resolves the contradiction by providing ready-to-use options that maintain high suitability while reducing development time.

The patent applies parameter changes by transforming the culture medium selection problem into a parameter optimization problem. It analyzes cell characteristics (such as cell type, growth rate, metabolic properties) and culture medium compositions (such as nutrient concentrations, pH, additives) as parameters, then uses computational methods to identify the optimal subset of culture media that maximizes selection reliability. This approach resolves the contradiction by maintaining high reliability with a reduced panel size through scientific parameter analysis rather than exhaustive experimentation.

The patent applies copying by creating a virtual model or database of cell characteristics and culture medium compositions that can be analyzed computationally. Instead of relying solely on physical experimentation with large numbers of culture media, the system creates a digital representation that allows virtual screening and prediction of suitable culture media. This copying approach resolves the contradiction by enabling the evaluation of many more culture medium options than would be feasible through traditional experimentation, thereby expanding the effective panel size while maintaining reliability.