Use of Monte Carlo simulations for improved facility fit planning in downstream biomanufacturing and technology transfer.

Biologics manufacturing is capital and consumable intensive with need for advanced inventory planning to account for supply chain constraints. Early-stage process design and technology transfer are often challenging due to limited information on process variability regarding bioreactor titer, process yield, and product quality. Monte Carlo (MC) methods offer a stochastic modeling approach for process optimization where probabilities of occurrence for process inputs are incorporated into a deterministic model to simulate more likely scenarios for process outputs.