Brian Harrington discusses the importance of incorporating machine downtime into simulations, focusing on key metrics like Mean Time Between Failures (MTBF) and Mean Time to Repair (MTTR). He underscores the complexities involved in accurately modeling downtime, including human behavior and safety protocols such as lock-out procedures. The document emphasizes the need for effective strategies to address downtime impacts on performance and available resources in manufacturing systems.