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Welcome to part two of this three-part webinar. The biopharmaceutical industry is rapidly evolving, with new modalities and continuous pressure to deliver high-quality biologics faster than ever before. Digital transformation, particularly the use of modeling and simulation, is becoming vital to meeting these complex challenges. Join Dr. Edward Close, Head of the Bioprocess Modeling Competency Center at Siemens Digital Industries Software, as he explores how end-to-end bioprocess digital twins are improving speed and efficiency in biopharmaceutical development. What you'll learn: Why Bioprocess Digital Twins? Understand the industry's need for digital solutions to bring biologics to market faster, more efficiently, and sustainably, while meeting regulatory expectations. Defining Bioprocess Digital Twins: Get a clear understanding of what bioprocess digital twins are, including the distinctions between digital models, digital shadows, and full digital twins. The Science Behind the Models: Discover how Siemens' mechanistic and hybrid models leverage known science and engineering principles, with tens of thousands of equations, to predict Critical Quality Attributes (CQAs) from Critical Process Parameters (CPPs). End-to-End Bioprocess Modeling: Learn the value of integrated, end-to-end bioprocess models for simulating, predicting, and optimizing processes before physical investment. Taking Models Online: Understand the journey of deploying models online for real-time applications, from state estimation and soft sensing to forecasting, advisory, and autonomous control. Online Digital Twin Case Study: See a real-world example of an online digital twin for single-pass tangential flow filtration, estimating membrane resistance in real-time and providing maintenance forecasts. The gPROMS Digital Applications Platform: Learn about the robust platform underpinning these digital twins, enabling data exchange, validation, model-based calculations, and system monitoring. Speaker: Dr. Edward Close: Head of the Bioprocess Modeling Competency Center, Siemens Digital Industries Software Relevant links: Watch part 1: Placeholder Elevate your digital twin possibilities with Siemens' gPROMS: https://sie.ag/222HRN