Modeling for Integrated Continuous Manufacturing
Model-driven insight and control for faster, smarter manufacturing
CONTINUUS models power faster, innovative, Integrated Continuous Manufacturing (ICM). We combine mechanistic, data-driven, and hybrid digital-twin modeling to design, optimize, and control continuous processes across laboratory, pilot, and commercial scales. Integrated with real-time process analytical technologies (PAT), process data feeds, and state-of-the-art automation, our models deliver predictive insights, enable model-based control, and streamline tech transfer. The result: shorter development cycles, reduced experimentation, tighter control of critical quality attributes (CQAs), and a more efficient and compliant path to reliable and scalable manufacturing.
A Closer Look at ICM Modeling
Modeling is the “brain” of our integrated continuous manufacturing approach. CONTINUUS combines mechanistic models, such as reaction kinetics, heat/mass transfer, crystallization, and particle dynamics, with data-driven analytics, including chemometrics, machine learning, and soft sensors, as well as hybrid digital-twins that fuse first-principles models with live plant data. Together, these tools accelerate development, sharpen scientific understanding, and enable real-time control, from lab and pilot work to continuous commercial lines.
We apply modeling across the full drug lifecycle: in R&D for route screening, DoE, and early digital-twin prototypes aligned with a Quality by Design (QbD) framework; at pilot scale for process optimization, PAT-integrated monitoring, and control-strategy design; and ultimately for commercial execution using full digital-twins, model-based control, and pathways that will one day lead to real-time release testing. Robust, phase-appropriate modeling enables faster, less costly, and more reliable production scaling and technology transfer.
Key Features of CONTINUUS’s Advanced Modeling
Three complementary modeling approaches
- Mechanistic: Kinetics; heat/mass transfer; crystallization and particle-size evolution
- Data-driven: Chemometrics; machine learning for prediction/classification; soft sensors for hard-to-measure variables
- Hybrid/digital-twins: First-principles fused with live data for simulation, monitoring, and control
Lifecycle application
- R&D route and parameter screening, DoE-guided kinetic model building, QbD-aligned development
- Pilot-scale optimization, PAT-connected modeling, and dynamic stress-testing of control strategies
- Commercial readiness, full digital-twin deployment, model-based control, future real-time release testing (RTRT) enablement
PAT integration
- Spectral models (IR/Raman/NIR) embedded in monitoring systems
- PAT-enhanced digital-twins provide continuous verification and process visibility
Faster scale-up & tech transfer
- Consistent, but evolved models used at lab, pilot, and commercial scales derisk tech transfers
Advanced automation
- Models connect to feeds and an Emerson DeltaV control system for predictive, closed-loop control
Regulatory alignment
- Built around QbD principles and contemporary guidance on PAT and continuous manufacturing
Advanced Manufacturing Expertise That Guides ICM Modeling
We offer comprehensive process development and integration services for all continuous manufacturing unit operations.
Integrated Continuous Manufacturing
/ API
- Flow Chemistry Reaction
- Polish Filtration
- Crystallization
- Solvent Recovery
- Filtration
- Drying
Unit OP Multi-Step
- Extrusion
- Injection Molding
- Coating
Plug-and-Play Unit Operations & Supporting Technologies
CONTINUUS’s modular, plug-and-play unit operations are engineered for seamless integration and rapid configuration and re-configuration. These units can operate as part of an ICM line or be implemented individually, enabling flexible deployment tailored to each program’s needs.
Join the CONTINUUS Revolution
Learn how Integrated Continuous Manufacturing will transform your supply chain by reducing the cost of goods, increasing product quality, enhancing sustainability, and accelerating your path to market.