Perspectives on the integration between first-principles and data-driven modeling

W Bradley, J Kim, Z Kilwein, L Blakely… - Computers & Chemical …, 2022‏ - Elsevier
Efficiently embedding and/or integrating mechanistic information with data-driven models is
essential if it is desired to simultaneously take advantage of both engineering principles and …

Towards smart biomanufacturing: a perspective on recent developments in industrial measurement and monitoring technologies for bio-based production processes

CL Gargalo, I Udugama, K Pontius… - Journal of Industrial …, 2020‏ - academic.oup.com
The biomanufacturing industry has now the opportunity to upgrade its production processes
to be in harmony with the latest industrial revolution. Technology creates capabilities that …

Scrutinizing environmental governance in a digital age: New ways of seeing, participating, and intervening

S Kloppenburg, A Gupta, SRL Kruk, S Makris… - One Earth, 2022‏ - cell.com
Digital technologies play an increasingly important role in addressing environmental
challenges, such as climate change and resource depletion. Yet, the characteristics and …

[HTML][HTML] Machine learning for industrial sensing and control: A survey and practical perspective

NP Lawrence, SK Damarla, JW Kim, A Tulsyan… - Control Engineering …, 2024‏ - Elsevier
With the rise of deep learning, there has been renewed interest within the process industries
to utilize data on large-scale nonlinear sensing and control problems. We identify key …

Hybrid modeling in bioprocess dynamics: Structural variabilities, implementation strategies, and practical challenges

B Mahanty - Biotechnology and Bioengineering, 2023‏ - Wiley Online Library
Hybrid modeling, with an appropriate blend of the mechanistic and data‐driven framework,
is increasingly being adopted in bioprocess modeling, model‐based experimental design …

Digital Twin in biomanufacturing: Challenges and opportunities towards its implementation

IA Udugama, PC Lopez, CL Gargalo, X Li… - Systems Microbiology …, 2021‏ - Springer
The domain of industrial biomanufacturing is enthusiastically embracing the concept of
Digital Twin, owing to its promises of increased process efficiency and resource utilisation …

Steering representations—towards a critical understanding of digital twins

P Korenhof, V Blok, S Kloppenburg - Philosophy & technology, 2021‏ - Springer
Digital Twins are conceptualised in the academic technical discourse as real-time realistic
digital representations of physical entities. Originating from product engineering, the Digital …

Towards the development of digital twins for the bio-manufacturing industry

CL Gargalo, SC de Las Heras, MN Jones… - Digital twins: Tools and …, 2021‏ - Springer
The bio-manufacturing industry, along with other process industries, now has the opportunity
to be engaged in the latest industrial revolution, also known as Industry 4.0. To successfully …

[HTML][HTML] Why is batch processing still dominating the biologics landscape? Towards an integrated continuous bioprocessing alternative

A Kumar, IA Udugama, CL Gargalo, KV Gernaey - Processes, 2020‏ - mdpi.com
Continuous manufacturing of biologics (biopharmaceuticals) has been an area of active
research and development for many reasons, ranging from the demand for operational …

The role of big data in industrial (bio) chemical process operations

IA Udugama, CL Gargalo, Y Yamashita… - Industrial & …, 2020‏ - ACS Publications
With the emergence of Industry 4.0 and Big Data initiatives, there is a renewed interest in
leveraging the vast amounts of data collected in (bio) chemical processes to improve their …