Information technology | Biotechnology |
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Advanced interfacing, process analytics, and control algorithms | Advanced process engineering, analytics equipment, at-line assay |
Big Data: effective management of large and complex data sets | New in-line (SU) probes and automated at-line (cell-free) sampling |
Adaptive fuzzy expert system now employ artificial intelligence | Rapid at-line 2D • fluorescence; near/mid-IR; Raman spectroscopy |
Flexible and affordable data storage and cloud hosting | Near-real time concentration measurements using CFCA methods |
Laboratory information management systems (LIMS) | At-line surface plasmon resonance specificity, kinetics, and affinity |
Industrial internet of things (IIoT) and cloud computing | Intriguing microfluidic platform-based at-line cell-condition analytics |
FDA-regulated suitable software providing traceability/backup | Near real-time product CQA assessment and data accession |
Analytical QbD (AQbD) or QbD as applied to analytical methods | Â |