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