Browsing NTNU Open by Author "Rutkowski, Gregory Philip"
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Microfluidic droplet detection via region-based and single-pass convolutional neural networks with comparison to conventional image analysis methodologies.
Rutkowski, Gregory Philip; Azizov, Ilgar; Unmann, Evan; Dudek, Marcin; Grimes, Brian Arthur (Peer reviewed; Journal article, 2022)As the complexity of microfluidic experiments and the associated image data volumes scale, traditional feature extraction approaches begin to struggle at both detection and analysis pipeline throughput. Deep-neural networks ... -
Microfluidic Synthesis of Graphene Quantum Dots and the Subsequent Ultrafast Photophysics: Building Blocks Towards Autonomous Nanomaterial Synthesis Platforms
Rutkowski, Gregory Philip (Doctoral theses at NTNU;2022:60, Doctoral thesis, 2022)Autonomous synthesis of nanomaterials is a harmonious pursuit which assembles various building blocks from a toolbox consisting of microfluidics, robotics, artificial-intelligence, and spectroscopy, amongst a plethora of ...