Rapid, portable and cost-effective yeast cell viability and concentration analysis using lensfree on-chip microscopy and machine learning

Engineering

• Gold Standard 40%
• Fields 40%
• Sensor Chip 40%
• Dynamic Range 20%
• Quantification 20%
• Support Vector Machine 20%
• User Interface 20%
• Biofuel 20%
• Cell Concentration 20%
• Machine Learning Algorithm 20%
• Models 20%
• Performance 20%
• Density 20%
• Demonstrates 20%
• Applications 20%
• Regression 20%
• Measurer 20%
• Images 20%
• Accuracy 20%
• Lenses 20%
• Standard Method 20%

Biochemistry, Genetics and Molecular Biology

• Yeast 100%
• Cell Viability 60%
• Microscopy 40%
• Learning 40%
• Fluorescence 20%
• Illumination 20%
• Cell Density 20%
• Staining 20%
• Methylene Blue 20%
• Sample 20%
• Dynamics 20%
• Accuracy 20%

Computer Science

• Gold Standard 40%
• Electronics 40%
• Image Sensors 40%
• Machine Learning 20%
• Support Vector Machine 20%
• Quantification 20%
• Simulation Mode 20%
• Application 20%
• Regression 20%
• Accuracy 20%
• User Interfaces 20%