Molecular Entity Identification TRIZ Cases
- Odor detection method for refrigeration appliance and refrigeration appliance
See how ensemble machine learning models trained on single and mixed food types improve odor de
- Mass Spectral Composition Estimation Under Ambient Ionization
Sequential mass spectra are corrected with NMF and canonical correlation to estimate unknown mixture ratios under ambient ionization.
- Mass Spectrometry Vapor Monitoring for Predictive Microelectronic Failure
Chemical vapor signatures from microelectronic instruments are tracked with APCI mass spectrometry to predict failures before functional damage occurs.
- Looped Spectral Search for Fragment Ion Annotation Coverage
Iterative removal of annotated fragment ion peaks enables repeated spectral searches that expand coverage and improve complex molecule analysis.
- Low-Resolution Tandem Mass Fingerprinting for Rapid Bio-Identification
Raw-sample MALDI tandem MS with post-ionization fragmentation and ML enables rapid, high-throughput biological identification without prior separation.