The Journal of Physical Chemistry C · 2020 · 17 citations · 38 references
EngineeringMicroscopyCharge TransportSemiconductorsExotic StateCharge SeparationPhotophysical PropertyNuclear DecayTime-resolved Phase MicroscopeBiophysicsPhysicsPhotochemistryNanotechnologyLocal Charge DynamicsMicroanalysisLight–matter InteractionSynchrotron RadiationNanophysicsDouble Beta DecayApplied PhysicsCondensed Matter PhysicsRefractive Index ChangeMedicine
We have developed a new type of time-resolved phase microscope through which the dynamics of photo-excited charge carriers at local positions are visualized by a refractive index change. To categorize the charge carrier responses at local positions, we introduced a classification method for all of the local temporal responses based on their similarity (cluster analysis). We analyzed the local responses for a nanoparticulate-TiO2 film. By categorizing the charge carrier responses for different positions, the categories of the temporal responses were mapped out. Although the average responses of photo-excited charge carriers were caused by recombination processes, we found a spotty fast decay response (50 ± 10 ns), which could not be recognized after averaging in space. The process was assigned as the formation and nonradiative decay of self-trapped excitons. The clustering mapping of the charge carrier responses could reveal the local charge dynamics, which may not be recognized otherwise.
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A tutorial on spectral clustering
Ulrike von Luxburg · Statistics and Computing · 2007 · 10K citations