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Title: Spectral Barcoding of Quantum Dots: Deciphering Structural Motifs from the Excitonic Spectra

Journal Article · · Physical Review. B, Condensed Matter and Materials Physics

Self-assembled semiconductor quantum dots (QDs) show in high-resolution single-dot spectra a multitude of sharp lines, resembling a barcode, due to various neutral and charged exciton complexes. Here we propose the 'spectral barcoding' method that deciphers structural motifs of dots by using such barcode as input to an artificial-intelligence learning system. Thus, we invert the common practice of deducing spectra from structure by deducing structure from spectra. This approach (i) lays the foundation for building a much needed structure-spectra understanding for large nanostructures and (ii) can guide future design of desired optical features of QDs by controlling during growth only those structural motifs that decide given optical features.

Research Organization:
National Renewable Energy Lab. (NREL), Golden, CO (United States)
Sponsoring Organization:
USDOE
DOE Contract Number:
AC36-08GO28308
OSTI ID:
975403
Journal Information:
Physical Review. B, Condensed Matter and Materials Physics, Vol. 80, Issue 3, 2009; Related Information: Article No. 035328
Country of Publication:
United States
Language:
English