The IARPA BABEL program has stimulated worldwide research in keyword search technology for low resource languages, and the NIST OpenKWS evaluations are the de facto benchmark test for such capabilities. The 2016 OpenKWS evaluation featured Georgian speech, and had 10 participants from across the world. This paper describes the Kaldi system developed to assist IARPA in creating a competitive baseline against which participants were evaluated, and to provide a truly open source system to all participants to support their research. This system handily met the BABEL program goals of 0.60 ATWV and 50% WER, achieving 0.70 ATWV and 38% WER with a single ASR system, i.e. without ASR system combination. All except one OpenKWS participant used Kaldi components in their submissions, typically in conjunction with system combination. This paper therefore complements all other OpenKWSbased papers.
Aromatic micropollutants found in wastewater pose threats to human
health, and it is necessary to remove them from wastewater. Cyclodextrin
hydrogel is one of the most promising environmentally friendly materials
for removing aromatic micropollutants from wastewater by means of
adsorption. In this study, we have synthesized a cyclodextrin hydrogel
designed to simultaneously adsorb a cationic dye (methylene blue,
MB) and an endocrine-disrupting compound, EDC (bisphenol A, BPA) and
provide insights into the design of adsorbents for multicomponent
wastewater purification. Polymeric dextran–poly(acrylic acid)−β-cyclodextrin
(Dex–PAA–CD) was prepared by the copolymerization of
glycidyl methacrylate (GMA), methacrylate-substituted dextran (Dex-MA),
acrylic acid, and vinyl-derivatized β-cyclodextrin (β-CD-MA).
The adsorption of MB and BPA by the Dex–PAA–CD hydrogel
presented short equilibrium time. The adsorption of MB and BPA was
independent of each other, and their adsorption mechanisms were proved
to be electronic interaction and cyclodextrin host–guest interaction,
respectively. The maximum adsorption capacities of MB and BPA onto
Dex–PAA–CD are determined to be 5.60 and 0.144 mmol/g
by the Sips isotherm. The Dex–PAA–CD hydrogel retains
a high adsorption capacity even after five adsorption/desorption cycles
and demonstrates the feasibility of designing reusable adsorbents
to remove multiple pollutants from wastewater.
scite is a Brooklyn-based organization that helps researchers better discover and understand research articles through Smart Citations–citations that display the context of the citation and describe whether the article provides supporting or contrasting evidence. scite is used by students and researchers from around the world and is funded in part by the National Science Foundation and the National Institute on Drug Abuse of the National Institutes of Health.