1,364 research outputs found
Offset quantum-well method for tunable distributed Bragg reflector lasers and electro-absorption modulated distributed feedback lasers
A two-section offset quantum-well structure tunable laser with a tuning range of 7 nm was fabricated using offset quantum-well method. The distributed Bragg reflector (DBR) was realized just by selectively wet etching the multiquantum-well (MQW) layer above the quaternary lower waveguide. A threshold current of 32 mA and an output power of 9 mW at 100 mA were achieved. Furthermore, with this offset structure method, a distributed feedback (DFB) laser was integrated with an electro-absorption modulator (EAM), which was capable of producing 20 dB of optical extinction
A hybrid single-mode laser based on slotted silicon waveguides
An InGaAsP-Si hybrid single-mode laser based on etched slots in silicon waveguides was demonstrated operating at 1543 nm. The InGaAsP gain structure was bonded onto a patterned silicon-on-insulator wafer by selective area metal bonding method. The mode-selection mechanism based on a slotted silicon waveguide was applied, in which the parameters were designed using the simulation tool cavity modeling framework. The III-V lasers employed buried ridge stripe structure. The whole fabrication process only needs standard photolithography and inductively coupled plasma etching technology, which reduces cost for ease in technology transfer. At room temperature, a single mode of 1543-nm wavelength at a threshold current of 21 mA with a maximum output power of 1.9 mW in continuous-wave regime was obtained. The side mode suppression ratio was larger than 35 dB. The simplicity and flexibility of the fabrication process and a low cost make the slotted hybrid laser a promising light source
Collaborative Group Learning
Collaborative learning has successfully applied knowledge transfer to guide a
pool of small student networks towards robust local minima. However, previous
approaches typically struggle with drastically aggravated student
homogenization when the number of students rises. In this paper, we propose
Collaborative Group Learning, an efficient framework that aims to diversify the
feature representation and conduct an effective regularization. Intuitively,
similar to the human group study mechanism, we induce students to learn and
exchange different parts of course knowledge as collaborative groups. First,
each student is established by randomly routing on a modular neural network,
which facilitates flexible knowledge communication between students due to
random levels of representation sharing and branching. Second, to resist the
student homogenization, students first compose diverse feature sets by
exploiting the inductive bias from sub-sets of training data, and then
aggregate and distill different complementary knowledge by imitating a random
sub-group of students at each time step. Overall, the above mechanisms are
beneficial for maximizing the student population to further improve the model
generalization without sacrificing computational efficiency. Empirical
evaluations on both image and text tasks indicate that our method significantly
outperforms various state-of-the-art collaborative approaches whilst enhancing
computational efficiency.Comment: Accepted by AAAI 2021; Camera ready versio
Diagnosis of parapneumonic pleural effusion with serum and pleural fluid Activin A
Objective: The aim is to evaluate the diagnostic value of Activin A levels in serum and pleural fluid on Parapneumonic Pleural Effusion (PPE).
Methods: The authors collected serum and pleural fluid from 86 PPE and 37 Non-PPE (NPPE) patients. Including Activin A, levels of biomarkers such as Lactate Dehydrogenase (LDH), Procalcitonin (PCT), and C-Reactive Protein (CRP) were measured. All factors were calculated for association with days after admission. The diagnostic potential of biomarkers on PPE was considered by Receiver Operating Characteristic (ROC) curve analysis.
Results: Levels of Activin A in serum and pleural fluid of PPE patients were significantly higher than those of the NPPE patients. Moreover, concentrations of Activin A in pleural fluid showed a more obvious relevant days after admission. ROC curve analysis found that Activin A in pleural fluid had AUCs of 0.899 with 93% sensitivity and 84% specificity for PPE diagnosis.
Conclusion: Activin A in pleural fluid correlated with disease severity could act to diagnose PPE
Enrichment of Phosphate on Ferrous Iron Phases during Bio-Reduction of Ferrihydrite *
The reduction of less stable ferric hydroxides and formation of ferrous phases is critical for the fate of phosphorus in anaerobic soils and sediments. The interaction between ferrous iron and phosphate was investigated experimentally during the reduction of synthetic ferrihydrite with natural organic materials as carbon source. Ferrihydrite was readily reduced by dissimilatory iron reducing bacteria (DIRB) with between 52 % and 73 % Fe(III) converted to Fe(II) after 31 days, higher than without DIRB. Formation of ferrous phases was linearly coupled to almost complete removal of both aqueous and exchangeable phosphate. Simple model calculations based on the incubation data suggested ferrous phases bound phosphate with a molar ratio of Fe(II):P between 1.14- 2.25 or a capacity of 246- 485 mg·P·g â1 Fe(II). XRD analysis indicated that the ratio of Fe(II): P was responsible for the precipitation of vivianite (Fe3(PO4)2·8H2O), a dominant Fe(II) phosphate mineral in incubation systems. When the ratio of Fe(II):P was more than 1.5, the precipitation of Fe(II) phosphate was soundly crystallized to vivianite. Thus, reduction of ferric iron provides a mechanism for the further removal of available phosphate via the production of ferrous phases, with anaerobic soils and sediments potentially exhibiting a higher capacity to bind phosphate than some aerobic systems
Growth factorâinduced shedding of syndecan-1 confers glypican-1 dependence on mitogenic responses of cancer cells
The cell surface heparan sulfate proteoglycan (HSPG) glypican-1 is up-regulated by pancreatic and breast cancer cells, and its removal renders such cells insensitive to many growth factors. We sought to explain why the cell surface HSPG syndecan-1, which is also up-regulated by these cells and is a known growth factor coreceptor, does not compensate for glypican-1 loss. We show that the initial responses of these cells to the growth factor FGF2 are not glypican dependent, but they become so over time as FGF2 induces shedding of syndecan-1. Manipulations that retain syndecan-1 on the cell surface make long-term FGF2 responses glypican independent, whereas those that trigger syndecan-1 shedding make initial FGF2 responses glypican dependent. We further show that syndecan-1 shedding is mediated by matrix metalloproteinase-7 (MMP7), which, being anchored to cells by HSPGs, also causes its own release in a complex with syndecan-1 ectodomains. These results support a specific role for shed syndecan-1 or MMP7âsyndecan-1 complexes in tumor progression and add to accumulating evidence that syndecans and glypicans have nonequivalent functions in vivo
UltralongâRange Energy Transport in a Disordered Organic Semiconductor at Room Temperature Via Coherent ExcitonâPolariton Propagation
Amorphous molecular solids are inherently disordered, exhibiting strong exciton localization. Optical microcavities containing such disordered excitonic materials have been theoretically shown to support both propagating and localized excitonâpolariton modes. Here, the ultrastrong coupling of a Bloch surface wave photon and molecular excitons in a disordered organic thin film at room temperature is demonstrated, where the major fraction of the polaritons are propagating states. The delocalized excitonâpolariton has a group velocity as high as 3 Ă 107 m sâ1 and a lifetime of 500 fs, leading to propagation distances of over 100 ”m from the excitation source. The polariton intensity shows a haloâlike pattern that is due to selfâinterference of the polariton mode, from which a coherence length of 20 ”m is derived and is correlated with phase breaking by polariton scattering. The demonstration of ultralongârange excitonâpolariton transport at room temperature promises new photonic and optoelectronic applications such as efficient energy transfer in disordered condensed matter systems.Longârange excitation energy transport over 100 ”m is demonstrated in an amorphous organic thin film on a distributed Bragg reflector. The exciton exhibits ultrastrong coupling with a Bloch surface wave photon, overcoming the short exciton diffusion lengths of disordered material systems. The haloâlike polariton propagation pattern is explained by selfâinterference.Peer Reviewedhttp://deepblue.lib.umich.edu/bitstream/2027.42/156177/3/adma202002127-sup-0001-SuppMat.pdfhttp://deepblue.lib.umich.edu/bitstream/2027.42/156177/2/adma202002127.pdfhttp://deepblue.lib.umich.edu/bitstream/2027.42/156177/1/adma202002127_am.pd
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