26 research outputs found
Chemical and device degradation in PCPDTBT: PCBM solar cells using XPS and ToF-SIMS
Analysis of the degradation routes for PCPDTBT-based solar cells under illumination and in the presence of air have been conducted using a combination of X-ray Photoelectron Spectroscopy (XPS), Time-Of-Flight Secondary Ion Mass Spectrometry (TOF-SIMS) and solar cell device data. After ageing, XPS studies show that PCPDTBT appears as an oxygen-containing polymer, with data indicating that a break-up in the aromatic rings, formation of sulphates at the thiophene ring, chain scission in the polymer backbone and also loss of side chains. XPS studies on active layers blends of PCPDTBT and PCBM also show significant changes in the vertical composition during ageing, with increased enrichment of PCPDTBT observed at the top surface and that the use of a processing additive (ODT) has a negative impact on the morphological stability. TOF-SIMS has been used to study electrode degradation during ageing experiments leads to migration of indium and tin ions into the active layer in non-inverted devices, but is eliminated for inverted devices.RAEng and EC financial support and Prof TJ Lewis (Bangor) for technical suppor
A Statistical Study of Soft X-ray Flares on Solar-type Stars
The statistical characteristic of stellar flares at optical bands has
received an extensive study, but it remains to be studied at soft X-ray bands,
in particular for solar-type stars. Here, we present a statistical study of
soft X-ray flares on solar-type stars, which can help understand
multi-wavelength behaviors of stellar flares. We mainly use Chandra Source
Catalog Release 2.0, which includes a number of flaring stars with denoted
variability, and Gaia Data Release 3, which includes necessary information for
classifying stars. We also develop a set of methods for identifying and
classifying stellar soft X-ray flares and estimating their properties. A
detailed statistical investigation for 129 flare samples on 103 nearby
solar-type stars as selected yields the following main results. (1) The flare
energy emitted at the soft X-ray band in our sample ranges from
to , and the majority of them are superflares with
the most energetic one having energy of $6.0_{-4.7}^{+3.2} \times 10^{37} \
\mathrm{erg}T_\mathrm{duration,SXR} \propto E_\mathrm{flare,SXR}^{\ 0.201 \pm 0.024}\mathrm{d} N_\mathrm{flare} / \mathrm{d} E_\mathrm{flare,SXR} \propto
E_\mathrm{flare,SXR}^{\ -1.77}$, which is similar to the results found at other
bands and on other types of stars, indicating that the energy emitted at the
soft X-ray band could be a constant fraction of the full-band bolometric
energy
Pre-trained Recommender Systems: A Causal Debiasing Perspective
Recent studies on pre-trained vision/language models have demonstrated the
practical benefit of a new, promising solution-building paradigm in AI where
models can be pre-trained on broad data describing a generic task space and
then adapted successfully to solve a wide range of downstream tasks, even when
training data is severely limited (e.g., in zero- or few-shot learning
scenarios). Inspired by such progress, we investigate in this paper the
possibilities and challenges of adapting such a paradigm to the context of
recommender systems, which is less investigated from the perspective of
pre-trained model. In particular, we propose to develop a generic recommender
that captures universal interaction patterns by training on generic user-item
interaction data extracted from different domains, which can then be fast
adapted to improve few-shot learning performance in unseen new domains (with
limited data).
However, unlike vision/language data which share strong conformity in the
semantic space, universal patterns underlying recommendation data collected
across different domains (e.g., different countries or different E-commerce
platforms) are often occluded by both in-domain and cross-domain biases
implicitly imposed by the cultural differences in their user and item bases, as
well as their uses of different e-commerce platforms. As shown in our
experiments, such heterogeneous biases in the data tend to hinder the
effectiveness of the pre-trained model. To address this challenge, we further
introduce and formalize a causal debiasing perspective, which is substantiated
via a hierarchical Bayesian deep learning model, named PreRec. Our empirical
studies on real-world data show that the proposed model could significantly
improve the recommendation performance in zero- and few-shot learning settings
under both cross-market and cross-platform scenarios.Comment: 8 pages, WSDM 2
Recommended from our members
Dihedral Symmetries of Non-crossing Partition Lattices
The idea of the lattice of non-crossing partitions, NC(n), is inspired by early work of Kreweras. In this thesis we study the action of dihedral group D_2n on NC(n), especially the sublattice NC(n)^F in which all the elements are fixed by a reflection F, and then we extend our work to the characters of the dihedral group acting on NC(n). We start from enumerative properties of the lattice NC(n)^F . Next we investigate the recursive structure on the lattice NC(n)^F related to central binomial coefficients and the Catalan numbers. We proceed to look into combinatorial structure of a graded sublattice which is named the pruned sublattice . Two characters Alpha_S and Beta_S introduced by Stanley of dihedral groups acting on NC(n) are computed with respect to certain rank-selected subposet NC(n)_S in NC(n). We first recall Montenegro\u27s computation of Beta_[n-2] from his unpublished manuscript. Based on the cyclic sieving phenomenon of Reiner, Stanton and White, we obtain a general result for all Alpha_S\u27s, where S is a subset of [n] of size 1 or n-2
Large area vacuum fabrication of organic thin-film transistors
A process has been developed to make the dielectric layer for organic thin-film transistors (OTFTs) in a roll-to-roll vacuum web coater environment. This dielectric layer combined with an organic semiconductor layer and metal layer deposited in vacuum allows a solvent-free process to make organic/inorganic multilayer structures for thin-film electronic devices on a flexible substrate at, potentially, high speed. The polymeric gate dielectric layers were fabricated by flash evaporation of acrylic monomers onto a polymer film with pre-patterned metal gates followed by radiation curing by electron beam, ultra-violent light (UV) or plasma. With a non-polar dielectric surface, charge carrier mobility (μ) of 1 cm2-V-1s-1; on/off curren ratio of 108, sub-threshold swing (SS) of 0.3 V/decade and saturated output curve were routinely achieved in dinaphtho-[2,3-b:2'3'-f]thieno[3,2-b]thiophene (DNTT) transistors with dielectric layer of tripropylene glycol diacrylate (TPGDA) of ~400 nm. Apart from the TPGDA, monomer formulas including 1,6-Hexanediol diacrylate (HDDA) as well as several commercial acrylic resins have been used to make the dielectric layer. The highest areal capacitance of 41nF-cm-2 was achieved with a pin-hole free film of less than 100 nm made of an acrylate mixture resin. A non-polar dielectric surface treatment layer has been developed based on flash evaporation of lauryl acrylate and HDDA mixture. The transistors with the buffer layer showed constant performance and a mobility fivefold greater than those of untreated samples. The effect of humidity, oxygen, and light during switching cycles of both pentacene and DNTT transistors were studied. Water and oxygen/illumination had a distinct effect on both pentacene and DNTT transistors. Oxygen leads to acceptor-like charge traps under illumination, which shifted the turn-on voltage (Vto) to more positive values. In contrast, water in transistors gave rise to donor-like charge traps, which shifted the Vto and the threshold voltage (VT) more negatively. The DNTT devices showed good stability in dry air without encapsulation, while pentacene transistors degraded with either repeating measurement or long term storage. A DNTT transistor with a PS-coated TPGDA dielectric layer showed stable drain current (Id) of ~105A under bias stress of the gate voltage (em>Vg) of -20V and the drain voltage (em>Vd) of -20V for at least 144 hours. The Vto shift after the stress was less than 5 V and was recoverable when the device was kept in dry air for a few days. Possible reasons for the Vto shift have been discussed
Large area vacuum fabrication of organic thin-film transistors
A process has been developed to make the dielectric layer for organic thin-film transistors (OTFTs) in a roll-to-roll vacuum web coater environment. This dielectric layer combined with an organic semiconductor layer and metal layer deposited in vacuum allows a solvent-free process to make organic/inorganic multilayer structures for thin-film electronic devices on a flexible substrate at, potentially, high speed. The polymeric gate dielectric layers were fabricated by flash evaporation of acrylic monomers onto a polymer film with pre-patterned metal gates followed by radiation curing by electron beam, ultra-violent light (UV) or plasma. With a non-polar dielectric surface, charge carrier mobility (μ) of 1 cm2-V-1s-1; on/off curren ratio of 108, sub-threshold swing (SS) of 0.3 V/decade and saturated output curve were routinely achieved in dinaphtho-[2,3-b:2'3'-f]thieno[3,2-b]thiophene (DNTT) transistors with dielectric layer of tripropylene glycol diacrylate (TPGDA) of ~400 nm. Apart from the TPGDA, monomer formulas including 1,6-Hexanediol diacrylate (HDDA) as well as several commercial acrylic resins have been used to make the dielectric layer. The highest areal capacitance of 41nF-cm-2 was achieved with a pin-hole free film of less than 100 nm made of an acrylate mixture resin. A non-polar dielectric surface treatment layer has been developed based on flash evaporation of lauryl acrylate and HDDA mixture. The transistors with the buffer layer showed constant performance and a mobility fivefold greater than those of untreated samples. The effect of humidity, oxygen, and light during switching cycles of both pentacene and DNTT transistors were studied. Water and oxygen/illumination had a distinct effect on both pentacene and DNTT transistors. Oxygen leads to acceptor-like charge traps under illumination, which shifted the turn-on voltage (Vto) to more positive values. In contrast, water in transistors gave rise to donor-like charge traps, which shifted the Vto and the threshold voltage (VT) more negatively. The DNTT devices showed good stability in dry air without encapsulation, while pentacene transistors degraded with either repeating measurement or long term storage. A DNTT transistor with a PS-coated TPGDA dielectric layer showed stable drain current (Id) of ~105A under bias stress of the gate voltage (em>Vg) of -20V and the drain voltage (em>Vd) of -20V for at least 144 hours. The Vto shift after the stress was less than 5 V and was recoverable when the device was kept in dry air for a few days. Possible reasons for the Vto shift have been discussed.This thesis is not currently available in OR
Diffractive fresnel lens fabrication with femtosecond bessel beam writing in silica
A 3-layer Fresnel lens with 52% diffraction efficiency was inscribed with a femtosecond Bessel beam in silica, with each layer being ∼80 μm An anomalous dispersion property was characterized with an RGB LED source.</p
Far Off-Resonance Laser Frequency Stabilization Technology
In atomic physics experiments, a frequency-stabilized or ‘locked’ laser source is commonly required. Many established techniques are available for locking close to an atomic resonance. However, in many instances, such as atomic magnetometer and magic wavelength optical lattices in ultra-cold atoms, it is desirable to lock the frequency of the laser far away from the resonance. This review presents several far off-resonance laser frequency stabilization methods, by which the frequency of the probe beam can be locked on the detuning as far as several tens of gigahertz (GHz) away from atomic resonance line, and discusses existing challenges and possible future directions in this field
Compact and High-Efficiency Liquid-Crystal-on-Silicon for Augmented Reality Displays
Compact and high efficiency microdisplays are essential for lightweight augmented reality (AR) glasses to ensure longtime wearing comfort. Liquid-crystal-on-silicon (LCoS) is a promising candidate because of its high-resolution density, high brightness, and low cost. However, its bulky illumination system with a polarizing beam splitter (PBS) cube remains an urgent issue to be overcome. To reduce the volume of the LCoS illumination system, here, we propose a compact structure with four thin PBS cuboids. Through simulations, the optical efficiency of 36.7% for an unpolarized input light can be achieved while maintaining reasonably good spatial uniformity. Such a novel design is expected to have a significant impact on future compact and lightweight AR glasses
Role of RNA Oxidation in Neurodegenerative Diseases
In the history of nucleic acid research, DNA has always been the main research focus. After the sketch of the human genome was completed in 2000, RNA has been started to gain more attention due to its abundancies in the cell and its essential role in cellular physiology and pathologies. Recent studies have shown that RNAs are susceptible to oxidative damage and oxidized RNA is able to break the RNA strand, and affect the protein synthesis, which can lead to cell degradation and cell death. Studies have shown that RNA oxidation is one of the early events in the formation and development of neurodegenerative disorders, including Alzheimer’s disease, Parkinson’s disease, and amyotrophic lateral sclerosis. However, its molecular mechanism, as well as its impact on these diseases, are still unclear. In this article, we review the different types of RNA oxidative damage and the neurodegenerative diseases that are reported to be associated with RNA oxidative damage. In addition, we discuss recent findings on the association between RNA oxidative damage and the development of neurodegenerative diseases, which will have great significance for the development of novel strategies for the prevention and treatment of these diseases