2,944 research outputs found
NONLINEAR POLARIZATION SPECTROSCOPY (FREQUENCY DOMAIN) STUDIES OF EXCITED STATE PROCESSES: THE B800–850ANTENNA OF RHODOBACTER SPHAEROIDES
Nonlinear polarization spectroscopy in the frequency domain allows rate constant determinations of fast electronic energy and phase relaxations together with characterization of the type of line broadening. Application of this method to the B850 component of the isolated B800–850antenna ofRhodobacter sphaeroides at room temperature shows that B850 is inhomogeneously broadened, with homogeneous widths between 30 and 200 cm−1, depending on the spectral position of the subforms. The corresponding phase relaxation times are clearly in the subpicosecond range. There is also indication of an up-to-now unspecified1–5 ps energy relaxation channel per subunit
VIP5: Towards Multimodal Foundation Models for Recommendation
Computer Vision (CV), Natural Language Processing (NLP), and Recommender
Systems (RecSys) are three prominent AI applications that have traditionally
developed independently, resulting in disparate modeling and engineering
methodologies. This has impeded the ability for these fields to directly
benefit from each other's advancements. With the recent development of
foundation models, large language models have emerged as a potential
general-purpose interface for unifying different modalities and problem
formulations. In light of this, we propose the development of a multimodal
foundation model (MFM) considering visual, textual, and personalization
modalities under the P5 recommendation paradigm, thus named VIP5 (Visual P5),
to unify various modalities and recommendation tasks. This will enable the
processing of multiple modalities in a shared architecture for improved
recommendations. To achieve this, we introduce multimodal personalized prompts
to accommodate multiple modalities under a shared format. Additionally, we
propose a parameter-efficient training method for foundation models, which
involves freezing the P5 backbone and fine-tuning lightweight adapters,
resulting in improved recommendation performance and increased efficiency in
terms of training time and memory usage. Code and data of VIP5 are available at
https://github.com/jeykigung/VIP5.Comment: Accepted by EMNLP 202
Recommended from our members
Operational research on a high-T <inf>c</inf> rectifier-type superconducting flux pump
High-T superconducting (HTS) flux pumps are capable of injecting flux into a superconducting circuit, which can achieve persistent current operation for HTS magnets. In this paper, we studied the operation of a rectifier-type HTS flux pump. The flux pump employs a transformer to generate high alternating current in its secondary winding, which is connected to an HTS load shorted by an HTS bridge. A high frequency ac field is intermittently applied perpendicular to the bridge, thus, generating flux flow. The dynamic resistance caused by the flux flow 'rectifies' the secondary current, resulting in a direct current in the load. We have found that the final load current can easily be controlled by changing the phase difference between the secondary current and the bridge field. The bridge field of frequency ranging from 10 to 40 Hz and magnitude ranging from 0 to 0.66 T was tested. Flux pumping was observed for field magnitudes of 50 mT or above. We have found that both higher field magnitude and higher field frequency result in a faster pumping speed and a higher final load current. This can be attributed to the influence of dynamic resistance. The dynamic resistance measured in the flux pump is comparable with the theoretical calculation. The experimental results fully support a first order circuit model. The flux pump is much more controllable than the traveling wave flux pumps based on permanent magnets, which makes it promising for practical use.JG would like to acknowledge Cambridge Trust for offering a Cambridge International Scholarship to support his study in Cambridge.This is the author accepted manuscript. The final version is available from the Institute of Physics via http://dx.doi.org/10.1088/0953-2048/29/3/03501
Power flow analysis and optimal locations of resistive type superconducting fault current limiters.
Based on conventional approaches for the integration of resistive-type superconducting fault current limiters (SFCLs) on electric distribution networks, SFCL models largely rely on the insertion of a step or exponential resistance that is determined by a predefined quenching time. In this paper, we expand the scope of the aforementioned models by considering the actual behaviour of an SFCL in terms of the temperature dynamic power-law dependence between the electrical field and the current density, characteristic of high temperature superconductors. Our results are compared to the step-resistance models for the sake of discussion and clarity of the conclusions. Both SFCL models were integrated into a power system model built based on the UK power standard, to study the impact of these protection strategies on the performance of the overall electricity network. As a representative renewable energy source, a 90Â MVA wind farm was considered for the simulations. Three fault conditions were simulated, and the figures for the fault current reduction predicted by both fault current limiting models have been compared in terms of multiple current measuring points and allocation strategies. Consequently, we have shown that the incorporation of the E-J characteristics and thermal properties of the superconductor at the simulation level of electric power systems, is crucial for estimations of reliability and determining the optimal locations of resistive type SFCLs in distributed power networks. Our results may help decision making by distribution network operators regarding investment and promotion of SFCL technologies, as it is possible to determine the maximum number of SFCLs necessary to protect against different fault conditions at multiple locations.This work was supported by the Engineering and Physical Sciences Research Council (EPSRC), project NMZF / 064. X. Zhang acknowledges a grant from the China Scholarship Council (No. 201408060080).This is the final version of the article. It first appeared from Springer via https://doi.org/10.1186/s40064-016-3649-
Recommended from our members
Optimization study on the magnetic field of superconducting Halbach Array magnet
© 2017 Elsevier B.V. This paper presents the optimization on the strength and homogeneity of magnetic field from superconducting Halbach Array magnet. Conventional Halbach Array uses a special arrangement of permanent magnets which can generate homogeneous magnetic field. Superconducting Halbach Array utilizes High Temperature Superconductor (HTS) to construct an electromagnet to work below its critical temperature, which performs equivalently to the permanent magnet based Halbach Array. The simulations of superconducting Halbach Array were carried out using H-formulation based on B-dependent critical current density and bulk approximation, with the FEM platform COMSOL Multiphysics. The optimization focused on the coils’ location, as well as the geometry and numbers of coils on the premise of maintaining the total amount of superconductor. Results show Halbach Array configuration based superconducting magnet is able to generate the magnetic field with intensity over 1 Tesla and improved homogeneity using proper optimization methods. Mathematical relation of these optimization parameters with the intensity and homogeneity of magnetic field was developed
Investigation of AC losses in horizontally parallel HTS tapes
© 2017 IOP Publishing Ltd. This paper presents an AC loss study of horizontally parallel HTS tapes. We proposed to use three parallel HTS tapes as an example. The AC losses of the middle and end tape of three parallel tapes have been measured using the electrical method and compared to those of an individual tape. The effect of the interaction between tapes on AC losses has been analysed, and compared with finite-element method (FEM) simulations using the 2D H-formulation implemented in COMSOL Multiphysics. By using FEM simulations, the cases of increasing number of parallel tapes have been considered, and the normalised ratio between the total average AC losses per tape and the AC losses of an individual single tape has been calculated for different gap distances. We proposed a new parameter, N s , a turning point for number of tapes, to divide Stage 1 and Stage 2 for the AC loss study of horizontally parallel tapes. For Stage 1, N N s , the total average losses per tape decrease with the increasing number of tapes. The analysis demonstrates that horizontally parallel HTS tapes could be potentially used in superconducting devices like HTS transformers, which could retain or even reduce the total average AC losses per tape with large number of parallel tapes
Semi-Deterministic Dynamic Millimeter-wave Channel Modeling Based on an Optimal Neural Network Approach
Recommended from our members
AC losses in horizontally parallel HTS tapes for possible wireless power transfer applications
This paper presents the concept of using horizontally parallel HTS tapes with AC loss study, and the investigation on possible wireless power transfer (WPT) applications. An example of three parallel HTS tapes was proposed, whose AC loss study was carried out both from experiment using electrical method; and simulation using 2D H-formulation on the FEM platform of COMSOL Multiphysics. The electromagnetic induction around the three parallel tapes was monitored using COMSOL simulation. The electromagnetic induction and AC losses generated by a conventional three turn coil was simulated as well, and then compared to the case of three parallel tapes with the same AC transport current. The analysis demonstrates that HTS parallel tapes could be potentially used into wireless power transfer systems, which could have lower total AC losses than conventional HTS coils
Electronic properties of monolayer copper selenide with one-dimensional moir\'e patterns
Strain engineering is a vital way to manipulate the electronic properties of
two-dimensional (2D) materials. As a typical representative of transition metal
mono-chalcogenides (TMMs), a honeycomb CuSe monolayer features with
one-dimensional (1D) moir\'e patterns owing to the uniaxial strain along one of
three equivalent orientations of Cu(111) substrates. Here, by combining
low-temperature scanning tunneling microscopy/spectroscopy (STM/S) experiments
and density functional theory (DFT) calculations, we systematically investigate
the electronic properties of the strained CuSe monolayer on the Cu(111)
substrate. Our results show the semiconducting feature of CuSe monolayer with a
band gap of 1.28 eV and the 1D periodical modulation of electronic properties
by the 1D moir\'e patterns. Except for the uniaxially strained CuSe monolayer,
we observed domain boundary and line defects in the CuSe monolayer, where the
biaxial-strain and strain-free conditions can be investigated respectively. STS
measurements for the three different strain regions show that the first peak in
conduction band will move downward with the increasing strain. DFT calculations
based on the three CuSe atomic models with different strain inside reproduced
the peak movement. The present findings not only enrich the fundamental
comprehension toward the influence of strain on electronic properties at 2D
limit, but also offer the benchmark for the development of 2D semiconductor
materials.Comment: 14 pages, 12 figures, 25 referenc
- …