5,899 research outputs found
Algebraic structure underlying spherical, parabolic and prolate spheroidal bases of the nine-dimensional MICZ-Kepler problem
Octonion algebra has recently been used to study the fundamental
physics of the Standard Model, such as its three-generation structure and its
possibility of unifying gravity and quantum mechanics. Interestingly, this
octonion algebra has also been related to the monopole
and, consequently, links to the nine-dimensional MICZ-Kepler problem. This
problem has been solved exactly by the variables separation method in three
different coordinate systems, spherical, parabolic, and prolate spheroidal. In
the present study, we establish a relationship between the variable-separation
and the algebraic structure of symmetry. Each of the spherical,
parabolic, or prolate spheroidal bases is proved to be a set of eigenfunctions
of a corresponding nonuplet of algebraically-independent integrals of motion.
This finding also helps us to establish connections between the bases by the
algebraic method. This connection, in turn, allows calculating a complicated
integral of confluent Heun, generalized Laguerre, and generalized Jacobi
polynomials, which may be engaging in analytics.Comment: 21 pages, no figures. Submitted to Physica Script
Thermal effect on magnetoexciton energy spectra in monolayer transition metal dichalcogenides
It is widely comprehended that temperature may cause phonon-exciton
scattering, enhancing the energy level's linewidth and leading to some spectrum
shifts. However, in the present paper, we suggest a different mechanism that
allows the thermal motion of the exciton's center of mass (c.m.) to affect the
magnetoexciton energies in monolayer dichalcogenides (TMDCs). By the nontrivial
but precise separation of the c.m. motion from an exciton in a monolayer TMDC
with a magnetic field, we obtain an equation for the relative motion containing
a motional Stark term proportional to the c.m. pseudomomentum, related to the
temperature of the exciton gas but neglected in the previous studies. Solving
the Schr\"odinger equation without omitting the motional Stark potential at
room temperature shows approximately a few meV thermal-magnetic shifts in the
exciton energies, significant enough for experimental detection. Moreover, this
thermal effect causes a change in exciton radius and diamagnetic coefficient
and enhances the exciton lifetime as a consequence. Surprisingly, the
thermoinduced motional Stark potential breaks the system's SO(2) symmetry,
conducting new peaks in the exciton absorption spectra at room temperature
besides those of the states. This mechanism could be extended for other
magnetoquasiparticles such as trions and biexcitons.Comment: 8 pages, 4 figures, 3 tables for main manuscript; 20 pages, 6
figures, 6 tables for supplementary. Published on Physical Review
Current medical product development for diagnosis, surgical planning and treatment in the areas of Neurosurgery, Orthopeadic and Dental-Cranio-Maxillofacial surgery in Vietnam
With the population of 86 million and good GDP growth in recent decades, the medical market in Vietnam is growing fast. However, most of the medical technology products are imported, and the number of locally manufactured ones is limited and they do not have the high competition capability in term of quality, quantity and types. In this paper, the current product development in Vietnam for diagnosis, surgical planning and treatment in the areas of Rehabilitation, Neurosurgery, Orthopeadic and Dental-Cranio-Maxillofacial surgery is presented. A roadmap for medical technology development in Vietnam is propose
Effects of Data Standardization on Hyperparameter Optimization with the Grid Search Algorithm Based on Deep Learning: A Case Study of Electric Load Forecasting
This study investigates data standardization methods based on the grid search (GS) algorithm for energy load forecasting, including zero-mean, min-max, max, decimal, sigmoid, softmax, median, and robust, to determine the hyperparameters of deep learning (DL) models. The considered DL models are the convolutional neural network (CNN) and long short-term memory network (LSTMN). The procedure is made over (i) setting the configuration for CNN and LSTMN, (ii) establishing the hyperparameter values of CNN and LSTMN models based on epoch, batch, optimizer, dropout, filters, and kernel, (iii) using eight data standardization methods to standardize the input data, and (iv) using the GS algorithm to search the optimal hyperparameters based on the mean absolute error (MAE) and mean absolute percent error (MAPE) indexes. The effectiveness of the proposed method is verified on the power load data of the Australian state of Queensland and Vietnamese Ho Chi Minh city. The simulation results show that the proposed data standardization methods are appropriate, except for the zero-mean and min-max methods
Grid search of multilayer perceptron based on the walk-forward validation methodology
Multilayer perceptron neural network is one of the widely used method for load forecasting. There are hyperparameters which can be used to determine the network structure and used to train the multilayer perceptron neural network model. This paper aims to propose a framework for grid search model based on the walk-forward validation methodology. The training process will specify the optimal models which satisfy requirement for minimum of accuracy scores of root mean square error, mean absolute percentage error and mean absolute error. The testing process will evaluate the optimal models along with the other ones. The results indicated that the optimal models have accuracy scores near the minimum values. The US airline passenger and Ho Chi Minh city load demand data were used to verify the accuracy and reliability of the grid search framework
A note on possible interpretations for the observed by SELEX
We suggest some possible interpretations for the observed by
SELEX. The could be the first radial excitation of the
ground state (2112), and its unusual decay patten might be
hopefully explained by the node structure of the wave functions. In addition,
the could also be a hybrid state or a
(diquark-antidiquark) bound state.Comment: final version to appear in Phys. Lett. B, references adde
DARK SOIL PITS AND GRAVES IN VOLCANIC CAVE C6.1, KRONG NO, DAK NONG PROVINCE: DOCUMENTATION AND DISCUSSION
Dark soil pits and graves are critical documents discovered in volcanic cave C6.1. As a result of the investigation and excavation of cave C6.1 conducted in 2017, 2018, and 2019, we have discovered vestiges of nine dark soil pits and seven relatively intact graves, together with teeth and other human remains scattered in the cultural layer. This is an important source of information on the racial composition of the prehistoric inhabitants of the Central Highlands during the Neolithic period, as well as the paleoenvironment, environmental adaptations, and flora and fauna that prehistoric inhabitants exploited for their livelihoods. This article introduces documents and reconstructs the socioeconomic picture of the prehistoric inhabitants of cave C6.1. It also contributes scientific documents for the general conservation and promotion of heritage to develop sustainable cultural tourism in Dak Nong Province
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