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Generation of Higher Terahertz Harmonics in Nonlinear Paraelectrics under Focusing in a Wide Temperature Range
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作者 Volodymyr Grimalsky Jesus Escobedo-Alatorre +1 位作者 Christian Castrejon-Martinez Yered Gomez-Badillo 《Journal of Electromagnetic Analysis and Applications》 2023年第4期43-58,共16页
It is theoretically investigated the generation of higher harmonics of two-dimensional and three-dimensional terahertz electromagnetic beams in nonlinear crystals. The attention is paid to crystalline paraelectrics li... It is theoretically investigated the generation of higher harmonics of two-dimensional and three-dimensional terahertz electromagnetic beams in nonlinear crystals. The attention is paid to crystalline paraelectrics like SrTiO<sub>3</sub> under the temperatures 60 - 200 K, these crystals possess the cubic nonlinearity. The bias electric field is applied to provide the dominating quadratic nonlinearity. The initial focusing of the beams not only increases the efficiency of generation of higher harmonics, but alto makes possible to select maxima of different higher harmonics at some distances from the input. At lower temperatures the nonlinearity behaves at smaller input amplitudes, whereas at higher temperatures the harmonic generation can be observed at higher frequencies up to 1.5 THz. In three-dimensional beams the peak amplitudes of higher harmonics can be bigger than in two-dimensional beams, but the ratios of these peak values to the maximum values of the focused first harmonic are smaller than in two-dimensional beams. 展开更多
关键词 Terahertz Wave Beams Nonlinear Crystalline Paraelectrics Different Temperatures Generation of Harmonics Initial Focusing
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Artificial intelligence model validation before its application in clinical diagnosis assistance
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作者 Gustavo Jesus Vazquez-Zapien Monica Maribel Mata-Miranda +1 位作者 Francisco Garibay-Gonzalez Miguel Sanchez-Brito 《World Journal of Gastroenterology》 SCIE CAS 2022年第5期602-604,共3页
The process of selecting an artificial intelligence(AI)model to assist clinical diagnosis of a particular pathology and its validation tests is relevant since the values of accuracy,sensitivity and specificity may not... The process of selecting an artificial intelligence(AI)model to assist clinical diagnosis of a particular pathology and its validation tests is relevant since the values of accuracy,sensitivity and specificity may not reflect the behavior of the method in a real environment.Here,we provide helpful considerations to increase the success of using an AI model in clinical practice. 展开更多
关键词 Artificial intelligence Diagnostic assistance Validation tests Leave-one-out cross-validation K-fold validation Hold-out validation
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