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These physically constrained Gaussian processes have been applied for UQ of highly complex physical systems [12]. This paper focuses on imposing constraints on Polynomial Chaos Expansions (PCE) [13], which we treat here as a machine learning regression method [14], [15]. Our interest in PCEs...
Figure 1. The workflow of this paper. TC, topical cluster. 2.1. GEP Method The group evolution prediction (GEP) method is the first generic approach for the prediction of the evolution of groups [21]; in our case, groups correspond to TCs. The GEP process consists of six main steps: ...
The effect of the sample size and noise variance on the performance of the ABC algorithm is also studied. In addition, we also take a deep dive into the efficiencies that may be achieved with ABC using parallel computational techniques. The quality of ABC outputs are studied in terms of the...
With the aid of xyz nanopositioners, one can position a QD in the sample relative to the cavity mode and one can tune the resonance frequency of the cavity to that of the QD’s emission. Essential for the unidirectionality condition, the cavity should have only one port. In this system...
(Supplementary Note2). The main purpose of this paper is to show the bulk–boundary correspondence for this nonlinear Chern number. Since the eigenvector can be changed by the amplitudew, the nonlinear Chern number also depends onw(Fig.1). Therefore, the nonlinear Chern number can predict ...
HKDSE-PHY2−1(SamplePaper)95 HONGKONGEXAMINATIONSANDASSESSMENTAUTHORITY HONGKONGDIPLOMAOFSECONDARYEDUCATIONEXAMINATION PHYSICSPAPER2(SamplePaper) Question-AnswerBook Timeallowed:1hour ThispapermustbeansweredinEnglish INSTRUCTIONS (1)WriteyourCandidateNumberinthespaceprovided onPage1. (2)Stickbarcodelabelsinthe...
First, Orwell feared that censorship would be rampant in society, with government controlling every single printed piece of paper. This is certainly not so, especially with many journalistic companies printing negative opinions of the government. Plus, why would the government really have to censor ...
Galileo a great Italian astronomer, mathematician, and physicist. By his persistent investigation of natural laws he laid foundations for modern experimental science, and by the construction of astronomical telescopes he greatly enlarged humanity's vision and conception of the universe. He gave a mathem...