Herein, we report on non-orthogonal optical multiplexing over a multimode fiber (MMF) leveraged by a deep neural network, termed speckle light field retrieval network (SLRnet), where it can learn the complicated mapping relation between multiple non-orthogonal input light field encoded with ...
(OSAs), etc.) ubiquitously across the network; for securely storing large amount of network data; for procuring fast computational resources to process big data using ML algorithms; for acquiring an extended set of software tools; for employing additional skilled workforce, etc.22. What makes the...
Once objects that don't move enough tend to be "melt" into the background, the target fade-out and ghost artifacts will occur in the corrected image. On the other hand, although some scene-based algorithms eliminate the non-uniformity effectively, the computations are complicated, and so it...
The recognition and classification of different gases were successfully realized with the help of PCA and t-SNE pattern recognition algorithms, which demonstrated its selectivity. Finally, the IGSP fabricated based on LAVSA and Arduino platform was put to practical use, and 45 volunteers were ...
Thus, traditional gradient-based algorithms are not well-suited—due to the non-linearity of the space—and other approaches, like gradient flow should be considered. A very recent and interesting approach has been reported in [46], which could be considered as a principled starting point....
The characteristics of deep learning algorithms determine that they can abandon complicated feature engineering, but directly make more accurate predictions based on original information. Sun et al. combined Stacked AutoEncoder (SAE) with protein sequence to predict PPIs [35]. Zhang et al. used the...
582). This is because, analysis on an urban road network is more complicated due to the irregular interruptions (e.g. traffic lights, pedestrian crossings or side-street parking) and that the traffic flow is not conserved on urban road networks (Lee et al., 2011, Ozbay and Kachroo, ...
Such selection could be further complicated by recent evidence showing that certain NCREs could be bifunctional, for example, functioning as enhancers or silencers depending on the cellular context7,18. Similarly, the dCas9 system is also limited by the availability of single-guide RNAs at the ...
We also note that the prediction of Msn5-binding NESs is likely further complicated by the likelihood that Msn5-NES binding modes and the sequences/structures of the NESs might be quite diverse. The Pho4 NES binding site that spans HEAT repeats h8-h15 of Msn5 is large and open, and Pho...
The field of the invention is that of generic algorithms. More specifically, the field is genetic algorithms useful for problem solving. 2. The Prior Art Genetic algorithms provide a method of improving a given set of objects. The processes of natural selection and survival of the fittest pr...