Comparison is made with the limiting conditions in which the size of the box tends to infinity and the electric field tends towards zero. The results of the investigation suggest a possible criterion for localisation. The value obtained for the ground state energy is used to extend a model of...
In particular, transfer learning with EfficientNet as the backbone as well as a hybrid EfficientNet-GRU model is studied in conjunction with PSO-based hyperparameter search for synthetic video classification. We introduce each key stage below. 3.1 Data preprocessing The initial stage of the training ...
The experimental results show that the PB-YOLOv5 model proposed in this paper can accurately identify five types of defects on the particleboard surface: Bigshavings, SandLeakage, GlueSpot, Soft and OliPollution, and meet the real-time requirements. Specifically, recall, F1 score, mAP@.5, mAP...
The observations should be carried in the symmetry zone upstream side of the pier model. The data can be collected using stereoscopic PIV, a two-dimensional three-component PIV approach (S-PIV). In recent decades, as more innovative flow measurement technology has been developed, flow image ...
Colloidal particles suspended in liquid crystals can exhibit various effective anisotropic interactions that can be tuned and utilized in self-assembly processes. We simulate a two-dimensional system of hard disks suspended in a solution of dense hard needles as a model system for colloids suspended ...
The proposed extended supervised training incorporates (1) coverage calculation, (2) systematics and (3) a goodness-of-fit measure in a single machine-learning model. There are in principle no constraints on the shape of the involved distributions, in fact the machinery works with complex multi-...
Shader Model 3.5 Note that Shader Model 4.5 is required to useMesh GPU Instancing. And also, if you want to useMirror Sampling, your hardware needs to supportInline Sampler States. And if you are using 3D Texture or 2D Texture Array, the compression format must support them. ...
We provide a set of examples in theexamplesdirectory. To run them, navigate to the directory and run therun.shscript. For example: $cdexamples/PTCDA_single $ ./run.sh You can study the script to see how to run the simulation. Also, have a look at theparams.inifile andthe wikito se...
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In “Model” we present the form of the TG flow, minimal model of an inertial particle, and the relevant numerical simulation details. In “Observations” we show the formation of caustic structures and analyze them using DMD method in “Analysis” and demonstrate how we extract the caustic ...