Category: 7. Maths

Experimental platform

The experimental platform was equipped with a processor with 16 vCPU Intel(R) Xeon(R) Platinum 8352 V CPU @ 2.10 GHz, an RTX 4090 graphics card with 24 GB of video memory. The implementation relied on the PyTorch deep…

Datasets

This article utilized a dataset consisting of 300 pairs of remote sensing images for experimental analysis. Figure 4 shows a selection of representative test images. The first row displays the optical images, while the second row…

Leakage in long-distance fluid transmission pipelines poses serious risks to safety, the environment, and economic stability. Even small undetected leaks can lead to large-scale environmental contamination, significant product losses, and…

Entire clinical workflows are a complex process, involving many factors such as clinical thinking, clinical reasoning, individual judgment, and the patient’s condition ⁹. This study is the first to evaluate the performance of two large language…

The current exposition outlines the theoretical premises that will be essential in the development of a structure that will maximize the usage of short-video approaches in universities. In particular, it starts the discussion by defining…

To assess how well four cutting-edge deep learning models performed in producing acceptable and succinct summaries of a news dataset, we used them in this study. The models used in this paper are T5-base, T5-large, BART-CNN-large, and…

In real-world decision-making scenarios, uncertainty often arises from imprecise information and subjective judgments across multiple parameters. To address such complexity, the concept of Fuzzy Soft Tensor FST emerges as a powerful tool that…

Definition 1

The Liouville-Caputo fractional order derivative of order θ ∈ [0,1) is defined as follows:^25,56.

Prediction based on drifter trajectory data

In addition to the Informer model, this study also constructed four other models—RNN, LSTM, GRU, and Transformer—utilizing the same training data for comparative analysis. Each of these models…