Category: 7. Maths

In this study, the simultaneous optimization of the capacitor and DSTATCOM in the 33-bus distribution network has been implemented to minimize the cost of power losses, installation costs, and the initial investment in reactive power, taking into…

In nature, a multi-particle group consists of multiple single-particle groups, where particles of different sizes experience varying contact stresses due to differences in their contact areas. Although the fragmentation of both single-particle…

This section presents a conceptual summary of the proposed approach. It discusses the dataset used, the experimental framework of the approach, and how our system was modeled.

Datasets

To evaluate the performance and how well the proposed…

IP weights are available for  ~ 98% of all 502,500 UKB respondents (see Methods). After various quality control (QC) steps and restricting to respondents of white European ancestry, our sample consists of 376,900 respondents (see Methods and…

Method overview

To address the issue of accuracy loss that can occur during model quantization, we propose an entropy-based approach to bit-width allocation. In the forward pass of the model, the output entropy of each layer is calculated to…

Turing machines in the form of POMDP generative models

In this work, the environment is defined as a Turing machine expressed in the form of a factorial POMDP. The Turing machine comprises internal states of automaton \({s}_{t}{{{\mathcal{\in…

Patients

IBD patient cohort extraction

We initially identified individual patients who were diagnosed at least once with IBD, either CD or UC as described above in a cohort of up to 18 years spanning from 2002 to 2020. After application of the…

In this section, datasets and experimental setup are presented. To evaluate the proposed DG-GAN, a series of experiments are carried out, including comparison of defending against adversarial examples, comparison of generating adversarial…

Network architecture

The network architecture of OE-GAN is illustrated in Fig. 1a. The system continues the fundamental philosophy of Wasserstein GAN⁴⁵, which introduces the Wasserstein distance to measure the difference between the distribution…