Online education of engineering students: Educational platforms and their influence on the level of academic performance.

The World Health Organization announced the COVID-19 pandemic, which led to considerable disruption of the global education system and required an early adaptation of the educational process. In addition to the resumption of the educational process, it was necessary to preserve the academic performance of students of higher educational institutions, including engineering ones. This study aims to develop a curriculum for engineering students to increase their level of success.

Demand dynamics for hydrocarbon fuels during the COVID-19 pandemic.

This work is aimed at analyzing demand dynamics for hydrocarbon fuels from March 2020 and developing a forecast model for the near future. Based on the method of artificial neural network with feedforward and backpropagation learning, a model is proposed for forecasting oil demand and passenger mobility during a pandemic for the United States, Russia, and India. The results of the calculations showed that road and air transport dynamics strongly depend on the application of measures to limit and ban and the level of COVID-19 incidence in a country.