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EN
Purpose: The objective of the paper is to study the impact of the global coronavirus pandemic on the standing of micro-enterprises in the Silesian Voivodeship. Design/methodology/approach: A study sample of 120 micro-enterprises from the Silesian Voivodeship has been selected. The study methods such as an interview and a survey have been used. A questionnaire has been used as a tool. The properly completed surveys have been obtained from 43 enterprises. Findings: It has been established that depending on the specific nature of a given enterprise and the area in which it operates, enterprises are, to varying degrees, susceptible to the impact of adverse factors related to the emergence of the global coronavirus pandemic, which, in turn, results in the differences in the standing of these enterprises. Research limitations/implications: In view of the small study sample, the studies carried out do not create a complete picture of the impact of the pandemic on micro-enterprises in the Silesian Voivodeship. They are rather a contribution to further studies. These should be conducted on the basis of a larger study sample. Originality/value: The global coronavirus pandemic which affected the world in the years 2019-2022 has left a strong mark on many aspects of human functioning, including pursuing business activity. It is important to gain knowledge on the impact of pandemic-related restrictions on the functioning of micro-enterprises in order to develop mechanisms to mitigate the adverse effects on entrepreneurship based on micro-enterprises.
EN
This article provides an economic assessment of the impact of the global pandemic COVID-19 on the economic efficiency of commercial airlines. The dominant role of airlines in the formation of flexible service supply chain and service travel chain has been identified, which increases their customer orientation and competitiveness in the air transportation market, as well as allows them to adapt more quickly to the changing logistics environment. It has been proven that the use of the outsourcing mechanism in combination with the diversification of services provided, allows, on the one hand, to create added consumer value for customers, and on the other - necessitates building complex integration relationships with business partners in service supply chains. Analysis of statistics and experience of leading airlines with different business models in the air transportation market has shown that outsourcing business processes in a global pandemic has allowed carriers to optimize costs according to the volume of work, respond flexibly to changes in consumer demand and better overcome negative impacts external logistics environment.
3
Content available remote Speech sound detection employing deep learning
EN
The primary way of communication between people is speech, both in the form of everyday conversation and speech signal transmitted and recorded in numerous ways. The latter example is especially important in the modern days of the global SARS-CoV-2 pandemic when it is often not possible to meet with people and talk with them in person. Streaming, VoIP calls, live podcasts are just some of the many applications that have seen a significant increase in usage due to the necessity of social distancing. In our paper, we provide a method to design, develop, and test the deep learning-based algorithm capable of performing voice activity detection in a manner better than other benchmark solutions like the WebRTC VAD algorithm, which is an industry standard based mainly on a classic approach to speech signal processing.
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