In the study the features of the formation of historical and state-of-the-art architecture of Rostov-on-Don were observed. The features of architecture in the context of the historical and architectural development of the city. Tendencies of development of the environmental approach in buildings using, as examples, the historical monuments of cultural heritage and new present-day structures based on field-scale and scientific research. Relevance of the study is devoted to problem of development of architectural environment of historical center cities, including the Rostov-on-Don, to save its completeness and authenticity. The goal of study is to analyze a nowadays architectural environment of a center city in the Rostov-on-Don, using the some of the samples, as well as to analyze the effect of some state-f-the-art construction objects on the city architecture. The task of the study is to determine the effect of present-day buildings on architectural-artistic appearance of architectural environment of a center city in the Rostov-on-Don. Rostov-on-Don city is unique and from the architectural point of view. Its appearance was formed during a 300 years. In the study historical environment of Rostov-on-Don was observed basing on some of the examples of present-day and historical construction of buildings, their impact on the perception of the integrity and authenticity of the architectural environment. Examples of successful and negative experiences were given. The analysis of the perception of the historical appearance of the Rostov-on-Don city was realized.

The article is devoted to the identification of romantic trends in the work of the Rostov city architect of the late XIX - early XX century Nikolai Matveevich Sokolov, reveals unknown facts of this stage of his creative activity. Most of N. M. Sokolov's works are objects of cultural heritage of regional and Federal significance. The architect was a consistent supporter of the rational direction of architecture, was a master of the «brick style». At the same time in his works, in the apartment houses under consideration, romantic features are clearly traced. The purpose of the study is to consider the objects inherent in the romantic direction of the second half of the XIX-early XX centuries, their analysis and systematization of data. The problem of this study is to identify romantic trends in the works of architect N. M. Sokolov, which influenced the creative activity of Nikolai Matveevich as a city architect of Rostov-on-don, the objects of which form the historical part of the city. The authors revealed new facts of the biography and creativity of the architect, introduced new archival materials into scientific use, systematized information about the life of the architect and his creative heritage. Special attention is paid to the current state and protection of the works of architect Nikolai Sokolov Matveevich.

Šiame straipsnyje pristatoma dirbtinių neuroninių tinklų, skirtų emocijų atpažinimui dialogų tekste, apžvalga ir lyginamoji analizė. Dialogų tekstas analizuojamas taikant įprastinius rekurentinius neuroninius tinklus, tačiau didžiausias dėmesys skiriamas DialogueGCN taikymui. DialogueGCN pagalba modeliuojamas pokalbio emocinis kontekstas, turintis įtakos emocijų klasifikavimui. Straipsnyje pateikiami dviejų duomenų aibių (IEMOCAP, MELD) emocijų atpažinimo rezultatai, kurie tik dalinai patvirtina DialogueGCN taikymo pranašumus. Išdėstomi galimi rezultatų paaiškinimai bei tolimesnių darbų alternatyvos.

The article is devoted to the study of architectural competition practice on the territory of the Don region during the heyday of romantic trends in Russian architecture of the second half of the XIX – early XX centuries. This period was a time of rapid industrial and economic development of the cities of the Lower Don and the Sea of Azov, such as Rostov-on-don and Taganrog. A sharp increase in residents, their well-being and the expansion of the style of regional architecture contributed to the activation of construction. The examples of some of the competition entries are studied in the article. The problem of this research is to identify romantic trends in the regional architectural and construction practice of the Don region of the late XIX – early XX centuries, by analyzing the competitive proposals of architects. The authors propose a new approach to the problem of forming stylistic trends in the region, where an important role is played by the architectural competition as a platform for introducing popular stylistic ideas into the public consciousness. The studied issue of the manifestation of romanticism ideas in the regional competitive architectural and construction practice allows to conclude that romantic tendencies are in project proposals presented at architectural competitions of the Don region. There is a penetration of current and popular trends of romanticism in the regional architectural and construction practice.

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