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News
May 25, 2026
HSE Scientists Train Neural Network to 'Hear' Faults in Electric Motors
Researchers at the AI and Digital Science Institute of the HSE Faculty of Computer Science have developed a new method—the Signature-Guided Data Augmentation (SGDA) framework—that achieves 99% accuracy in motor fault detection and 86% accuracy in fault classification. The application of this approach can reduce industrial equipment repair costs, minimise downtime, and improve production safety. The study results have been published in Engineering Applications of Artificial Intelligence.
May 25, 2026
'The Humanities Serve as a Conscience'
Maria Mizernaia studies Soviet literature and the history of book publishing. In this interview for the HSE Young Scientists project, she discusses plans to publish a novel about besieged Leningrad, AI-provoked reflections on what it means to be human, and how novels can help satisfy our dopamine hunger.
May 25, 2026
Is It Possible to Predict a Citys Life Based on the Shape of Its Neighbourhoods?
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Environmental Audit of Anthropogenically Disturbed Territories: Problems and Growth Points (A Case Study of Kaliningrad Oblast)

Geography and Natural Resources. 2025. No. 46. P. 97–104.
D.V. Gaeva

The study demonstrates that the modern conditions of economic development and the requirements of environmental security call for more advanced mechanisms for assessing environmental conditions, especially in anthropogenically disturbed territories. The article summarizes the available information and provides a brief overview of studies that detail the concept of environmental auditing. It is substantiated that the regulatory framework for conducting environmental audit procedures should play the role of the primary tool for implementing state policy of supporting sustainable production. The sequence of development and implementation of standards for environmental management and auditing systems both in the Russian Federation and globally is considered. The article proposes an algorithm for conducting environmental audits of territories, which includes five stages, taking into account functional zoning based on landscape planning tools, assessment of conflicts in environmental management associated with natural and anthropogenic risks, and introduction of a modern GIS system based on geoecological monitoring. The article describes the problems associated with environmental audits of territories, which are caused by an imperfect regulatory framework, insufficient funding, high cost of implementation, and absence of objective assessment strategies of the risks and of permissible impacts on natural environments. It is stated that it is necessary to improve the existing environmental management system and to increase the role of environmental education of the public, especially employees of enterprises and municipal administration bodies. A system for optimization of environmental management is developed; it consists of natural, geoecological, social, and economic subsystems. The example of Kaliningrad oblast, located on the southeastern coast of the Baltic Sea, is used as a case study to develop recommendations on the use of environmental audit mechanisms and tools to achieve more balanced, rational, and secure regional environmental management.

Research target: Earth Sciences
Language: English
DOI
Keywords: environmental securityBaltic Sea regionenvironmental management
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