Graduated from the Izhevsk Mechanical Institute with a degree in Electronic Computing Machines.
She defended her thesis for the degree of Candidate of Technical Sciences on the topic: “Approximation of the laws of distributions of random variables and processes” at the St. Petersburg State Electrotechnical University (LETI).
In 1995, she defended her dissertation for the degree of Doctor of Technical Sciences on the topic: “Development of methods and tools for monitoring complex objects in conditions of significant uncertainty based on the regularizing Bayesian approach” at the St. Petersburg State Electrotechnical University (LETI).
In 1997, she was awarded the academic title “Professor”.
She worked as a teacher and professor in the Departments of Information and Measurement Technology and Environmental Engineering at St. Petersburg State University (LETI) (1987-2005).
She was the President of the interregional scientific public association “Scientists for Ecology” (1992-2013).
Since 2001, she is an international expert of the United Nations Department for Sustainable Energy Development (UNECE) on information systems, energy and natural resources.
Since 2001, she is a member of the Board of Directors of JSC “Rosneftegazstroy”.
From 2011 to 2013, she was Deputy Chairman of the Management Board of JSC “Rosneftegazstroy”.
Since 2013, she has working as a professor at the Financial University under the Government of the Russian Federation.
Since 1990, she was scientific leader of 9 scientific projects of UNECE.
Since 1998, she has the main initiator, co-chair and organizer of the annual International Conference “Soft Computing and Measurement” (SCM), St. Petersburg.
Since 2017 she is the editor-in-chief of the scientific journal «Soft measurements and computing».
Является автором 9 научных монографий и около 200 статей в российских и зарубежных изданиях. Специализируется в сфере фундаментальных и прикладных работ по направлениям байесовского подхода и современной математики для создания систем интеллектуальных измерений, мониторинга, аудита, принятия управленческих решений, интеллектуальных ГИС, BIG DATA, IoT, IIoT для технических и социально-экономических систем в условиях значительной информационной неопределенности. Разработала теорию и системы мягких и когнитивных измерений.
She directs the scientific school on the topic of Regularizing Bayesian Approach, intelligent measurement and analytical systems under the conditions of uncertainty.
She has state awards, gratitude of the Ministry of Science and Education of the Russian Federation.
She has a diploma of the German certification company TUF “Specialist in quality management systems ISO 9000”, “Environmental specialist according to the ISO 14000 standard”, a diploma of the International School of Design “Specialist in Landscape Design”.