АО «ТАНЕКО» внедряет проект по кибербезопасности производства

09.07.2018
Фото tatneft.ru

На нефтеперерабатывающем Комплексе «Татнефти» АО «ТАНЕКО» приступили к опытно-промышленной эксплуатации системы раннего обнаружения отклонений (аномалий) в технологическом процессе установки ЭЛОУ-АВТ-7.

От стабильной эксплуатации ЭЛОУ-АВТ-7 зависят качество и выход сырья, использующегося для дальнейшей переработки на НПЗ. Технологические процессы, протекающие на установке, чувствительны к входному сырью, правильности функционирования системы охлаждения, диапазону рабочих температур. Поэтому очень важно в автоматическом режиме получать информацию о любых отклонениях от нормального режима работы.

Для обеспечения безопасности технологических процессов на установке ЭЛОУ-АВТ-7 выбрана технология MLAD – Machine Learning for Anomaly Detection, предложенная АО «Лаборатория Касперского». Компании имеют многолетний опыт сотрудничества, а в октябре прошлого года приступили к совместной работе над новым проектом, который был реализован с применением технологии машинного обучения по телеметрии технологических процессов и искусственного интеллекта для обнаружения кибератаки на установку ЭЛОУ-АВТ-7. В 2017 году построена нейросетевая модель, способная обнаруживать аномалии. Если становятся доступны ранее не учтенные данные по нормальной работе, то система способна дообучаться. В результате, защитное решение на базе алгоритмов машинного обучения обладает большей гибкостью, в отличие от экспертной системы, которая работает на множестве жестко заданных правил.

В пилотную эксплуатацию в режиме мониторинга в реальном времени с обеспечением в автоматическом режиме обнаружения отклонений процессов от их нормального поведения система была введена в феврале 2018 года. За время работы удалось обнаружить различные типы аномалий: отклонения технологического процесса, связанные с периодами смены режимов; переводы контуров управления в ручной режим; ситуации, связанные с некорректными показаниями датчиков.

Таким образом, за счет внедрения системы специалисты по информационной безопасности и по технологическим процессам получили инструмент для автоматического раннего оповещения об опасных ситуациях, обнаружении аномалий и их интерпретации, интуитивный интерфейс с трендами параметров процессов и анализом отклонений.

Источник: tatneft.ru

Комментарии (11)

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