маг. Светослав Любенов
РЕЗЮМЕ
Процесът на смилане на руди е труден за контролиране с помощта на конвенционални системи за автоматизация (PLC и SCADA) поради множеството параметри за контролиране, вариации на процеса и шумни измервания. За да постигнем оптимално качество на процеса, трябва да минимизираме фракцията на частици +200 μm в пулпа, което може да бъде постигнато чрез осигуряване на най-добрите контролни параметри на операторите на процеси и системите за автоматизация. Ние предлагаме решение за апроксимация на неаналитична и неизвестна функция за смилане с Гаусови процеси, и изпълняваме задача за оптимизация, използвайки методите на Бейсовата оптимизация, за да намерим най-добрите стойности за параметрите за контрола на процеса
КЛЮЧОВИ ДУМИ
оптимизация, машинно обучение, автоматизация, управление на процеси, невронни мрежи
РЕФЕРЕНЦИИ
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