title: Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° Ð¸Ð½ÑÐµÐ»Ð»ÐµÐºÑÑÐ°Ð»ÑÐ½Ð¾Ð¹ Ð¸Ð½ÑÐ¾ÑÐ¼Ð°ÑÐ¸Ð¾Ð½Ð½Ð¾Ð¹ ÑÐ¸ÑÑÐµÐ¼Ñ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¸ Ð°Ð½Ð°Ð»Ð¸Ð·Ð° Ð´Ð°Ð½Ð½ÑÑ Ð´Ð»Ñ Ð³Ð¾ÑÐ½Ð¾Ð´Ð¾Ð±ÑÐ²Ð°ÑÑÐµÐ¹ ÐºÐ¾Ð¼Ð¿Ð°Ð½Ð¸Ð¸
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð±Ð°ÐºÐ°Ð»Ð°Ð²ÑÐ°
titleType: Subtitle
title: Development of an intelligent information system for data processing and analysis for a mining company
Creators: name: ÐÐ¾ÐºÐ¾ÑÐµÐ², ÐÐ»ÐµÐºÑÐµÐ¹
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2024
Subjects: Ð³Ð¾ÑÐ½Ð°Ñ Ð¿ÑÐ¾Ð¼ÑÑÐ»ÐµÐ½Ð½Ð¾ÑÑÑ
Ð¾Ð±Ð¾Ð³Ð°ÑÐµÐ½Ð¸Ðµ Ð¿Ð¾Ð»ÐµÐ·Ð½ÑÑ Ð¸ÑÐºÐ¾Ð¿Ð°ÐµÐ¼ÑÑ
Ð¿ÐµÐ½Ð½Ð°Ñ ÑÐ»Ð¾ÑÐ°ÑÐ¸Ñ
Ð¸Ð½ÑÐµÐ»Ð»ÐµÐºÑÑÐ°Ð»ÑÐ½Ð°Ñ ÑÐ¸ÑÑÐµÐ¼Ð°
Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ðµ Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ
Ð¼Ð¾Ð´ÐµÐ»Ð¸ Ð¿ÑÐ¾Ð³Ð½Ð¾Ð·Ð¸ÑÐ¾Ð²Ð°Ð½Ð¸Ñ
mining industry
mineral enrichment
foam flotation
intelligent system
machine learning
prediction models

description: Ð¦ÐµÐ»Ñ ÑÐ°Ð±Ð¾ÑÑ â ÑÐ¾Ð·Ð´Ð°ÑÑ Ð¸Ð½ÑÐµÐ»Ð»ÐµÐºÑÑÐ°Ð»ÑÐ½ÑÑ Ð¸Ð½ÑÐ¾ÑÐ¼Ð°ÑÐ¸Ð¾Ð½Ð½ÑÑ ÑÐ¸ÑÑÐµÐ¼Ñ Ð¿ÑÐ¾Ð³Ð½Ð¾Ð·Ð¸ÑÐ¾Ð²Ð°Ð½Ð¸Ñ Ð¿ÑÐ¾ÑÐµÐ½ÑÐ° ÑÐ¾Ð´ÐµÑÐ¶Ð°Ð½Ð¸Ñ ÑÐ¸Ð¼Ð¸ÑÐµÑÐºÐ¸Ñ Ð²ÐµÑÐµÑÑÐ² Ð² ÑÑÐ´Ð½Ð¾Ð¼ ÐºÐ¾Ð½ÑÐµÐ½ÑÑÐ°ÑÐµ, Ð¿Ð¾Ð»ÑÑÐµÐ½Ð½Ð¾Ð¼ Ð² ÐºÐ¾Ð½ÑÐµ Ð¿ÑÐ¾ÑÐµÑÑÐ° Ð¿ÐµÐ½Ð½Ð¾Ð¹ ÑÐ»Ð¾ÑÐ°ÑÐ¸Ð¸. ÐÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° ÑÐ¾Ð´ÐµÑÐ¶Ð¸Ñ: Ð²Ð²ÐµÐ´ÐµÐ½Ð¸Ðµ, ÑÐµÑÑÑÐµ Ð³Ð»Ð°Ð²Ñ, Ð·Ð°ÐºÐ»ÑÑÐµÐ½Ð¸Ðµ, ÑÐ¿Ð¸ÑÐ¾Ðº Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÐµÐ¼ÑÑ Ð¸ÑÑÐ¾ÑÐ½Ð¸ÐºÐ¾Ð² Ð¸ Ð¿ÑÐ¸Ð»Ð¾Ð¶ÐµÐ½Ð¸Ðµ. Ð Ð¿ÐµÑÐ²Ð¾Ð¹ Ð³Ð»Ð°Ð²Ðµ Ð¿ÑÐ¾Ð²Ð¾Ð´Ð¸ÑÑÑ Ð°Ð½Ð°Ð»Ð¸Ð· Ð¿ÑÐµÐ´Ð¼ÐµÑÐ½Ð¾Ð¹ Ð¾Ð±Ð»Ð°ÑÑÐ¸, Ð¿Ð¾ÑÑÐ°Ð½Ð¾Ð²ÐºÐ° Ð·Ð°Ð´Ð°ÑÐ¸ Ð½Ð° ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÑ ÑÐ¸ÑÑÐµÐ¼Ñ Ð¸ Ð²ÑÐ¿Ð¾Ð»Ð½ÑÐµÑÑÑ Ð¾Ð±Ð·Ð¾Ñ Ð»Ð¸ÑÐµÑÐ°ÑÑÑÑ. ÐÐ¾ Ð²ÑÐ¾ÑÐ¾Ð¹ Ð³Ð»Ð°Ð²Ðµ Ð¿ÑÐ¸Ð²Ð¾Ð´Ð¸ÑÑÑ Ð¾Ð¿Ð¸ÑÐ°Ð½Ð¸Ðµ ÑÐ¸ÑÑÐµÐ¼Ñ, ÑÑÑÐ¾ÑÑÑÑ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ñ ÑÑÐ½ÐºÑÐ¸Ð¹ ÑÐ¸ÑÑÐµÐ¼Ñ Ð¸ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼ ÐµÐµ ÑÐ°Ð±Ð¾ÑÑ Ð² ÑÐµÐ»Ð¾Ð¼, Ð²ÑÐ±Ð¸ÑÐ°ÑÑÑÑ ÑÑÐµÐ´ÑÑÐ²Ð° Ð´Ð»Ñ ÑÐµÐ°Ð»Ð¸Ð·Ð°ÑÐ¸Ð¸ ÑÐ¸ÑÑÐµÐ¼Ñ, Ð²ÑÐ¿Ð¾Ð»Ð½ÑÐµÑÑÑ Ð¿Ð¾Ð¸ÑÐº, Ð°Ð½Ð°Ð»Ð¸Ð· Ð¸ Ð¿Ð¾Ð´Ð³Ð¾ÑÐ¾Ð²ÐºÐ° Ð´Ð°Ð½Ð½ÑÑ, ÑÐ°ÑÑÐ¼Ð°ÑÑÐ¸Ð²Ð°ÑÑÑÑ Ð¼Ð¾Ð´ÐµÐ»Ð¸ Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ. Ð ÑÑÐµÑÑÐµÐ¹ Ð³Ð»Ð°Ð²Ðµ ÑÐ°Ð·ÑÐ°Ð±Ð°ÑÑÐ²Ð°ÑÑÑÑ Ð¼Ð¾Ð´ÐµÐ»Ð¸ Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ, ÑÑÐ½ÐºÑÐ¸Ð¾Ð½Ð°Ð» ÑÐ¸ÑÑÐµÐ¼Ñ Ð¸ Ð³ÑÐ°ÑÐ¸ÑÐµÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°ÑÐµÐ»ÑÑÐºÐ¸Ð¹ Ð¸Ð½ÑÐµÑÑÐµÐ¹Ñ. Ð ÑÐµÑÐ²ÐµÑÑÐ¾Ð¹ Ð³Ð»Ð°Ð²Ðµ ÑÐµÑÑÐ¸ÑÑÐµÑÑÑ ÐºÐ°ÑÐµÑÑÐ²Ð¾ ÑÐ°Ð±Ð¾ÑÑ ÑÐ¸ÑÑÐµÐ¼Ñ, ÑÐµÑÑÐ¸ÑÑÐµÑÑÑ ÑÐ¸ÑÑÐµÐ¼Ð° ÑÐµÑÐµÐ· Ð³ÑÐ°ÑÐ¸ÑÐµÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°ÑÐµÐ»ÑÑÐºÐ¸Ð¹ Ð¸Ð½ÑÐµÑÑÐµÐ¹Ñ, Ð° ÑÐ°ÐºÐ¶Ðµ Ð´Ð°ÑÑÑÑ ÑÐµÐºÐ¾Ð¼ÐµÐ½Ð´Ð°ÑÐ¸Ð¸ Ð¿Ð¾ ÑÐ»ÑÑÑÐµÐ½Ð¸Ñ ÑÐ¸ÑÑÐµÐ¼Ñ. Ð ÐµÐ·ÑÐ»ÑÑÐ°ÑÐ¾Ð¼ ÑÐ°Ð±Ð¾ÑÑ ÑÐ²Ð»ÑÐµÑÑÑ ÑÐ°Ð±Ð¾ÑÐ¸Ð¹ Ð¿ÑÐ¾ÑÐ¾ÑÐ¸Ð¿ Ð¸Ð½ÑÐµÐ»Ð»ÐµÐºÑÑÐ°Ð»ÑÐ½Ð¾Ð¹ Ð¸Ð½ÑÐ¾ÑÐ¼Ð°ÑÐ¸Ð¾Ð½Ð½Ð¾Ð¹ ÑÐ¸ÑÑÐµÐ¼Ñ Ð¿ÑÐ¾Ð³Ð½Ð¾Ð·Ð¸ÑÐ¾Ð²Ð°Ð½Ð¸Ñ Ð¿ÑÐ¾ÑÐµÐ½ÑÐ° ÑÐ¾Ð´ÐµÑÐ¶Ð°Ð½Ð¸Ñ ÐºÑÐµÐ¼Ð½ÐµÐ·ÐµÐ¼Ð° Ð² ÑÑÐ´Ð½Ð¾Ð¼ ÐºÐ¾Ð½ÑÐµÐ½ÑÑÐ°ÑÐµ, Ð¿Ð¾Ð»ÑÑÐ°ÐµÐ¼Ð¾Ð³Ð¾ Ð² ÐºÐ¾Ð½ÑÐµ Ð¿ÑÐ¾ÑÐµÑÑÐ° Ð¿ÐµÐ½Ð½Ð¾Ð¹ ÑÐ»Ð¾ÑÐ°ÑÐ¸Ð¸.
description: The purpose of the work is to create an intelligent information system for predicting the percentage of chemicals in the ore concentrate obtained at the end of the foam flotation process. The graduation qualification paper contains: an introduction, four chapters, a conclusion, a list of sources used and an annex. The first chapter analyses the subject area, sets the task of developing the system and reviews the literature. The second chapter describes the system, builds algorithms of system functions and algorithm of its operation, selects means for system implementation, searches, analysis and preparation of data, considers models of machine learning. The third chapter develops machine learning models, system functionality and graphical user interface. The fourth chapter tests the system performance, tests the system through a graphical user interface, and makes recommendations for improving the system. The result of the work is a working prototype of an intelligent information system for predicting the percentage of silica content in ore concentrate produced at the end of the froth flotation process.