Оптимизация цикла флотации с помощью Искусственного интеллекта Scientific AI

Технологический центр Tech Garden — IntelliSense-LAB — провёл презентацию решения по оптимизации цикла флотации.

Решение позволяет отслеживать свойства материалов по всему циклу, повысить извлечение металла, увеличить выход концентрата с заданным содержанием металла и оптимизировать расходы реагентов.

Решения компании для оптимизации производственных процессов горнодобывающей отрасли были внедрены в крупнейших предприятиях мира и Казахстана, таких как Antofagasta Minerals, BHP, Anglo American, Image Resources, Lynas, АО «АК Алтыналмас» и т.д.

Презентация технологического решения состоялась на площадке горно-металлургического конгресса Astana Mining and Metallurgy 2022.

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ID	(3,47)	Class	SQL
0	0,21	DB	SELECT * FROM ru_news WHERE id = :id AND active = :active AND active = 1 ORDER BY idx ASC LIMIT 1 SELECT * FROM ru_news WHERE id = :id AND active = :active AND active = 1 ORDER BY idx ASC LIMIT 1	1
1	0,31	DB	SELECT * FROM ru_news WHERE 1 = 1 AND active = :active AND active = 1 ORDER BY date desc LIMIT 3 SELECT * FROM ru_news WHERE 1 = 1 AND active = :active AND active = 1 ORDER BY date desc LIMIT 3	1
2	0,24	DB	SELECT * FROM ru_rubrics WHERE 1=1 AND (ru_rubrics.furl='news') AND active = :active AND active = SELECT * FROM ru_rubrics WHERE 1 = 1 AND (ru_rubrics.furl = 'news') AND active = :active AND active = 1 ORDER BY idx ASC LIMIT 1	1
3	0,37	DB	SELECT * FROM ru_rubrics WHERE 1 = 1 AND active = :active AND active = 1 ORDER BY idx ASC LIMIT 1 SELECT * FROM ru_rubrics WHERE 1 = 1 AND active = :active AND active = 1 ORDER BY idx ASC LIMIT 10000	1
4	0,16	DB	SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000 SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000	1
5	0,13	DB	SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000 SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000	1
6	0,12	DB	SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000 SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000	1
7	0,13	DB	SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000 SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000	1
8	0,12	DB	SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000 SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000	1
9	0,11	DB	SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000 SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000	1
10	0,12	DB	SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000 SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000	1
11	0,13	DB	SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000 SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000	1
12	0,11	DB	SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000 SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000	1
13	0,1	DB	SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000 SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000	1
14	0,11	DB	SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000 SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000	1
15	0,1	DB	SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000 SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000	1
16	0,12	DB	SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000 SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000	1
17	0,1	DB	SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000 SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000	1
18	0,09	DB	SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000 SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000	1
19	0,09	DB	SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000 SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000	1
20	0,09	DB	SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000 SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000	1
21	0,11	DB	SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000 SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000	1
22	0,1	DB	SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000 SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000	1
23	0,11	DB	SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000 SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000	1
24	0,1	DB	SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000 SELECT string FROM ru_config WHERE title = :title AND active = 1 ORDER BY id ASC LIMIT 1000	1

(3,47)

Class

SQL

0,21

SELECT * FROM ru_news WHERE id = :id AND active = :active AND active = 1 ORDER BY idx ASC LIMIT 1

SELECT 
  * 
FROM 
  ru_news 
WHERE 
  id = :id 
  AND active = :active 
  AND active = 1 
ORDER BY 
  idx ASC 
LIMIT 
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0,31

SELECT * FROM ru_news WHERE 1 = 1 AND active = :active AND active = 1 ORDER BY date desc LIMIT 3

SELECT 
  * 
FROM 
  ru_news 
WHERE 
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  AND active = 1 
ORDER BY 
  date desc 
LIMIT 
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0,24

SELECT * FROM ru_rubrics WHERE 1=1 AND (ru_rubrics.furl='news') AND active = :active AND active =

SELECT 
  * 
FROM 
  ru_rubrics 
WHERE 
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  AND (ru_rubrics.furl = 'news') 
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ORDER BY 
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LIMIT 
  1

0,37

SELECT * FROM ru_rubrics WHERE 1 = 1 AND active = :active AND active = 1 ORDER BY idx ASC LIMIT 1

SELECT 
  * 
FROM 
  ru_rubrics 
WHERE 
  1 = 1 
  AND active = :active 
  AND active = 1 
ORDER BY 
  idx ASC 
LIMIT 
  10000

0,16