Как искусственный интеллект помогает производству

Казахстанский горнорудный сектор продолжает применять новые технологии.

В Казахстане о возможности использования искусственного интеллекта в промышленности начали говорить больше трех лет назад. В 2019 году в ходе реализации обновленной стратегии цифровизации АО АК «Алтыналмас» было объявлено о запуске проекта «Цифровой рудник». Проект, старт которому дал Елбасы, позволил автоматизировать весь производственный цикл — от геологоразведки до горных работ (открытых и закрытых), от моделирования запасов, планирования работ и транспортировки — до переработки и выпуска готовой продукции. В свою очередь, это позволит сократить операционные издержки на 15-20%, ускорить и качественно улучшить процесс принятия решений, повысить безопасность производства.

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ID	(3,39)	Class	SQL
0	0,31	DB	SELECT * FROM ru_mass_medias WHERE id = :id AND active = :active AND active = 1 ORDER BY idx ASC SELECT * FROM ru_mass_medias WHERE id = :id AND active = :active AND active = 1 ORDER BY idx ASC LIMIT 1	1
1	0,29	DB	SELECT * FROM ru_rubrics WHERE 1=1 AND (ru_rubrics.furl='mass_medias') AND active = :active AND a SELECT * FROM ru_rubrics WHERE 1 = 1 AND (ru_rubrics.furl = 'mass_medias') AND active = :active AND active = 1 ORDER BY idx ASC LIMIT 1	1
2	0,41	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
3	0,17	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
4	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
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	0,11	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
8	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
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	0,11	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
11	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
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	0,12	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
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	0,1	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
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	0,1	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
19	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
20	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
21	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
22	0,14	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

(3,39)

Class

SQL

0,31

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

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

0,29

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

SELECT 
  * 
FROM 
  ru_rubrics 
WHERE 
  1 = 1 
  AND (ru_rubrics.furl = 'mass_medias') 
  AND active = :active 
  AND active = 1 
ORDER BY 
  idx ASC 
LIMIT 
  1

0,41

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

0,17