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Искусственный интеллект в обрабатывающих производствах: инструмент форсирования технологической гонки

Всем привет! Я, Алексей Мартынов, продолжаю публиковать отраслевые исследования по применению технологий ИИ. Ранее был опубликован мой материал Технологии ИИ: нет ничего искусственного в заботе о здоровье / Хабр (habr.com)

Сейчас я хочу поговорить о рынка, эффектах и кейсах, вызовах и проблематике применения технологий ИИ в обрабатывающих производствах.

1755 г.: книга — энциклопедия «Театрумъ Махинарумъ, то есть Ясное зрелище махинъ» русского ученого и инженера Андрея Константиновича Нартова, содержащая чертежи, анализ станков и инструментов, и переданная в придворную библиотеку Екатерины II для печати и распространения, пролежала в безвестности почти двести лет.

1898 г.: корабельный инженер Дмитрий Васильевич Скворцов (по заказу великого князя Александра Михайловича Романова), опередив на пять лет «наших западных партнеров» разработал проект броненосца, по своей идее предвосхитивший класс артиллерийских военных кораблей «Дредноут». Русский проект был положен «под сукно» с формулировкой: «За границей такого не делают, стало быть и нам не надо».

2024 г.: глобальная реконфигурация мировой экономики, перестройка торговых и логистических путей, параметров финансовой системы. В современных геополитических условиях Россия не может разбрасываться идеями и технологиями, так как требуется осуществлять новую индустриализацию национальной экономики. Наиболее реальный путь — это повышать эффективность промышленного производства. Одним из инструментов повышения интенсификации технологического развития являются цифровые технологии. Важность цифровых технологий подтверждается совокупным уровнем инвестирования в них, направленного на формирование конкурентных преимуществ отдельных производств и национальных экономик [1].

Оценка глобального рынка ИИ в обрабатывающих производствах представлена в Табл. 1. CAGR (совокупный среднегодовой темп роста) составляет 24,7% на промежутке 2023–2032 гг. Оценочно, объем мирового рынка ИИ в обрабатывающих производствах составит 34,3 млрд. долл. / 2024 г.

Таблица 1. Прогноз глобального рынка технологий ИИ в обрабатывающих производствах, млрд долл.

Примечание: расчеты с использованием [2-17]
Примечание: расчеты с использованием [2–17]

Аналитические компании под термином «обрабатывающие производства» понимают разный набор отраслей, поэтому оценки рынка технологий ИИ в обрабатывающих производствах разняться и доходят до 695,16 млрд. долл. / 2032 г. [16].

В настоящей статье структура обрабатывающих производств рассмотрена в соответствии с классификатором Федеральной службы государственной статистики РФ. Объем рынка технологий ИИ в обрабатывающих производствах составит 207,7 млрд долл. / 2032 г.

Совокупная структура расходов по компонентам состоит из программного обеспечения, оборудования и услуг (см. Табл. 2, [18–20]).

Таблица 2. Структура расходов по компонентам на глобальном рынке технологий ИИ в обрабатывающих производствах,%

Сегменты

Средне отраслевой уровень по технологиям ИИ

Обрабатывающие производства

Машинострое-ние (1 в Табл.1)

Автом. пром-ность (1.2 в Табл.1)

Химическая пром-нность (3 в Табл.1)

Оборудование / инфраструктура

24%

48%

48%

73%

40%

Программное обеспечение (ПО – сокр.)

37%

32%

32%

20%

37%

Услуги

39%

20%

20%

8%

23%

Удельный вес оборудования, ПО, услуг в структуре стоимости (расходов), по данным разных аналитиков, различается. Полагаю, что отраслевая специфика не имеет настолько сильного влияния, чтобы, например, вес оборудования менялся в границах от 24% до 73%. Вероятно, это обусловлено разным подходами к учету затрат, относимых в ту или иную категорию. В целом считаем, что программное обеспечение составляет около 30%, оборудование — 50%, сервис — 20%.

Основными направлениями применения технологий ИИ в обрабатывающих производствах являются: планирование производства, профилактическое техническое обслуживание и инспекция оборудования, управление производственным процессом, логистика, контроль качества и прочее.

Общий рынок технологий ИИ состоит из субрынков, наиболее перспективные области рассмотрены далее. Сдерживающие факторы применения ИИ в обрабатывающих производствах носят комплексный характер, и применимы ко всему рынку в целом, поэтому рассмотрены в конце настоящей статьи без повторения в каждом субрынке.

1. Планирование производства

Под планированием производства понимают создание виртуальных фабрик, цифровых двойников заводов; моделирование производственных линий; оптимизация реконфигурации новых заводов с целью поиска наиболее эффективного и безопасного пути для работников; разработка облика продукта.

21,8% [21] или 7,5 млрд долл. / 2024 г. — объем субрынка планирования производства.

С каждым новым технологическим узлом в компаниях полупроводниковой промышленности затраты резко возрастают по мере уменьшения размеров конструкций. Например, затраты на исследования и проектирование чипа увеличились примерно с 28 млн долл. на 65-нанометровом узле до примерно 540 млн долл. на 5-нанометровом узле. Между тем, производственные затраты выросли с 400 млн долл. на 65-нм узле до 5400 млн долл. на 5-нм узле.

Наибольшее относительное сокращение затрат ожидается в исследованиях и проектировании на 28–32%, преимущественно под воздействием ИИ за счет автоматизации проектирования и верификации микросхем. В долгосрочной перспективе это также снизит производственные затраты на 17% [23].

Ярким примером планирования производства является компания BMW, которая открыла первый полностью виртуальный завод за два года до того, как завод по производству электромобилей начал функционировать в реальности.

Применение ИИ позволило добиться следующих эффектов:

  • на 70–75% сокращение общего времени моделирования изделия [24, 25];

  • на 10% повышение общей энергоэффективности предприятия за счет моделирования на цифровом двойнике [26];

  • на 13% сокращение времени выхода на рынок за счет оптимизации планировки завода [27].

Примеры:

Наименование потребителя / заказчика

Инфраструктура, программное обеспечение

BMW Group

NVIDIA Fleet Command, NVIDIA Isaac Sim, NVIDIA Omniverse, NVIDIA Quadro RTX 8000, сервер на базе NVIDIA RTX на платформе EGX | NVIDIA Corp.

Guangzhou Automobile Group Co., Ltd.

NVIDIA V100 SXM2 с тензорным ядром на гетерогенной гибридной облачной платформе для высокопроизводительных вычислений, каждое из которых содержит 5120 ядер CUDA® | NVIDIA Corp.

Delta Electronics, Inc.

NVIDIA Omniverse Enterprise, NVIDIA Omniverse Replicator, Описание универсальной сцены (OpenUSD), Виртуальная рабочая станция NVIDIA RTX, NVIDIA Isaac Sim, NVIDIA RTX A6000, NVIDIA RTX A40 | NVIDIA Corp.

60+ производителей оборудования (вкл. Airbus, General Electrics, Subaru, Mubea, Safran и Mitsubishi Chemical Group, Plastic Omnium, команды Формулы-1)

Платформа инженерного интеллекта Neural Concept, граф. процессоры NVIDIA и программное обеспечение CUDA | Neural Concept Ltd.

2. Профилактическое техническое обслуживание и инспекция оборудования

Это процесс упреждающего технического обслуживания оборудования с применением прогнозной аналитики, основанной на ИИ.

20,6% [22] или 7,1 млрд долл. / 2024 г. — объем субрынка профилактического технического обслуживания и инспекция оборудования.

В Российской ассоциации производителей специализированной техники и оборудования (Росспецмаш) посчитали рост себестоимости промышленного производства специализированной техники в 2021–2023 гг.: шариковые или роликовые подшипники выросли в цене на 69%, коробки переключения передач стали на 100% дороже, на 21% увеличилась стоимость двигателей внутреннего сгорания [28].

Растущая себестоимость промышленного производства, инфляция издержек и более высокая производительность производственных линий в 2024 г., по сравнению с периодом 2019–2020 гг., увеличили цену незапланированных простоев на 50%, несмотря на 23% сокращение отказов производственных линий. Незапланированные простои обходятся промышленным компаниям в 8–11% их годовой выручки [29, 30].

Применение ИИ позволило добиться следующих эффектов:

  • на 7–10% сокращение затрат на техническое обслуживание и время простоя за счет предоставления инженерам рекомендаций на основе прогнозной аналитики [31–33];

  • на 20–50% сокращение времени простоя оборудования [32, 34].

Примеры:

Наименование потребителя / заказчика

Инфраструктура, программное обеспечение

Continental AG

OpenUSD, NVIDIA Omniverse | NVIDIA Corp.

Lafarge SA, Nutrien® Ltd.

Nanoprecise | Nanoprecise Data Services Pvt. Ltd.

Safran Aircraft Engines

Odysight.ai® | Odysight.AI Ltd.

General Electric

Собственная разработка, платформа Predix

3. Управление производственным процессом

Это непрерывный процесс производственного менеджмента; выявления отклонений и принятия мер по исправлению этих отклонений в производстве; ИИ роботизация; повышение операционной эффективности; приближение концепции Lights‑Out Factories (фабрики без рабочих).

17,0% или 5,8 млрд долл. / 2024 г. — объем субрынка управления производственным процессом.

Недостаток рабочей силы требуемой квалификации [35], высокая текучка кадров [36] ведет к поиску средств повышения производительности. Производительность находится в прямой взаимосвязи с процессом, а применение технологий ИИ как раз и является одним из инструментов повышения эффективности процессов.

Однако, при рассмотрении оптимизации налаженных технологических процессов быстрого и значительного повышения эффективности от внедрения ИИ ожидать не следует: как правило, снижение затрат составляет от 3% до 10% [37]. Высокий уровень повышения эффективности в таком случае говорит о том, что изначально процесс был не был отлажен. Но даже оптимизация затрат на 3% является значительным финансовым показателем.

Применение ИИ позволило добиться следующих эффектов:

  • до 15% повышение производительности [38–40];

  • до 30% уменьшение потребления электроэнергии [40, 41];

  • до 80% сокращение отходов [42];

  • использование налоговых возможностей, которые предоставляют государственные программы для продвижения технологических инноваций.

Примеры:

Наименование потребителя / заказчика

Инфраструктура, программное обеспечение

Mercedes-Benz CLA - Mercedes-Benz Group

NVIDIA Omniverse | NVIDIA Corp.

NIM Group

Платформа ИИ DataRobot | DataRobot, Inc.

Ford Motor Company, завод по производству трансмиссий в Ливонии, штат Мичиган

Symbio | Symbio Robotics

Cimento Itambé

FactoryTalk® Analytics™ Pavilion8®, FactoryTalk® Analytics™ LogixAI® | Rockwell Automation

Если промышленные производственные объекты хотят быть технологическими лидерами, то они должны превратиться в ИТ-ландшафты двумя контурами управления - физическим и цифровым.

4. Логистика

Логистика в части управления запасами и оптимизации поставок, а также особенностей ведения бизнеса для стран и регионов (например, вследствие санкционного давления для потребителей РФ потребовалось перестроение цепочек поставок и учета малоконтролируемого роста стоимости).

16,6% или 5,7 млрд долл. / 2024 г. — объем субрынка логистики.

По данным Росспецмаша: логистика подорожала в 5 раз с 2021 г. [28].

Применение ИИ позволило добиться следующих эффектов:

  • на 10–16% увеличение точности прогноза спроса, что прямо пропорционально снижению затрат на хранение запасов [43–45];

  • на 32% сокращение времени выполнения погрузочно‑разгрузочных работ [46];

  • на 10–12% сокращение стоимости контрактов с перевозчиками [47];

  • на 83% сокращение времени в цепочке поставок [44].

Примеры:

Наименование потребителя / заказчика

Инфраструктура, программное обеспечение

Novolex

IBM® Cognos® Analytics

BMW Group

Платформа NVIDIA Isaac robotics platform, оснащенная компьютерами NVIDIA Jetson и EGX edge, единая программная архитектура NVIDIA Isaac SDK | NVIDIA Corp.

Tata Steel

FarEye | FarEye Technologies, Inc.

Best Home Furnitures

Sifted Logistics Intelligence™ | Sifted, Inc.

5. Контроль качества

Это применению технологии ИИ для обработки и обнаружения любых аномалий в товарах и продукции.

14,4% или 4,9 млрд долл. / 2024 г. — объем субрынка контроля качества.

ОЕМ‑производители в автомобильной промышленности тратят 2–3% выручки на оплату гарантийных расходов, что составляет 60–100 млрд долл. ежегодно [48]. В связи с этим потенциал для масштабирования текущих мелкомасштабных внедрений [49] по контролю качества с ИИ оценивается как значительный с полномасштабными внедрениями не раннее начала 2025 г. [50].

Применение ИИ позволило добиться следующих эффектов:

  • на 50% сокращение трудозатрат при обработке претензий в части качества [51, 52];

  • на 40% увеличение удовлетворенности клиентов [51];

  • на 46% сокращение трудозатрат на осуществление аудита качества [51];

  • на 30% сокращение затрат, связанных с качеством [53];

  • обеспечение 360-градусного контроля всего производственного процесса.

Примеры:

Наименование потребителя / заказчика

Инфраструктура, программное обеспечение

Paccar Inc.

граф. процессоры с тензорным ядром NVIDIA A100, платформа NVIDIA Time Series Prediction Platform (TSPP) для обучения, настройки и развертывания моделей временных рядов | Viaduct Inc.

Hydro Aluminium, Lin Engineering, MonoSol. LLC

ComplianceQuest.AI | ComplianceQuest

Sansera Sweden

сервер вывода NVIDIA Triton, развернутый на платформе искусственного интеллекта NVIDIA Jetson edge, граф. процессор NVIDIA A10 | Aixia Group

North American Stainless (Acerinox Group)

Falkonry | Falkonry Inc.

6. Прочее

Прочее применение ИИ в обрабатывающих производствах включает: оптимизацию работы поддерживающих функций (документооборот, управление персоналом, финансовая служба, бухгалтерия и пр.); обеспечение безопасности данных, кибербезопасность; научные исследования и разработки etc.

9,6% или 3,3 млрд долл. / 2024 г. — объем субрынка прочего применения.


Оценочно, объем российского рынка ИИ в обрабатывающих производствах составит 0,6 млрд долл. или 60,0 млрд. руб. / 2024 г. (см. Табл. 3).

Таблица 3. Прогноз российского рынка технологий ИИ в обрабатывающих производствах, млрд долл.

Примечание: аналитический материал по российскому рынку технологий ИИ в обрабатывающих производствах находится в стадии подготовки
Примечание: аналитический материал по российскому рынку технологий ИИ в обрабатывающих производствах находится в стадии подготовки

Применение технологий ИИ, помимо традиционных вопросов по эффективности технологий / решений, затрагивает комплекс сложных вопросов:

1. Данные: безопасность и конфиденциальность, качество и точность.

2. Этичность: опасения по влиянию технологий ИИ на занятость, подготовку рабочей силы и нагрузку на персонал.

3. Взаимодействие: изменение характера работы между технологиями ИИ и человеком, доверие при принятии решений, основанных на ИИ.

4. Ответственность: при наступлении аварийных состояний (при использовании или не использовании ИИ).

5. Зависимость: привязка к технологическому партнеру.

Решение этих и других вопросов позволит эффективно внедрять технологии, предложить персоналу новые карьерные треки, поддержать экономический рост.

Заключение

В процессе подготовки статьи было найдено счетное количество реальных кейсов с эффектами, раскрытием заказчика и исполнителя по внедрению технологического решения. Кажется, что реально успешных примеров внедрения пока не так много и стартуют пилотные проекты.

По словам Зеппа Хохрайтера, пионера ИИ и профессора биоинформатики в Университете Иоганна Кеплера в Линце: «Машиностроительный сектор слеп и не поддерживает постоянного контакта со своими клиентами, такими как Facebook или Apple, и не анализирует их данные, если они у него вообще есть» [54].

Где‑то между хайпом и разочарованием по применению технологий ИИ в обрабатывающих производствах находится текущая реальность — есть технологические решения ИИ, которые повышают эффективность производства. Вероятно, взгляд на применение технологий коррелирует с некоторой степенью готовности к ИИ: организационной зрелостью, ментальным стремлением к стратегической трансформации бизнеса, масштабом бизнеса.

Автор: Мартынов А.И.

Скрытый текст

1. Трансформация мировой экономики: возможности и риски для России. Научный доклад / Под ред. члена‑корреспондента РАН А.А. Широва. — М.: Динамик Принт, 2024. — 144 с. — (Научный доклад ИНП РАН).

2. А. Мартынов, Д. Ларионов. Объем мирового рынка искусственного интеллекта в 2023 году с прогнозом до 2032 года [Электронный ресурс] // it‑world.ru — СМИ. URL: https://www.it‑world.ru/it‑news/market/198 512.html (дата обращения 16.06.2024).

3. Artificial Intelligence (AI) in Manufacturing Market (By Offering: Hardware, Software, Services; By Technology: Machine Learning, Context Awareness, Natural Language Processing, Computer Vision; By Application: Process Control, Quality Control, Logistics and Inventory Management, Predictive Maintenance and Machinery Inspection, Production Planning, Others; By Industry) — Global Industry Analysis, Size, Share, Growth, Trends, Regional Outlook, and Forecast 2023–2032 [Электронный ресурс] // Precedence Research Pvt. Ltd. — аналитическая компания. URL: https://www.precedenceresearch.com/artificial‑intelligence‑in‑manufacturing‑market#:~:text=Artificial%20Intelligence%20(AI)%20in%20Manufacturing%20Market%20Size%20and%20Companies,forecast%20period%202 023%20to%202 032. (дата обращения 16.06.2024).

4. Hazel Sivori, Lauren Brunton. Out of the box — Implementing autonomy and assuring AI [Электронный ресурс] // Lloyd's Register Group — Судоходный регистр общества страховщиков, судовладельцев, судостроительных фирм, изготовителей судовых механизмов и торговцев. URL: https://www.lr.org/en/knowledge/research‑reports/ai‑and‑autonomy/ (дата обращения 16.06.2024).

5. Automotive Artificial Intelligence (AI) Market (By Offering: Hardware, Software, Service; By Technology: Computer Vision, Context Awareness, Deep Learning, Machine Learning, Natural Language Processing; By Application: Autonomous Driving, Human‑Machine Interface, Semi‑autonomous Driving; By Process: Signal Recognition, Image Recognition, Voice Recognition, Data Mining; By Component) — Global Industry Analysis, Size, Share, Growth, Trends, Regional Outlook, and Forecast 2024 — 2033 [Электронный ресурс] // Precedence Research Pvt. Ltd. — аналитическая компания. URL: https://www.precedenceresearch.com/automotive‑artificial‑intelligence‑market (дата обращения 16.06.2024).

6. Automotive Artificial Intelligence (AI) Market by Offering, Technology (Deep Learning, Machine Learning, Computer Vision, Contex‑aware Computing and Natural Language Processing), Process, Application, Component and Region — Global Forecast to 2027 [Электронный ресурс] // Marketsandmarkets Research Private Ltd. — аналитическая компания. URL: https://www.marketsandmarkets.com/Market‑Reports/automotive‑artificial‑intelligence‑market-248 804 391.html#:~:text=The%20automotive%20artificial%20intelligence%20market%20size%20is%20valued%20at%20USD,solution%20in%20terms%20of%20region%3F (дата обращения 16.06.2024).

7. Artificial Intelligence in Aviation Market (By Offering: Hardware, Software, Services; By Technology: Machine Learning, Context Awareness Computing, Natural Language Processing, Computer Vision, Others; By Application: Smart Maintenance, Training, Manufacturing, Flight Operations, Virtual Assistants, Dynamic Pricing, Surveillance, Others) — Global Industry Analysis, Size, Share, Growth, Trends, Regional Outlook, and Forecast 2022 — 2030 [Электронный ресурс] // Precedence Research Pvt. Ltd. — аналитическая компания. URL: https://www.precedenceresearch.com/artificial‑intelligence‑in‑aviation‑market (дата обращения 16.06.2024).

8. Global AI in Energy Market by Component (Solutions, Services), By Deployment Mode (Cloud, On‑premise), By Application (Robotics, Renewables Management, Demand Forecasting, Safety and Security, Infrastructure, Others), By End user (Energy Transmission, Energy Generation, Energy Distribution, Utilities), By Region and Companies — Industry Segment Outlook, Market Assessment, Competition Scenario, Trends, and Forecast 2024–2033 [Электронный ресурс] // Market.Us. — аналитическая компания. URL: https://market.us/report/ai‑in‑energy‑market/ (дата обращения 16.06.2024).

9. Artificial Intelligence and Robotics in Aerospace and Defense Market: Global Industry Analysis and Forecast (2023 -2029) Trends, Statistics, Dynamics, Segmentation by Offering, Application, and Region [Электронный ресурс] // Maximize Market Research Pvt. Ltd. — аналитическая компания. URL: https://www.maximizemarketresearch.com/market‑report/artificial‑intelligence‑and‑robotics‑in‑aerospace‑and‑defense‑market/183 933/ (дата обращения 16.06.2024).

10. Artificial Intelligence (AI) in Oil and Gas Market, By Application (Energy Storage Systems (ESS), Industrial Applications), By Component (Renewable Energy, Utilities, Manufacturing), By Product (Direct Sales, Distributors), By Geography (North America, Europe, Asia Pacific, Latin America, Middle East and Africa) [Электронный ресурс] // Coherent Market Insights Pvt Ltd. — аналитическая компания. URL: https://www.coherentmarketinsights.com/industry‑reports/artificial‑intelligence‑ai‑in‑oil‑and‑gas‑market#:~:text=The%20Artificial%20Intelligence%20(AI)%20in,12.5%25%20from%202 024%20to%202 031 (дата обращения 16.06.2024).

11. Artificial Intelligence (AI) in Oil and Gas Market By Exploration and Production (E&P) (Reservoir Characterization, Drilling Optimization, Production Forecasting); By Asset Management (Predictive Maintenance, Condition Monitoring); By Operations and Workflow Optimization (Supply Chain Optimization, Process Automation); By Data Analytics and Interpretation (Big Data Analytics, Cognitive Analytics); By Reservoir Management (Production Optimization, Enhanced Oil Recovery (EOR)); By Cybersecurity (Threat Detection, Security Monitoring); By AI Platforms and Solutions (AI Software Platforms, AI‑as‑a-Service); By Region — Growth, Future Prospects & Competitive Analysis, 2023 — 2030 [Электронный ресурс] // Credence Research Inc. — аналитическая компания. URL: https://www.credenceresearch.com/report/artificial‑intelligence‑ai‑in‑oil‑and‑gas‑market (дата обращения 16.06.2024).

12. Artificial Intelligence (AI) in Chemicals Market (By Type: Hardware, Software, Services; By Application: Discovery of New Materials, Production Optimization, Pricing Optimization, Load Forecasting of Raw Materials, Product Portfolio Optimization, Feedstock Optimization, Process management & control; End Use: Base Chemicals & Petrochemicals, Specialty Chemicals, Agrochemicals) — Global Industry Analysis, Size, Share, Growth, Trends, Regional Outlook, and Forecast 2024–2033 [Электронный ресурс] // Precedence Research Pvt. Ltd. — аналитическая компания. URL: https://www.precedenceresearch.com/artificial‑intelligence‑in‑the‑chemical‑market (дата обращения 16.06.2024).

13. Market Size of Artificial Intelligence in Mining [Электронный ресурс] // GlobalData Plc — аналитическая компания. URL: https://www.globaldata.com/data‑insights/mining/market‑size‑of‑artificial‑intelligence‑in‑mining/ (дата обращения 16.06.2024).

14. Jannik Lindner. Ai in the steel industry statistics [Электронный ресурс] // WorldMetrics.org — аналитическая компания. URL: https://worldmetrics.org/ai‑in‑the‑steel‑industry‑statistics/ (дата обращения 16.06.2024).

15. Artificial Intelligence (AI) in Energy And Power Global Market Report 2024 [Электронный ресурс] // Global Information, Inc. All — аналитическая компания. URL: https://www.giiresearch.com/report/tbrc1 455 371-artificial‑intelligence‑ai‑energy‑power‑global.html (дата обращения 16.06.2024).

16. Artificial Intelligence in Manufacturing Market Size, Share & Industry Analysis, By Offering (Hardware, Software, and Services), By Technology (Computer vision, Machine learning, Natural language processing), By Applications (Process Control, Production Planning, Predictive Maintenance & Machinery Inspection), By Industry (Automotive, Medical Devices, Semiconductor & Electronics) and Regional Forecast 2020–2032. [Электронный ресурс] // Fortune Business Insights — аналитическая компания. URL: https://www.fortunebusinessinsights.com/artificial‑intelligence‑ai‑in‑manufacturing‑market-102 824 (дата обращения 16.06.2024).

17. Artificial Intelligence in Manufacturing Market Size, Share, Competitive Landscape and Trend Analysis Report, by Deployment, Technology, Application and Industry: Global Opportunity Analysis and Industry Forecast, 2018 — 2025 [Электронный ресурс] // Allied Market Research — аналитическая компания. URL: https://www.alliedmarketresearch.com/artificial‑intelligence‑in‑manufacturing‑market (дата обращения 16.06.2024).

18. Artificial Intelligence (AI) Market Size, Share, and Trends 2024 to 2034 [Электронный ресурс] // Precedence Research Pvt. Ltd. — аналитическая компания. URL: https://www.precedenceresearch.com/artificial‑intelligence‑market (дата обращения 16.06.2024).

19. Artificial Intelligence (AI) in Manufacturing Market (By Offering: Hardware, Software, Services; By Technology: Machine Learning, Context Awareness, Natural Language Processing, Computer Vision; By Application: Process Control, Quality Control, Logistics and Inventory Management, Predictive Maintenance and Machinery Inspection, Production Planning, Others; By Industry) — Global Industry Analysis, Size, Share, Growth, Trends, Regional Outlook, and Forecast 2023–2032 [Электронный ресурс] // Precedence Research Pvt. Ltd. — аналитическая компания. URL: https://www.precedenceresearch.com/artificial‑intelligence‑in‑manufacturing‑market#:~:text=Artificial%20Intelligence%20(AI)%20in%20Manufacturing%20Market%20Size%20and%20Companies,forecast%20period%202 023%20to%202 032. (дата обращения 16.06.2024).

20. Artificial Intelligence (AI) in Chemicals Market (By Type: Hardware, Software, Services; By Application: Discovery of New Materials, Production Optimization, Pricing Optimization, Load Forecasting of Raw Materials, Product Portfolio Optimization, Feedstock Optimization, Process management & control; End Use: Base Chemicals & Petrochemicals, Specialty Chemicals, Agrochemicals) — Global Industry Analysis, Size, Share, Growth, Trends, Regional Outlook, and Forecast 2024–2033 [Электронный ресурс] // Precedence Research Pvt. Ltd. — аналитическая компания. URL: https://www.precedenceresearch.com/artificial‑intelligence‑in‑the‑chemical‑market (дата обращения 16.06.2024).

21. AI in Manufacturing Market [Электронный ресурс] // Market.us — аналитическая компания. URL: https://market.us/report/ai‑in‑manufacturing‑market/ (дата обращения 16.06.2024).

22. AI in Manufacturing Market Size, Share, Forecast, & Trends Analysis by Component, Technology (ML, NLP, Computer Vision), Application (Predictive Maintenance & Machinery Inspection, Cybersecurity, Supply Chain Optimization), End‑use Industry, and Geography — Global Forecast to 2031 [Электронный ресурс] // Meticulous Market Research Pvt. Ltd. — аналитическая компания. URL: https://www.meticulousresearch.com/product/ai‑in‑manufacturing‑market-4983 (дата обращения 16.06.2024).

23. Sebastian Göke, Kevin Staight, Rutger Vrijen. Artificial intelligence has significant value‑creation potential in the semiconductor industry. How can semiconductor companies deploy AI at scale and capture this value? [Электронный ресурс] // McKinsey & Company — аналитическая компания. URL: https://www.mckinsey.com/industries/semiconductors/our‑insights/scaling‑ai‑in‑the‑sector‑that‑enables‑it‑lessons‑for‑semiconductor‑device‑makers#/ (дата обращения 16.06.2024).

24. Boosting Vehicle Aerodynamics with NVIDIA GPUs [Электронный ресурс] // NVIDIA Corp. — ИТ‑компания. URL: https://www.nvidia.com/en‑us/case‑studies/boosting‑vehicle‑aerodynamics‑with‑nvidia‑gpus/ (дата обращения 16.06.2024).

25. Neural Concept collaborates with Siemens to enable OEMs to make faster decisions with rapid results prediction [Электронный ресурс] // Neural Concept — ИТ‑компания. URL: https://www.neuralconcept.com/post/neural‑concept‑collaborates‑with‑siemens‑to‑enable‑oems‑to‑make‑faster‑decisions‑with‑rapid‑results‑prediction (дата обращения 24.08.2024).

26. Rick Merritt. Model Innovators: How Digital Twins Are Making Industries More Efficient [Электронный ресурс] // NVIDIA Corp. — ИТ‑компания. URL: https://blogs.nvidia.com/blog/digital‑twins‑modulus‑wistron/ (дата обращения 16.06.2024).

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28. Росспецмаш: резкий рост себестоимости — одна из основных проблем отечественных производителей спецтехники [Электронный ресурс] // Информационно‑аналитический портал «Новости промышленности MASHNEWS» — СМИ. URL: https://mashnews.ru/rosspeczmash‑rezkij‑rost‑sebestoimosti‑proizvodstva‑odna‑iz‑osnovnyix‑problem‑otechestvennyix‑proizvoditelej‑specztexniki.html (дата обращения 04.08.2024).

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30. The True Cost of Downtime 2022 [Электронный ресурс] // Siemens AG — глобальная промышленная корпорация. URL: https://assets.new.siemens.com/siemens/assets/api/uuid:3d606 495-dbe0–43e4–80b1-d04e27ada920/dics‑b10 153–00–7600truecostofdowntime2022–144.pdf (дата обращения 04.08.2024).

31 James McKenna. What Is a Virtual Factory, and How They»re Making Industrial Digitalization a Reality [Электронный ресурс] // NVIDIA Corp. — ИТ‑компания. URL: https://blogs.nvidia.com/blog/virtual‑factories‑industrial‑digitalization/ (дата обращения 16.06.2024).

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Источник

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  • 30.07.26 00:04 Ahmed

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  • 04.08.26 11:05 Kisnoles

    Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.

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  • 23.08.26 20:02 leslieyee

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  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 04.09.26 21:51 Kovengray

    Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.

  • 05.09.26 21:38 [email protected]

    I invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 23:22 Fraddy Pual

    Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.

  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 15.09.26 03:35 elioduncan

    I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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