Репортаж от Wedoany，Производители продуктов питания и напитков систематически устраняют производственные потери и предотвращают узкие места с помощью стандартизации данных и технологий машинного обучения. Согласно данным отчета «Состояние бережливого производства» (State of Lean Manufacturing) за 2023 год, лишь от 10% до 15% предприятий в США систематически применяют принципы бережливого производства, получая значительные конкурентные преимущества и финансовую отдачу. Основное внимание в бережливом производстве и «Шести сигмах» (Six Sigma) всегда уделяется оптимизации процессов, расширению прав и возможностей персонала и решению практических задач, а не бездумному увеличению капитальных вложений.

Сегодня производители продуктов питания и напитков, продолжая наращивать инвестиции в автоматизацию, одновременно укрепляют свою долгосрочную конкурентоспособность за счет стандартизации заводских данных. Машинное обучение уже применяется в таких сценариях, как упаковка, предиктивное обслуживание и очистка на месте (CIP), позволяя точно выявлять источники потерь и предлагать оптимальные решения. Основатель и генеральный директор MontBlancAI Маркус Герстер (Markus Guerster) отмечает, что в эпоху машинного обучения бережливое управление не может ограничиваться построением алгоритмических моделей; необходимо интегрировать аналитические данные в повседневные рабочие процессы. ИИ должен быть тесно связан с производственными совещаниями, регламентами технического обслуживания оборудования и циклами непрерывного совершенствования, иначе он не сможет создавать долгосрочную ценность для предприятия. Старший вице-президент SmartSights Джон Оскин (John Oskin) заявил, что за последние 15–20 лет большинство производителей продуктов питания и напитков вложили значительные средства в аппаратную автоматизацию, но стандартизация данных редко включалась в первоначальное стратегическое планирование. В 2024 году старший вице-президент и главный информационный директор гиганта замороженных продуктов Ruiz Foods Майкл Уортер (Michael Warter) объявил, что компания реализует масштабный проект по стандартизации данных для отдела исследований и разработок. Ранее данные были разрознены в изолированных системах, и глубокая интеграция имеет решающее значение для преодоления информационных барьеров и отказа от электронных таблиц. Первоначальные меры уже дали результаты в области соблюдения нормативных требований и отслеживаемости продукции. Он признался, что совет директоров изначально не осознавал глубокого значения искусственного интеллекта для производства, но теперь руководящая команда понимает, что принципы бережливого производства, сокращение производственных потерь и будущее развитие ИИ тесно взаимосвязаны.

Основатель отраслевого СМИ и консалтингового агентства IT/OT Insider Дэвид Ариенс (David Ariens) отмечает, что бережливое производство и «Шесть сигм» предоставляют систематические методологии для устранения потерь и контроля колебаний производственных процессов. Теперь эти же методологии можно перенести в область управления данными — сократить затраты на поиск, очистку и установление контекстуальных связей данных, а также создать базовую инфраструктуру, чтобы не начинать строительство с нуля для каждого нового сценария применения. В настоящее время новые пищевые заводы в США демонстрируют ярко выраженный подход, ориентированный на данные (Data-first). Вице-президент по инжинирингу Control Station Боб Райс (Bob Rice) указывает, что 20 лет назад основной задачей при строительстве завода было «запустить оборудование», тогда как сегодня крупные проекты с самого начала планирования устанавливают чрезвычайно высокие эксплуатационные стандарты, требуя выхода на заданные производственные мощности на начальном этапе, и даже проводят анализ данных до начала строительства. Однако приоритет данных не означает необходимость построения полной модели машинного обучения на всем заводе. Ариенс добавляет, 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