{"id":1174,"date":"2025-08-02T17:28:31","date_gmt":"2025-08-02T13:58:31","guid":{"rendered":"https:\/\/tarsimsanat.ir\/?p=1174"},"modified":"2025-08-02T17:37:12","modified_gmt":"2025-08-02T14:07:12","slug":"artificial-intelligence-and-machine-learning-in-smart-elevators-from-predictive-maintenance-to-performance-optimization","status":"publish","type":"post","link":"https:\/\/tarsimsanat.ir\/en\/artificial-intelligence-and-machine-learning-in-smart-elevators-from-predictive-maintenance-to-performance-optimization\/","title":{"rendered":"Artificial Intelligence and Machine Learning in Smart Elevators: From Predictive Maintenance to Performance Optimization"},"content":{"rendered":"

The Importance of the Topic<\/strong><\/h4>\n

Artificial Intelligence (AI) and Machine Learning (ML) are revolutionizing the elevator industry. By analyzing data from sensors and control systems, these technologies enable predictive maintenance, reduce downtime, and optimize elevator performance. This article examines the role of AI and ML in smart elevators and evaluates their benefits for safety, efficiency, and preventive maintenance.<\/p>\n

Defining AI in the Elevator Industry<\/strong><\/h4>\n

Elevators are among the most critical components of urban and building infrastructure. Sudden failures or suboptimal performance not only disrupt mobility but may also pose serious safety risks. Traditional elevator maintenance methods typically rely on periodic inspections or reactive repairs, which are costly and inefficient.<\/p>\n

AI and ML leverage\u00a0real-time data<\/strong>\u00a0and predictive algorithms to enable\u00a0predictive maintenance<\/strong>. These technologies can:<\/p>\n

    \n
  • \n

    Predict potential failures<\/strong>\u00a0before they occur.<\/p>\n<\/li>\n

  • \n

    Reduce energy consumption<\/strong>\u00a0by optimizing system efficiency and elevator movement.<\/p>\n<\/li>\n

  • \n

    Enhance passenger safety<\/strong>\u00a0through rapid detection of technical faults.<\/p>\n<\/li>\n<\/ul>\n

    AI and ML: Definitions and Applications in Elevators<\/strong><\/h4>\n
    1. What Are AI and Machine Learning?<\/strong><\/h5>\n
      \n
    • \n

      Artificial Intelligence (AI):<\/strong>\u00a0A branch of computer science that enables systems to perform tasks typically requiring human intelligence (e.g., pattern recognition, decision-making, and prediction).<\/p>\n<\/li>\n

    • \n

      Machine Learning (ML):<\/strong>\u00a0A subset of AI where systems learn from historical data to identify patterns and make predictions without explicit programming.<\/p>\n<\/li>\n<\/ul>\n

      2. How Are AI and ML Used in Elevators?<\/strong><\/h5>\n

      Smart elevators use\u00a0IoT sensors<\/strong>\u00a0to collect real-time data, including:<\/p>\n

        \n
      • \n

        Motor vibration<\/strong><\/p>\n<\/li>\n

      • \n

        Motor temperature<\/strong><\/p>\n<\/li>\n

      • \n

        Energy consumption<\/strong><\/p>\n<\/li>\n

      • \n

        Safety system status<\/strong><\/p>\n<\/li>\n<\/ul>\n

        ML algorithms analyze this data to detect failure patterns.<\/p>\n

        Key Applications<\/strong><\/h4>\n
        1. Predictive Maintenance<\/strong><\/h5>\n

        ML systems can detect early signs of component wear (e.g., motor pulleys) and issue warnings.
        \nExample:<\/strong>\u00a0If an algorithm detects gradually increasing motor vibrations, it predicts an imminent failure.<\/p>\n

        2. Performance Optimization<\/strong><\/h5>\n

        AI analyzes elevator usage patterns to manage inter-floor traffic during peak hours.
        \nExample:<\/strong>\u00a0In office buildings, the system prioritizes ground-floor service at 8 AM when most employees arrive.<\/p>\n

        3. Energy Efficiency<\/strong><\/h5>\n

        AI-driven energy optimization algorithms reduce the number of active elevators during low-traffic periods and minimize unnecessary stops during peak hours.<\/p>\n

        4. Safety Enhancement<\/strong><\/h5>\n

        AI detects potential failures (e.g., broken cables or safety brake malfunctions) faster than human operators.
        \nExample:<\/strong>\u00a0If sensors indicate a floor door isn\u2019t closing properly, the system automatically alerts technicians for repair.<\/p>\n

        Case Studies: Leading Companies Using AI in Elevators<\/strong><\/h4>\n
          \n
        1. \n

          Otis \u2013 Otis ONE Service<\/strong><\/p>\n

            \n
          • \n

            Uses\u00a0AI and IoT<\/strong>\u00a0to monitor\u00a02+ million elevators<\/strong>\u00a0globally.<\/p>\n<\/li>\n

          • \n

            ML algorithms predict failures by analyzing sensor data.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n

          • \n

            KONE \u2013 24\/7 Connected Services<\/strong><\/p>\n

              \n
            • \n

              Leverages ML to study elevator usage patterns and perform\u00a0preventive maintenance<\/strong>.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n

              Conclusion<\/strong><\/h4>\n

              AI and ML have transformed the elevator industry. With capabilities like\u00a0failure prediction, performance optimization, and safety enhancement<\/strong>, these technologies reduce maintenance costs while improving user experience.<\/p>\n

              In the future, elevators are expected to become fully autonomous, using\u00a0advanced AI<\/strong>\u00a0to:<\/p>\n

                \n
              • \n

                Select optimal routes.<\/p>\n<\/li>\n

              • \n

                Minimize energy consumption.<\/p>\n<\/li>\n

              • \n

                Operate with fewer stops.<\/p>\n<\/li>\n<\/ul>\n

                References<\/strong><\/h4>\n
                  \n
                1. \n

                  Otis Worldwide Corporation. (2023).\u00a0Otis ONE: AI-Powered Elevator Monitoring.<\/em><\/p>\n<\/li>\n

                2. \n

                  KONE. (2023).\u00a0*KONE 24\/7 Connected Services with Machine Learning.*<\/p>\n<\/li>\n

                3. \n

                  McKinsey & Company. (2022).\u00a0The Future of Smart Elevators and AI.<\/em><\/p>\n<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"

                  The Importance of the Topic Artificial Intelligence (AI) and Machine Learning (ML) are revolutionizing the elevator industry. By analyzing data from sensors and control systems, these technologies enable predictive maintenance, reduce downtime, and optimize elevator performance. This article examines the role of AI and ML in smart elevators and evaluates their benefits for safety, efficiency, […]<\/p>\n","protected":false},"author":2,"featured_media":1101,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[30],"tags":[],"class_list":["post-1174","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news-en"],"jetpack_featured_media_url":"https:\/\/tarsimsanat.ir\/wp-content\/uploads\/2025\/08\/Artificial-intelligence-and-machine-learning-in-smart-elevators.png","_links":{"self":[{"href":"https:\/\/tarsimsanat.ir\/en\/wp-json\/wp\/v2\/posts\/1174","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/tarsimsanat.ir\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/tarsimsanat.ir\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/tarsimsanat.ir\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/tarsimsanat.ir\/en\/wp-json\/wp\/v2\/comments?post=1174"}],"version-history":[{"count":2,"href":"https:\/\/tarsimsanat.ir\/en\/wp-json\/wp\/v2\/posts\/1174\/revisions"}],"predecessor-version":[{"id":1176,"href":"https:\/\/tarsimsanat.ir\/en\/wp-json\/wp\/v2\/posts\/1174\/revisions\/1176"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/tarsimsanat.ir\/en\/wp-json\/wp\/v2\/media\/1101"}],"wp:attachment":[{"href":"https:\/\/tarsimsanat.ir\/en\/wp-json\/wp\/v2\/media?parent=1174"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tarsimsanat.ir\/en\/wp-json\/wp\/v2\/categories?post=1174"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tarsimsanat.ir\/en\/wp-json\/wp\/v2\/tags?post=1174"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}