{"id":82200,"date":"2022-10-21T16:43:57","date_gmt":"2022-10-21T16:43:57","guid":{"rendered":"https:\/\/the7.io\/elementor-creative-dark\/?post_type=showcase&p=82200"},"modified":"2023-12-12T12:18:23","modified_gmt":"2023-12-12T11:18:23","slug":"kuka","status":"publish","type":"showcase","link":"https:\/\/www.kiwidatascience.com\/it\/showcase\/kuka\/","title":{"rendered":"Kuka Robotics"},"content":{"rendered":"
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Case overview<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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This project focuses on the development of a machine learning model to enable a robotic arm to classify objects through the analysis of vibrations. Unlike traditional visual-based approaches, this innovative system relies on the interpretation of vibrational patterns generated when the robotic arm interacts with objects. The project involves the collection of vibration data using sensors embedded in the robotic arm, which captures unique signatures associated with different materials and shapes. A machine learning algorithm will be trained on a dataset comprising various vibration patterns corresponding to distinct objects.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t

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Tecnologie<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tNeural Network\t\t\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t
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\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tPython\t\t\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t
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The Model<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t
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The model’s capability to classify objects based on their vibrational characteristics will contribute to a more versatile and adaptable robotic arm, with potential applications in industries where visual cues may be limited or impractical. The successful implementation of this project will showcase the efficacy of vibration-based classification in enhancing robotic capabilities for diverse real-world scenarios.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

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Articles<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t
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https:\/\/www.rivistainnovare.com\/headline\/customer-stories-kuka\/<\/a>
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https:\/\/www.meccanica-automazione.com\/kuka-e-microsoft-insieme-per-la-robotica\/<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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\"70050174_10156907660944272_1282218535820460032_n\"<\/figure><\/a><\/div>
\"1568724566664\"<\/figure><\/a><\/div>
\"Slide28\"<\/figure><\/a><\/div>
\"70284491_10157535492994038_7812115473528520704_n\"<\/figure><\/a><\/div>
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<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"

Precision in automation: object classification with advanced machine learning robotics<\/p>","protected":false},"featured_media":86987,"template":"","meta":[],"case_category":[259,256,258],"class_list":["post-82200","showcase","type-showcase","status-publish","has-post-thumbnail","hentry","case_category-classification","case_category-machine-learning","case_category-realtime"],"yoast_head":"\nKuka Robotics - Kiwi Data Science<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.kiwidatascience.com\/it\/showcase\/kuka\/\" \/>\n<meta property=\"og:locale\" content=\"it_IT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Kuka Robotics - Kiwi Data Science\" \/>\n<meta property=\"og:description\" content=\"Precision in automation: object classification with advanced machine learning robotics\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.kiwidatascience.com\/it\/showcase\/kuka\/\" \/>\n<meta property=\"og:site_name\" content=\"Kiwi Data Science\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/kiwidatascience\" \/>\n<meta property=\"article:modified_time\" content=\"2023-12-12T11:18:23+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.kiwidatascience.com\/wp-content\/uploads\/2022\/10\/70493596_10156263933706956_2997336171253596160_n.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"720\" \/>\n\t<meta property=\"og:image:height\" content=\"960\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@KiwiDataScience\" \/>\n<meta name=\"twitter:label1\" content=\"Tempo di lettura stimato\" \/>\n\t<meta name=\"twitter:data1\" content=\"5 minuti\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.kiwidatascience.com\/showcase\/kuka\/\",\"url\":\"https:\/\/www.kiwidatascience.com\/showcase\/kuka\/\",\"name\":\"Kuka Robotics - 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