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Lösung, die Muster in den Stromverbrauchsdaten erkennt und bei Abweichungen Angehörige von älteren Menschen automatisch alarmiert.",{"tag":10,"attributes":19},{"name":20,"content":21},"abstract","Zühlke unterstützt Siima Solution GmbH in der Entwicklung einer Lösung, welche Muster in den Stromverbrauchsdaten von älteren Menschen in ihrem Zuhause erkennt und bei Unregelmässigkeiten Angehörige automatisch alarmiert.",{"tag":10,"attributes":23},{"name":24,"content":25},"icbm","51.525772, -0.082716",{"tag":27,"attributes":28},"link",{"rel":29,"href":30},"canonical","https:\u002F\u002Fcms.zuehlke.com\u002Fde\u002Fcase-studies\u002Fmachine-learning-fuer-mehr-sicherheit-im-alter",{"tag":10,"attributes":32},{"name":33,"content":34},"robots","index, 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Alter",[211,215],{"path":212,"langcode":213},"\u002Fen\u002Fcase-studies\u002Fmachine-learning-for-safer-independent-living-in-old-age",{"id":214},"en",{"path":208,"langcode":216},{"id":217},"de",{"id":219,"sharedMediaLegend":220,"mediaImage":221,"name":243},"6175",null,{"url":222,"width":223,"height":224,"alt":225,"title":220,"size":226,"mime":227,"variations":220,"headerMinimalVariations":228},"https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fimages\u002Fmachine-learning-interdisciplinary.jpg",803,536,"zwei ältere Menschen, die beim Kochen und Essen auf einen Laptop schauen",145767,"image\u002Fjpeg",[229,234,235,239,242],{"name":230,"url":231,"width":232,"height":233},"FOCAL_POINT32_SMALL","https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffocal_point_3_2_small\u002Fpublic\u002Fimages\u002Fmachine-learning-interdisciplinary.jpg.webp?itok=xSN0Vtaq",800,533,{"name":230,"url":231,"width":232,"height":233},{"name":236,"url":237,"width":223,"height":238},"FOCAL_POINT169_MEDIUM","https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffocal_point_16_9_medium\u002Fpublic\u002Fimages\u002Fmachine-learning-interdisciplinary.jpg.webp?itok=qVZ8YvqP",452,{"name":240,"url":241,"width":223,"height":238},"FOCAL_POINT169_LARGE","https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffocal_point_16_9_large\u002Fpublic\u002Fimages\u002Fmachine-learning-interdisciplinary.jpg.webp?itok=KNEaCEZr",{"name":240,"url":241,"width":223,"height":238},"machine-learning-interdisciplinary.jpg","Mehr Sicherheit zuhause dank Machine Learning",{"processed":246},"\u003Cp>Zühlke unterstützt Siima Solution GmbH in der Entwicklung einer Lösung, welche Muster in den Stromverbrauchsdaten von älteren Menschen in ihrem Zuhause erkennt und bei Unregelmässigkeiten Angehörige automatisch alarmiert.\u003C\u002Fp>",{"id":219,"sharedMediaLegend":220,"mediaImage":248,"name":243},{"url":222,"width":223,"height":224,"alt":225,"title":220,"size":226,"mime":227,"variations":220},{"id":250,"sharedMediaLegend":220,"mediaImage":251,"name":258},"6125",{"url":252,"width":253,"height":254,"alt":255,"title":220,"size":256,"mime":257,"variations":220},"https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fimages\u002Fsiima-logo.png",960,653,"siima Logo",38735,"image\u002Fpng","siima-logo.png",[260,267,272,305,310,344],{"__typename":261,"id":262,"ctaLink":220,"pgSharedText":263,"pgSharedTitle":220,"pgSharedCtaLink":220},"ParagraphPgText","23939",{"value":264,"processed":265,"format":266},"\u003Cul>\r\n\t\u003Cli>\r\n\t\u003Cp class=\"text-lead\">Umfassende Unterstützung durch ein interdisziplinäres Team von Zühlke\u003C\u002Fp>\r\n\t\u003C\u002Fli>\r\n\t\u003Cli>\r\n\t\u003Cp class=\"text-lead\">Entwicklung eines massgeschneiderten Machine-Learning-Algorithmus\u003C\u002Fp>\r\n\t\u003C\u002Fli>\r\n\t\u003Cli>\r\n\t\u003Cp class=\"text-lead\">Entwicklung und Operationalisierung der Machine-Learning-Lösung in nur drei Monaten\u003C\u002Fp>\r\n\t\u003C\u002Fli>\r\n\u003C\u002Ful>\r\n","\u003Cul>\n\t\u003Cli>\n\t\u003Cp class=\"text-lead\">Umfassende Unterstützung durch ein interdisziplinäres Team von Zühlke\u003C\u002Fp>\n\t\u003C\u002Fli>\n\t\u003Cli>\n\t\u003Cp class=\"text-lead\">Entwicklung eines massgeschneiderten Machine-Learning-Algorithmus\u003C\u002Fp>\n\t\u003C\u002Fli>\n\t\u003Cli>\n\t\u003Cp class=\"text-lead\">Entwicklung und Operationalisierung der Machine-Learning-Lösung in nur drei Monaten\u003C\u002Fp>\n\t\u003C\u002Fli>\n\u003C\u002Ful>","full_html",{"__typename":261,"id":268,"ctaLink":220,"pgSharedText":269,"pgSharedTitle":220,"pgSharedCtaLink":220},"16049",{"value":270,"processed":271,"format":266},"\u003Ch5>Sicherheit im selbstständigen Wohnen im Alter\u003C\u002Fh5>\r\n\r\n\u003Cp>Siima Solution GmbH möchte basierend auf Stromverbrauchsdaten ein System entwickeln, welches älteren Menschen ermöglicht, unabhängig im Zuhause ihrer Wahl zu leben und Sicherheit im Falle eines Notfalls bietet. Die Applikation namens Siima soll Mehrwert auf einen Blick unsichtbar und ohne Mitwirkung der Bewohner funktionieren, Notfälle automatisch erkennen und Angehörige oder eine Notrufzentrale benachrichtigen.\u003C\u002Fp>\r\n","\u003Ch5>Sicherheit im selbstständigen Wohnen im Alter\u003C\u002Fh5>\n\n\u003Cp>Siima Solution GmbH möchte basierend auf Stromverbrauchsdaten ein System entwickeln, welches älteren Menschen ermöglicht, unabhängig im Zuhause ihrer Wahl zu leben und Sicherheit im Falle eines Notfalls bietet. Die Applikation namens Siima soll Mehrwert auf einen Blick unsichtbar und ohne Mitwirkung der Bewohner funktionieren, Notfälle automatisch erkennen und Angehörige oder eine Notrufzentrale benachrichtigen.\u003C\u002Fp>",{"__typename":273,"id":274,"eyebrow":220,"pgQuoteRefQuote":275,"hideImage":220,"hideFunctionAndCompany":220,"bigQuote":220},"ParagraphPgQuote","16048",[276],{"status":7,"id":277,"promote":278,"quotePersonDesc":279,"quotePersonName":280,"quoteText":281,"profileImage":282,"title":304},"6865",false,"CEO und Co-Founder, Siima Solution GmbH","Dominik Hanisch","Dank Zühlke konnten wir nicht nur ein marktfähiges und zuverlässiges Assistenzsystem entwickeln. Es wurde der Grundstein für unser Startup gelegt.",{"id":283,"sharedMediaLegend":220,"mediaImage":284,"name":303},"6124",{"url":285,"width":286,"height":287,"alt":288,"title":220,"size":289,"mime":227,"variations":220,"quoteVariations":290},"https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fimages\u002Fdominik-hanisch-ceo-siima.jpg",780,520,"Dominik Hanisch, CEO und Co-Founder Siima Solutions GmbH",154308,[291,295,298,301,302],{"name":292,"url":293,"width":294,"height":294},"FOCAL_POINT11_EXTRA_SMALL","https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffocal_point_1_1_extra_small\u002Fpublic\u002Fimages\u002Fdominik-hanisch-ceo-siima.jpg.webp?itok=Ui4LpBav",400,{"name":296,"url":297,"width":287,"height":287},"FOCAL_POINT11_SMALL","https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffocal_point_1_1_small\u002Fpublic\u002Fimages\u002Fdominik-hanisch-ceo-siima.jpg.webp?itok=9iId7imc",{"name":299,"url":300,"width":287,"height":287},"FOCAL_POINT11_MEDIUM","https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffocal_point_1_1_medium\u002Fpublic\u002Fimages\u002Fdominik-hanisch-ceo-siima.jpg.webp?itok=n_aD_CMn",{"name":299,"url":300,"width":287,"height":287},{"name":299,"url":300,"width":287,"height":287},"dominik-hanisch-ceo-siima.jpg","Dominik Hanisch, Siima Solution GmbH",{"__typename":261,"id":306,"ctaLink":220,"pgSharedText":307,"pgSharedTitle":220,"pgSharedCtaLink":220},"16050",{"value":308,"processed":309,"format":266},"\u003Ch5>Interdisziplinäres Team\u003C\u002Fh5>\r\n\r\n\u003Cp>Zühlke unterstützt Siima im gesamten Innovationsprozess: Von der initalen Vision, über die Entwicklung und Evaluation eines geeigneten Machine-Learning-Algorithmus, bis zur technischen Umsetzung der gesamten Applikation. Mit einem interdisziplinären Team aus Data Scientists, Data Engineers, Software-Entwicklern und UX-Designern wird agil und in enger Zusammenarbeit mit dem Kunden eine massgeschneiderte Lösung geschaffen. Der entwickelte Algorithmus detektiert Zeitfenster mit wiederkehrenden Verhaltensmustern automatisch und legt geeignete Schwellwerte für diese Muster fest. Im Betrieb müssen diese Schwellwerte in den jeweiligen Zeitfenstern überschritten werden, damit ein erwartetes Verhaltensmuster vorliegt. Andernfalls wird ein Alarm ausgelöst.\u003C\u002Fp>\r\n","\u003Ch5>Interdisziplinäres Team\u003C\u002Fh5>\n\n\u003Cp>Zühlke unterstützt Siima im gesamten Innovationsprozess: Von der initalen Vision, über die Entwicklung und Evaluation eines geeigneten Machine-Learning-Algorithmus, bis zur technischen Umsetzung der gesamten Applikation. Mit einem interdisziplinären Team aus Data Scientists, Data Engineers, Software-Entwicklern und UX-Designern wird agil und in enger Zusammenarbeit mit dem Kunden eine massgeschneiderte Lösung geschaffen. Der entwickelte Algorithmus detektiert Zeitfenster mit wiederkehrenden Verhaltensmustern automatisch und legt geeignete Schwellwerte für diese Muster fest. Im Betrieb müssen diese Schwellwerte in den jeweiligen Zeitfenstern überschritten werden, damit ein erwartetes Verhaltensmuster vorliegt. Andernfalls wird ein Alarm ausgelöst.\u003C\u002Fp>",{"__typename":311,"id":312,"caption":220,"captionSecondary":220,"pgSharedTitle":220,"pgMediaRefMedia":313,"secondaryImage":220,"edgeToEdge":220,"fullWidth":220},"ParagraphPgMedia","16107",{"id":314,"sharedMediaLegend":315,"mediaImage":316,"name":343},"6156","Beispiel für Schwellenwerte des Energieverbrauchs",{"url":317,"width":318,"height":319,"alt":315,"title":220,"size":320,"mime":257,"variations":220,"mediaVariations":321,"infographVariations":337},"https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fimages\u002Fschwellwert-energieverbrauch.png",1386,633,32037,[322,327,328,333,336],{"name":323,"url":324,"width":325,"height":326},"FIXED_WIDTH_SMALL","https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffixed_width_small\u002Fpublic\u002Fimages\u002Fschwellwert-energieverbrauch.png.webp?itok=zDV30KLy",900,411,{"name":323,"url":324,"width":325,"height":326},{"name":329,"url":330,"width":331,"height":332},"FIXED_WIDTH_MEDIUM","https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffixed_width_medium\u002Fpublic\u002Fimages\u002Fschwellwert-energieverbrauch.png.webp?itok=Bvz93Jx2",1200,548,{"name":334,"url":335,"width":318,"height":319},"FIXED_WIDTH_LARGE","https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffixed_width_large\u002Fpublic\u002Fimages\u002Fschwellwert-energieverbrauch.png.webp?itok=Ebv_Xsvv",{"name":334,"url":335,"width":318,"height":319},[338,339,340,341,342],{"name":323,"url":324,"width":325,"height":326},{"name":323,"url":324,"width":325,"height":326},{"name":323,"url":324,"width":325,"height":326},{"name":329,"url":330,"width":331,"height":332},{"name":329,"url":330,"width":331,"height":332},"schwellwert-energieverbrauch.png",{"__typename":261,"id":345,"ctaLink":220,"pgSharedText":346,"pgSharedTitle":220,"pgSharedCtaLink":220},"16051",{"value":347,"processed":348,"format":266},"\u003Ch5>Kurze Markteinführungszeit und Skalierbarkeit\u003C\u002Fh5>\r\n\r\n\u003Cp>Die Zusammenarbeit mit Zühlke ermöglicht eine gemeinsame und iterative Entwicklung der Applikation, welche stets den Bedürfnissen und Anforderungen von Siima angepasst wird. So entsteht in kurzer Zeit ein marktfähiger Prototyp, welcher schrittweise in eine automatisierte, skalierbare und produktive Applikation erweitert wird.\u003C\u002Fp>\r\n","\u003Ch5>Kurze Markteinführungszeit und Skalierbarkeit\u003C\u002Fh5>\n\n\u003Cp>Die Zusammenarbeit mit Zühlke ermöglicht eine gemeinsame und iterative Entwicklung der Applikation, welche stets den Bedürfnissen und Anforderungen von Siima angepasst wird. 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