{"id":13803,"date":"2024-08-10T09:37:16","date_gmt":"2024-08-10T09:37:16","guid":{"rendered":"https:\/\/dailyai.com\/?p=13803"},"modified":"2024-08-18T12:12:43","modified_gmt":"2024-08-18T12:12:43","slug":"deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time","status":"publish","type":"post","link":"https:\/\/dailyai.com\/sv\/2024\/08\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\/","title":{"rendered":"DeepMind bygger bordtennisrobot som sl\u00e5r nyb\u00f6rjare 100% av g\u00e5ngerna"},"content":{"rendered":"<p><strong>Forskare vid Google DeepMind har utvecklat en AI-driven robot som kan spela bordtennis i t\u00e4vlingssammanhang p\u00e5 amat\u00f6rniv\u00e5.\u00a0<\/strong><\/p>\n<p><span style=\"font-weight: 400;\">Att registrera n\u00e4rvaron av en pingisboll, ber\u00e4kna dess riktning och flytta paddeln f\u00f6r att tr\u00e4ffa den - allt p\u00e5 en br\u00e5kdels sekund - \u00e4r en enorm uppgift inom robottekniken.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">DeepMinds robot \u00e4r utrustad med en IRB 1100-robotarm som \u00e4r monterad p\u00e5 tv\u00e5 linj\u00e4ra portaler, vilket g\u00f6r att den snabbt kan r\u00f6ra sig \u00f6ver och mot bordet. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Den har ett otroligt r\u00f6relseomf\u00e5ng och n\u00e5r de flesta omr\u00e5den p\u00e5 bordet f\u00f6r att sl\u00e5 bollen med en paddel som en m\u00e4nniska g\u00f6r.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\"\u00d6gonen\" \u00e4r h\u00f6ghastighetskameror som tar bilder med 125 bilder per sekund och matar data till ett neuralt n\u00e4tverksbaserat perceptionssystem som f\u00f6ljer bollens position i realtid.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">AI-systemet som styr roboten anv\u00e4nder sig av ett sofistikerat system i tv\u00e5 niv\u00e5er:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><strong>Styrenheter p\u00e5 l\u00e5g niv\u00e5 (LLC)<\/strong>: Dessa \u00e4r specialiserade neurala n\u00e4tverk som tr\u00e4nats f\u00f6r att utf\u00f6ra specifika bordtennisf\u00e4rdigheter, till exempel forehand topspin-slag eller backhand targeting. Varje LLC \u00e4r utformad f\u00f6r att utm\u00e4rka sig i en viss aspekt av spelet.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><strong>H\u00f6gniv\u00e5styrenhet (HLC)<\/strong>: Detta \u00e4r systemets strategiska hj\u00e4rna. HLC v\u00e4ljer vilken LLC som ska anv\u00e4ndas f\u00f6r varje inkommande boll, baserat p\u00e5 det aktuella speltillst\u00e5ndet, motst\u00e5ndarens spelstil och robotens egna f\u00f6rm\u00e5gor.<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Detta dubbla tillv\u00e4gag\u00e5ngss\u00e4tt g\u00f6r att roboten kan kombinera exakt utf\u00f6rande av enskilda skott med strategi p\u00e5 h\u00f6gre niv\u00e5, vilket efterliknar hur m\u00e4nskliga spelare t\u00e4nker p\u00e5 spelet.<\/span><\/p>\n<p><iframe loading=\"lazy\" title=\"Demonstrationer - Uppn\u00e5 konkurrenskraftig robotbordtennis p\u00e5 m\u00e4nsklig niv\u00e5\" width=\"1080\" height=\"608\" src=\"https:\/\/www.youtube.com\/embed\/abi84lnjNV4?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<h2>\u00d6verbrygga simulering med den verkliga v\u00e4rlden<\/h2>\n<p><span style=\"font-weight: 400;\">En av de st\u00f6rsta utmaningarna inom robotteknik \u00e4r att \u00f6verf\u00f6ra f\u00e4rdigheter som l\u00e4rs ut i simuleringsmilj\u00f6er till den verkliga v\u00e4rlden.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"> Den <a href=\"https:\/\/arxiv.org\/pdf\/2408.03906\" target=\"_blank\" rel=\"noopener\"><span class=\"noTranslate\" data-no-translation=\"\"><span class=\"noTranslate\" data-no-translation=\"\"><span class=\"noTranslate\" data-no-translation=\"\"><span class=\"noTranslate\" data-no-translation=\"\"><span class=\"noTranslate\" data-no-translation=\"\">DeepMind<\/span><\/span><\/span><\/span><\/span> studie<\/a> dokumenterar flera tekniker f\u00f6r att hantera detta:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Realistisk fysikalisk modellering<\/b><span style=\"font-weight: 400;\">: Forskarna anv\u00e4nde avancerade fysikmotorer f\u00f6r att modellera den komplexa dynamiken i bordtennis, inklusive bollspinn, luftmotst\u00e5nd och interaktioner mellan padel och boll.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Randomisering av dom\u00e4ner<\/b><span style=\"font-weight: 400;\">: Under utbildningen utsattes AI:n f\u00f6r ett stort antal simulerade f\u00f6rh\u00e5llanden, vilket hj\u00e4lpte den att generalisera till de variationer som den kan st\u00f6ta p\u00e5 i verkligheten.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Anpassning fr\u00e5n simulator till verklighet<\/b><span style=\"font-weight: 400;\">: Teamet utvecklade metoder f\u00f6r att finjustera de simulerade f\u00e4rdigheterna f\u00f6r verkliga prestationer, inklusive en ny teknik f\u00f6r \"spinnkorrigering\" f\u00f6r att hantera skillnaderna i paddelbeteende mellan simulering och verklighet.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Iterativ datainsamling<\/b><span style=\"font-weight: 400;\">: Forskarna uppdaterade kontinuerligt sina tr\u00e4ningsdata med verkliga spel, vilket skapade en st\u00e4ndigt f\u00f6rb\u00e4ttrad inl\u00e4rningscykel.<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">En av robotens kanske mest imponerande egenskaper \u00e4r dess f\u00f6rm\u00e5ga att anpassa sig i realtid. Under en match f\u00f6ljer systemet upp olika statistiska uppgifter om sin egen och motst\u00e5ndarens prestation.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Den anv\u00e4nder denna information f\u00f6r att justera sin strategi i farten och l\u00e4ra sig att utnyttja svagheter i motst\u00e5ndarens spel samtidigt som den st\u00e4rker sitt eget f\u00f6rsvar.<\/span><\/p>\n<h2>Utv\u00e4rdering av pingpong-roboten<\/h2>\n<p><span style=\"font-weight: 400;\">S\u00e5, hur testade DeepMind sin bordtennisrobot?\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">F\u00f6rst rekryterade teamet 59 frivilliga spelare och bed\u00f6mde deras bordtennisf\u00e4rdigheter och kategoriserade dem som nyb\u00f6rjare, medelgoda, avancerade eller avancerade+ spelare. Fr\u00e5n den f\u00f6rsta poolen valdes 29 deltagare som sp\u00e4nde \u00f6ver alla skicklighetsniv\u00e5er ut f\u00f6r den fullst\u00e4ndiga studien.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">D\u00e4refter deltog en utvald spelare i tre t\u00e4vlingsmatcher mot roboten, enligt modifierade bordtennisregler f\u00f6r att ta h\u00e4nsyn till robotens begr\u00e4nsningar.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">F\u00f6rutom att samla in kvantitativa data fr\u00e5n roboten genomf\u00f6rde forskarna efter matchen korta, semistrukturerade intervjuer med varje deltagare om deras \u00f6vergripande upplevelse.\u00a0<\/span><\/p>\n<h2>Resultat<\/h2>\n<p><span style=\"font-weight: 400;\">Totalt sett vann roboten 45% av sina matcher, vilket visar p\u00e5 en solid \u00f6vergripande prestanda.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Det dominerade nyb\u00f6rjare (vann 100% av matcherna) och stod sig v\u00e4l mot medelgoda spelare (vann 55%), men hade sv\u00e5rt mot avancerade och avancerade+ spelare (f\u00f6rlorade alla matcher).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Lyckligtvis f\u00f6r oss vanliga d\u00f6dliga fanns det \u00e5tminstone en stor svaghet: robotens sv\u00e5righet att hantera underspin, vilket var en anm\u00e4rkningsv\u00e4rd spricka i dess rustning mot mer erfarna spelare.\u00a0<\/span><\/p>\n<p>Om du inte kan spela bordtennis alls eller tycker att du bara \u00e4r okej p\u00e5 det, kommer den h\u00e4r roboten \u00e4nd\u00e5 att ha goda chanser.<\/p>\n<p><iframe loading=\"lazy\" title=\"N\u00e5gra h\u00f6jdpunkter - Robotbordtennis p\u00e5 m\u00e4nsklig niv\u00e5\" width=\"1080\" height=\"608\" src=\"https:\/\/www.youtube.com\/embed\/EqQl-JQxToE?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p><span style=\"font-weight: 400;\">Barney J. Reed, bordtennistr\u00e4nare, <\/span><a href=\"https:\/\/sites.google.com\/view\/competitive-robot-table-tennis\/home?utm_source&amp;utm_medium&amp;utm_campaign&amp;utm_content&amp;pli=1\"><span style=\"font-weight: 400;\">kommenterade studien<\/span><\/a><span style=\"font-weight: 400;\">\"Det \u00e4r verkligen fantastiskt att se roboten spela mot spelare p\u00e5 alla niv\u00e5er och i alla stilar. V\u00e5rt m\u00e5l var att roboten skulle vara p\u00e5 en mellanniv\u00e5. Otroligt nog gjorde den just det, allt h\u00e5rt arbete l\u00f6nade sig.\"<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\"Jag tycker att roboten \u00f6vertr\u00e4ffade till och med mina f\u00f6rv\u00e4ntningar. Det var en sann \u00e4ra och ett n\u00f6je att f\u00e5 vara en del av den h\u00e4r forskningen. Jag har l\u00e4rt mig s\u00e5 mycket och \u00e4r mycket tacksam f\u00f6r alla som jag har haft n\u00f6jet att arbeta med.\"<\/span><\/p>\n<p>Det h\u00e4r \u00e4r l\u00e5ngt ifr\u00e5n DeepMinds f\u00f6rsta utflykt till sportrobotik och AI. F\u00f6r inte s\u00e5 l\u00e4nge sedan byggde de <a href=\"https:\/\/dailyai.com\/sv\/2024\/04\/deepmind-train-robot-soccer-players-that-kick-tackle-and-defend\/\">AI fotbollsrobotar<\/a> kan passa, tackla och skjuta.<\/p>\n<p>DeepMind har publicerat\u00a0<a href=\"https:\/\/dailyai.com\/sv\/2024\/01\/google-releases-a-suite-of-advanced-robotic-tools\/\" target=\"_blank\" rel=\"noopener\">AI-verktyg f\u00f6r robotteknik<\/a>\u00a0utvecklare i \u00e5ratal och har nyligen gjort genombrott inom\u00a0<a href=\"https:\/\/dailyai.com\/sv\/2023\/07\/googles-ai-turns-vision-language-into-robotic-actions\/\" target=\"_blank\" rel=\"noopener\">robot-vision och fingerf\u00e4rdighet.<\/a><\/p>\n<p><span style=\"font-weight: 400;\">I takt med att AI och robotteknik forts\u00e4tter att utvecklas kan vi f\u00f6rv\u00e4nta oss att se fler exempel p\u00e5 maskiner som klarar av uppgifter som tidigare ans\u00e5gs vara uteslutande m\u00e4nskliga dom\u00e4ner.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Den dag d\u00e5 du kan utmana en robot p\u00e5 en match bordtennis i din lokala fritidsg\u00e5rd \u00e4r kanske inte l\u00e5ngt borta - bli bara inte f\u00f6rv\u00e5nad om den sl\u00e5r dig i f\u00f6rsta omg\u00e5ngen.<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>Forskare vid Google DeepMind har utvecklat en AI-driven robot som kan spela bordtennis i t\u00e4vlingssammanhang p\u00e5 amat\u00f6rniv\u00e5.  Att registrera n\u00e4rvaron av en pingisboll, ber\u00e4kna dess riktning och flytta paddeln f\u00f6r att tr\u00e4ffa den - allt p\u00e5 en br\u00e5kdels sekund - \u00e4r en enorm uppgift inom robotteknik.  DeepMinds robot \u00e4r utrustad med en IRB 1100-robotarm som \u00e4r monterad p\u00e5 tv\u00e5 linj\u00e4ra portaler, vilket g\u00f6r att den snabbt kan r\u00f6ra sig \u00f6ver och mot bordet. Den har ett otroligt stort r\u00f6relseomf\u00e5ng och n\u00e5r de flesta delarna av bordet f\u00f6r att sl\u00e5 bollen med en paddel, precis som en m\u00e4nniska g\u00f6r.\u00a0<\/p>","protected":false},"author":2,"featured_media":13804,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[147,105,169],"class_list":["post-13803","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry","tag-deepmind","tag-machine-learning","tag-robotics"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>DeepMind build table tennis robot that beats newbie players 100% of the time | DailyAI<\/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:\/\/dailyai.com\/sv\/2024\/08\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\/\" \/>\n<meta property=\"og:locale\" content=\"sv_SE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"DeepMind build table tennis robot that beats newbie players 100% of the time | DailyAI\" \/>\n<meta property=\"og:description\" content=\"Researchers at Google DeepMind have developed an AI-powered robot capable of playing competitive table tennis at an amateur human level.\u00a0 Registering the presence of a ping-pong ball, calculating its direction, and moving the paddle to hit it \u2013 all in a split second \u2013 is a mammoth task in robotics.\u00a0 DeepMind\u2019s robot is equipped with an IRB 1100 robotic arm mounted on two linear gantries, which allow it to move swiftly across and toward the table. It has an incredible range of motion, reaching most areas of the table to strike the ball with a paddle as a human does.\u00a0\" \/>\n<meta property=\"og:url\" content=\"https:\/\/dailyai.com\/sv\/2024\/08\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\/\" \/>\n<meta property=\"og:site_name\" content=\"DailyAI\" \/>\n<meta property=\"article:published_time\" content=\"2024-08-10T09:37:16+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-08-18T12:12:43+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/08\/DALL\u00b7E-2024-08-10-10.31.40-A-high-quality-landscape-image-of-a-futuristic-table-tennis-robot-designed-by-DeepMind-playing-a-game-of-table-tennis.-The-robot-has-a-sleek-metalli.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1792\" \/>\n\t<meta property=\"og:image:height\" content=\"1024\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta 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