{"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\/nb\/2024\/08\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\/","title":{"rendered":"DeepMind bygger bordtennisrobot som sl\u00e5r nybegynnere 100% av gangene"},"content":{"rendered":"<p><strong>Forskere ved Google DeepMind har utviklet en AI-drevet robot som er i stand til \u00e5 spille bordtennis p\u00e5 amat\u00f8rniv\u00e5.\u00a0<\/strong><\/p>\n<p><span style=\"font-weight: 400;\">\u00c5 registrere tilstedev\u00e6relsen av en bordtennisball, beregne retningen p\u00e5 den og bevege racket for \u00e5 treffe den - alt p\u00e5 et br\u00f8kdels sekund - er en enorm oppgave innen robotteknologi.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">DeepMinds robot er utstyrt med en IRB 1100-robotarm montert p\u00e5 to line\u00e6re portaler, som gj\u00f8r at den kan bevege seg raskt over og mot bordet. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Den har et utrolig stort bevegelsesomr\u00e5de, og n\u00e5r de fleste omr\u00e5der av bordet for \u00e5 sl\u00e5 ballen med en padle slik et menneske gj\u00f8r.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\"\u00d8ynene\" er h\u00f8yhastighetskameraer som tar bilder med 125 bilder i sekundet og sender data til et nevralt nettverksbasert persepsjonssystem som sporer ballens posisjon i sanntid.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">AI-systemet som styrer roboten, benytter et sofistikert system med to niv\u00e5er:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><strong>Kontrollere p\u00e5 lavt niv\u00e5 (LLC)<\/strong>: Dette er spesialiserte nevrale nettverk som er trent opp til \u00e5 utf\u00f8re spesifikke bordtennisferdigheter, for eksempel topspin-slag med forehanden eller backhand-m\u00e5lretting. Hver LLC er designet for \u00e5 utmerke seg i et bestemt aspekt av spillet.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><strong>High-Level Controller (HLC)<\/strong>: Dette er systemets strategiske hjerne. HLC velger hvilken LLC som skal brukes for hver innkommende ball, basert p\u00e5 den aktuelle spilltilstanden, motstanderens spillestil og robotens egne evner.<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Denne doble tiln\u00e6rmingen gj\u00f8r det mulig for roboten \u00e5 kombinere presis utf\u00f8relse av individuelle slag med strategi p\u00e5 et h\u00f8yere niv\u00e5, slik at den etterligner m\u00e5ten menneskelige spillere tenker om spillet p\u00e5.<\/span><\/p>\n<p><iframe loading=\"lazy\" title=\"Demonstrasjoner - Robotbordtennis p\u00e5 menneskelig 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>En bro mellom simulering og den virkelige verden<\/h2>\n<p><span style=\"font-weight: 400;\">En av de st\u00f8rste utfordringene innen robotteknologi er \u00e5 overf\u00f8re ferdigheter l\u00e6rt i simuleringsmilj\u00f8er til den virkelige verden.<\/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> dokumenterer flere teknikker for \u00e5 l\u00f8se dette:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Realistisk fysikkmodellering<\/b><span style=\"font-weight: 400;\">: Forskerne brukte avanserte fysikkmotorer til \u00e5 modellere den komplekse dynamikken i bordtennis, inkludert ballspinn, luftmotstand og samspillet mellom racket og ball.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Randomisering av domener<\/b><span style=\"font-weight: 400;\">: Under treningen ble den kunstige intelligensen eksponert for et bredt spekter av simulerte forhold, noe som hjalp den med \u00e5 generalisere til variasjonene den kunne m\u00f8te i den virkelige verden.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Tilpasning fra simulering til virkelighet<\/b><span style=\"font-weight: 400;\">: Teamet utviklet metoder for \u00e5 finjustere de simulerte ferdighetene slik at de passer til virkelige prestasjoner, inkludert en ny \"spinnkorreksjonsteknikk\" for \u00e5 h\u00e5ndtere forskjellene i padleoppf\u00f8rsel mellom simulering og virkelighet.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Iterativ datainnsamling<\/b><span style=\"font-weight: 400;\">: Forskerne oppdaterte kontinuerlig treningsdataene sine med spill fra den virkelige verden, noe som skapte en stadig bedre l\u00e6ringssyklus.<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">En av robotens kanskje mest imponerende egenskaper er dens evne til \u00e5 tilpasse seg i sanntid. I l\u00f8pet av en kamp sporer systemet ulike statistikker om sin egen og motstanderens prestasjoner.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Den bruker denne informasjonen til \u00e5 justere strategien underveis, og l\u00e6rer seg \u00e5 utnytte svakheter i motstanderens spill samtidig som den styrker sitt eget forsvar.<\/span><\/p>\n<h2>Evaluering av ping-pong-roboten<\/h2>\n<p><span style=\"font-weight: 400;\">S\u00e5 hvordan testet DeepMind bordtennisroboten sin?\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">F\u00f8rst rekrutterte teamet 59 frivillige spillere og vurderte bordtennisferdighetene deres, og kategoriserte dem som nybegynnere, middels gode, avanserte eller avanserte+ spillere. Fra det opprinnelige utvalget ble 29 deltakere p\u00e5 alle ferdighetsniv\u00e5er valgt ut til den fullstendige studien.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Deretter deltok en utvalgt spiller i tre konkurransespill mot roboten, etter modifiserte bordtennisregler for \u00e5 ta hensyn til robotens begrensninger.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">I tillegg til \u00e5 samle inn kvantitative data fra roboten, gjennomf\u00f8rte forskerne korte, semistrukturerte intervjuer med hver enkelt deltaker om den generelle opplevelsen etter kampen.\u00a0<\/span><\/p>\n<h2>Resultater<\/h2>\n<p><span style=\"font-weight: 400;\">Totalt sett vant roboten 45% av kampene sine, noe som viser en solid totalprestasjon.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Det dominerte nybegynnere (vant 100% av kampene), og holdt stand mot middels gode spillere (vant 55%), men slet mot avanserte og avanserte+ spillere (tapte alle kampene).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Heldigvis for oss vanlige d\u00f8delige var det i det minste \u00e9n stor svakhet: robotens vanskeligheter med \u00e5 h\u00e5ndtere underspinn, noe som var en merkbar skavank mot mer erfarne spillere.\u00a0<\/span><\/p>\n<p>Hvis du ikke kan spille bordtennis i det hele tatt, eller bare synes du er ok til det, vil denne roboten likevel ha gode sjanser.<\/p>\n<p><iframe loading=\"lazy\" title=\"Noen h\u00f8ydepunkter - Robotbordtennis p\u00e5 menneskelig 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, en bordtennistrener, <\/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;\">kommenterte studien<\/span><\/a><span style=\"font-weight: 400;\">\"Det var virkelig fantastisk \u00e5 se roboten spille mot spillere p\u00e5 alle niv\u00e5er og i alle stilarter. M\u00e5let v\u00e5rt var at roboten skulle v\u00e6re p\u00e5 et middels niv\u00e5. Utrolig nok gjorde den nettopp det, alt det harde arbeidet l\u00f8nte seg.\"<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\"Jeg f\u00f8ler at roboten overgikk selv mine forventninger. Det var en sann \u00e6re og glede \u00e5 f\u00e5 v\u00e6re en del av denne forskningen. Jeg har l\u00e6rt s\u00e5 mye, og jeg er veldig takknemlig for alle jeg har hatt gleden av \u00e5 jobbe med.\"<\/span><\/p>\n<p>Dette er langt fra DeepMinds f\u00f8rste fors\u00f8k innen sportsrobotikk og kunstig intelligens. For ikke lenge siden bygget de <a href=\"https:\/\/dailyai.com\/nb\/2024\/04\/deepmind-train-robot-soccer-players-that-kick-tackle-and-defend\/\">AI-fotballroboter<\/a> i stand til \u00e5 pasningsspill, takling og skyting.<\/p>\n<p>DeepMind har gitt ut\u00a0<a href=\"https:\/\/dailyai.com\/nb\/2024\/01\/google-releases-a-suite-of-advanced-robotic-tools\/\" target=\"_blank\" rel=\"noopener\">AI-verkt\u00f8y for robotteknologi<\/a>\u00a0til utviklere i \u00e5revis og har nylig gjort gjennombrudd innen\u00a0<a href=\"https:\/\/dailyai.com\/nb\/2023\/07\/googles-ai-turns-vision-language-into-robotic-actions\/\" target=\"_blank\" rel=\"noopener\">robotsyn og fingerferdighet.<\/a><\/p>\n<p><span style=\"font-weight: 400;\">Etter hvert som AI og robotteknologi fortsetter \u00e5 utvikle seg, kan vi forvente \u00e5 se flere eksempler p\u00e5 maskiner som mestrer oppgaver man tidligere trodde var forbeholdt mennesker.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Den dagen du kan utfordre en robot i bordtennis p\u00e5 det lokale samfunnshuset, er kanskje ikke s\u00e5 langt unna - men ikke bli overrasket hvis den sl\u00e5r deg i f\u00f8rste runde.<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>Forskere ved Google DeepMind har utviklet en AI-drevet robot som er i stand til \u00e5 spille bordtennis p\u00e5 amat\u00f8rniv\u00e5.  \u00c5 registrere tilstedev\u00e6relsen av en bordtennisball, beregne retningen p\u00e5 den og bevege racket for \u00e5 treffe den - alt i l\u00f8pet av et br\u00f8kdels sekund - er en enorm oppgave innen robotteknologi.  DeepMinds robot er utstyrt med en IRB 1100-robotarm som er montert p\u00e5 to line\u00e6re portaler, slik at den kan bevege seg raskt over og mot bordet. Den har et utrolig stort bevegelsesomr\u00e5de, og n\u00e5r de fleste omr\u00e5dene p\u00e5 bordet for \u00e5 sl\u00e5 ballen med en padle slik et menneske gj\u00f8r.\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\/nb\/2024\/08\/deepmind-build-table-tennis-robot-that-beats-newbie-players-100-of-the-time\/\" \/>\n<meta property=\"og:locale\" content=\"nb_NO\" \/>\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\/nb\/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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