Autonomous self-tsav tsheb yog paub txog txoj kev qhia. Computer vision thiab artificial txawj ntse … [+]
txais
Lub zeem muag yog lub zog muaj zog ntawm tib neeg kev nkag siab. Nws ua rau cov haujlwm nyuaj thiab cov txheej txheem uas peb tau txais kev tso cai. Nrog rau kev nce hauv AoT ™ (Autonomy of Things) hauv ntau daim ntawv thov xws li kev thauj mus los thiab kev ua liaj ua teb mus rau cov neeg hlau thiab tshuaj, lub luag haujlwm ntawm lub koob yees duab, kev suav thiab kev kawm tshuab hauv kev muab tib neeg lub zeem muag thiab kev paub yog qhov tseem ceeb. Lub zeem muag hauv computer raws li kev qhuab qhia kev kawm tau tshwm sim nyob rau xyoo 1960, feem ntau ntawm cov tsev kawm qib siab koom nrog hauv kev tawm tsam kev txawj ntse (AI) thiab kev kawm tshuab. Nws tau nce zuj zus mus rau plaub lub xyoos tom ntej no raws li kev nce qib tseem ceeb hauv semiconductor thiab kev siv thev naus laus zis tau ua. Kev nce qib tsis ntev los no hauv kev kawm sib sib zog nqus thiab kev txawj ntse txawj ntse tau ntxiv nrawm rau kev siv lub khoos phis tawj lub zeem muag los muab lub sijhawm tiag tiag, tsis tshua muaj latency kev nkag siab thiab kev paub ntawm ib puag ncig, ua rau muaj kev ywj pheej, kev nyab xeeb thiab kev ua haujlwm ntawm ntau yam kev siv. Kev thauj mus los yog ib cheeb tsam uas tau txais txiaj ntsig zoo.
LiDAR (Light Detection and Ranging) yog ib txoj hauv kev kho qhov muag pom kev zoo uas siv lasers los txiav txim siab 3D ib puag ncig ib puag ncig ib puag ncig. Nws yog ib qho ntawm cov thev naus laus zis uas lub khoos phis tawj pom kev daws teeb meem (uas tso siab rau lub teeb pom kev zoo thiab tsis siv lasers rau 3D kev xav) tab tom sim cuam tshuam. Lub ntsiab lus tseem ceeb yog tias tib neeg tsav tsheb tsis xav tau LiDAR rau kev nkag siab tob, yog li tsis tas yuav siv tshuab. Tam sim no kev lag luam L3 autonomous tsav tsheb nta (ua tiav autonomy nyob rau hauv tej thaj chaw thiab huab cua tej yam kev mob, nrog tus tsav tsheb npaj los tswj nyob rau hauv vib nas this) khoom hnub no siv LiDAR. Purely vision-based cov txheej txheem tseem tsis tau muaj peev xwm muab qhov kev ua lag luam no.
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Tesla
Lwm lub tuam txhab xws li Phiar, Helm.ai thiab NODAR tseem tab tom nrhiav lub computer vision avenue. NODAR lub hom phiaj kom nthuav dav ntau yam duab thiab 3D kev nkag siab ntawm lub tso suab lub koob yees duab los ntawm kev kawm los kho lub koob yees duab misalignment thiab vibration los ntawm patented tshuab kawm algorithms. Tsis ntev los no nws tau nce $ 12M rau kev tsim khoom ntawm nws cov khoom lag luam zoo tshaj plaws, Hammerhead ™, uas siv "tawm-ntawm-tsev" cov koob yees duab tsheb-qib thiab cov txheej txheem suav nrog.
Sib nrug los ntawm tus nqi thiab qhov loj me, kev sib cav tsis tu ncua tawm tsam siv LiDAR yog tias nws muaj qhov txwv ntau thiab kev daws teeb meem piv rau cov koob yees duab. Piv txwv li, LiDARs nrog 200 m ntau thiab 5-10 M cov ntsiab lus / thib ob (PPS zoo li kev daws teeb meem) muaj hnub no. Ntawm 200 m, cov teeb meem me me xws li cib lossis cov khib nyiab log yuav sau npe tsawg heev (tej zaum 2-3 nyob rau hauv ntsug thiab 3-5 nyob rau hauv kab rov tav kev taw qhia), ua rau cov khoom paub nyuaj. Tej yam yuav ntxhib ntau dua ntawm qhov ntev. Los ntawm kev sib piv, tus qauv megapixel lub koob yees duab khiav ntawm 30 Hz tuaj yeem tsim 30M pixels / thib ob, ua kom pom cov khoom zoo dua txawm tias nyob ntev. Ntau lub koob yees duab siab tshaj (12 M pixels) tuaj yeem ua rau qhov no ntau ntxiv. Qhov teeb meem yog yuav ua li cas siv cov ntaub ntawv loj no thiab tsim kom muaj kev nkag siab nrog millisecond-theem latencies, kev siv hluav taws xob tsawg thiab cov teeb pom kev tsis zoo.
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Paub, ib lub tuam txhab nyob hauv California, tab tom sim daws qhov teeb meem no. Raws li CEO Mark Bolitho, nws lub luag haujlwm yog "xa superhuman pom kev nkag siab rau cov tsheb uas tsis muaj zog” Lub tuam txhab tau tsim nyob rau hauv 2017, tau nce $ 75M rau hnub tim thiab muaj 70 tus neeg ua haujlwm. RK Anand, alum ntawm Juniper Networks, yog ib tug ntawm cov co-founders thiab Chief Product Officer. Nws ntseeg hais tias siv lub koob yees duab daws teeb meem siab dua, nrog> 120 dB dynamic ntau yam, khiav ntawm tus ncej siab (piv txwv li, OnSemi, Sony thiab Omnivision) muab cov ntaub ntawv xav tau los tsim cov ntaub ntawv 3D siab, uas yog qhov tseem ceeb rau kev paub txog AVs. Enablers rau qhov no yog:
- ASICs Custom-designed los ua cov ntaub ntawv zoo thiab tsim kom raug thiab siab-resolution 3D maps ntawm lub tsheb ib puag ncig. Cov no yog tsim los ntawm TSMC 7 nm txheej txheem, nrog lub nti loj ntawm 100 mm², ua haujlwm ntawm 1 GHz zaus.
- Proprietary tshuab kev kawm algorithms los ua cov ntaub ntawv ntau lab cov ntsiab lus offline los tsim cov kev cob qhia neural network, uas tuaj yeem ua haujlwm tau zoo thiab kawm tsis tu ncua. Lub network no muab kev nkag siab thiab suav nrog kev faib khoom & kev tshawb pom, semantic segmentation, nrhiav txoj kab, cov paib tsheb thiab kev paub txog lub teeb pom kev.
- Kev txo qis tawm-chip cia thiab sib faib ua haujlwm uas yog lub zog siv zog thiab tsim kom muaj latency siab. Recogni's ASIC tsim tau zoo rau kev ua lej logarithmic thiab siv qhov sib ntxiv. Cov kev ua tau zoo ntxiv yog pom tau los ntawm kev sib koom ua ke qhov hnyav kom zoo hauv kev cob qhia neural network.
Thaum lub sijhawm kev cob qhia, kev lag luam LiDAR yog siv los ua qhov tseeb hauv av los cob qhia cov kev daws teeb meem siab, cov ntaub ntawv muaj zog ntau lub tso suab lub koob yees duab kom rho tawm cov ntaub ntawv tob thiab ua rau nws muaj zog tiv thaiv kev tsis ncaj ncees thiab kev vibration. Raws li Mr. Anand, lawv cov kev kawm siv tshuab ua haujlwm tau zoo heev uas nws tuaj yeem nthuav tawm qhov kev kwv yees qhov tob tshaj qhov kev cob qhia uas tau muab los ntawm kev ntsuas LiDAR (uas muab qhov tseeb hauv av rau thaj tsam ntawm 100 m).
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Daim duab 1: Cov thawv ntsuab qhia txog 3D kev ua tau zoo ntawm Recogni qhov kev nkag siab pawg ntawm cov ntaub ntawv kawm ntawm 100 … [+]
Paub
Cov ntaub ntawv kev cob qhia saum toj no tau ua nyob rau nruab hnub nrog ob lub tso suab ntawm 8.3-megapixel lub koob yees duab khiav ntawm 30 Hz ncej tus nqi (~ 0.5B pixels ib ob). Nws qhia tau hais tias lub peev xwm ntawm kev cob qhia network kom rho tawm 3D cov ntaub ntawv hauv qhov chaw tshaj li 100 m qhov nws tau kawm nrog. Recogni txoj kev daws teeb meem kuj tseem tuaj yeem nthuav tawm nws txoj kev kawm nrog cov ntaub ntawv nruab hnub rau kev ua haujlwm hmo ntuj (Daim duab 2).
Daim duab 2: Recogni qhov kev nkag siab pawg tau kawm nyob rau nruab hnub cov ntaub ntawv kuj ua tau nyob rau hauv lub teeb qis … [+]
Paub
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Raws li Mr. Anand, cov ntaub ntawv ntau yog qhov tseeb rau hauv 5% (ntawm qhov ntev) thiab ze rau 2% (ntawm qhov luv luv). Kev daws teeb meem muab 1000 TOPS (trillion ua haujlwm ib ob) nrog 6 ms latency thiab 25W fais fab noj (40 TOPS / W), uas ua rau kev lag luam. Cov neeg sib tw siv cov lej lej yog> 10X qis dua ntawm qhov ntsuas no. Recogni txoj kev daws teeb meem tam sim no nyob rau hauv kev sim ntawm ntau lub tsheb Tier 1 cov chaw muag khoom.
Prophesee (“predicting and see where the action is”)Raws li nyob rau hauv Fabkis, siv nws cov koob yees duab tshwm sim rau AVs, Advanced Driver Assistance Systems (ADAS), industrial automation, cov neeg siv khoom siv thiab kev kho mob. Founded hauv 2014, lub lub tuam txhab tsis ntev los no tau kaw nws cov nyiaj C puag ncig ntawm $ 50M, nrog rau tag nrho $ 127M tau tsa rau hnub no. Xiaomi, lub tuam txhab ua lag luam ntawm cov xov tooj ntawm tes, yog ib qho ntawm cov tub ua lag luam. Prophesee lub hom phiaj yog ua raws tib neeg lub zeem muag nyob rau hauv uas cov receptors nyob rau hauv lub retina react rau dynamic ntaub ntawv. Tib neeg lub hlwb tsom mus rau kev hloov pauv hauv qhov xwm txheej (tshwj xeeb yog kev tsav tsheb). Lub tswv yim yooj yim yog siv lub koob yees duab thiab pixel architectures uas kuaj pom cov kev hloov hauv lub teeb ci siab tshaj qhov chaw pib (ib qho xwm txheej) thiab tsuas yog muab cov ntaub ntawv no rau hauv pawg suav rau kev ua haujlwm ntxiv. Cov pixels ua hauj lwm asynchronously (tsis framed zoo li nyob rau hauv ib txwm CMOS koob yees duab) thiab nyob rau hauv ntau dua speeds vim lawv tsis tas yuav integrate photons zoo li nyob rau hauv ib tug pa thav duab-raws li lub koob yees duab thiab tos rau tag nrho cov ncej kom tiav qhov no ua ntej cov ntaub ntawv nyeem. Qhov zoo yog qhov tseem ceeb - cov ntaub ntawv qis dua bandwidth, kev txiav txim siab latency, cia, thiab siv zog. Lub tuam txhab thawj qhov kev lag luam-qib VGA qhov kev tshwm sim-raws li qhov pom kev pom muaj qhov muaj zog ntau yam (> 120 dB), kev siv hluav taws xob tsawg (26 mW ntawm qib sensor lossis 3 nW / qhov xwm txheej). Ib qho HD (High Definition) version (sib koom tsim nrog Sony), nrog kev lag luam-ua pixel loj (< 5 μm) kuj tau pib.
Daim duab 3: High definition hom kev tshwm sim-raws li cov duab sensor nrog 5 um pixel suab, sib koom tsim … [+]
Prophesee
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Cov sensors no tsim lub hauv paus ntawm Metavision® sensing platform, uas siv AI los muab kev nkag siab zoo thiab muaj txiaj ntsig zoo rau kev tswj hwm tus kheej thiab tab tom ntsuas los ntawm ntau lub tuam txhab hauv thaj chaw tsheb thauj mus los. Sib nrug los ntawm kev xaav mus tom ntej rau AVs thiab ADAS, Prophesee tau koom tes nrog cov neeg siv khoom hauv kev saib xyuas tus neeg tsav tsheb rau L2 thiab L3 daim ntawv thov, saib daim duab 4:
Daim duab 4: XPERI In-cabin driver xyuas raws li numan-inspired neuromorphic tsis pom kev
Prophesee
Automotive cib fim muaj txiaj ntsig, tab sis cov qauv tsim-hauv cov voj voog ntev. Ob xyoos dhau los, Prophesee tau pom muaj kev txaus siab thiab traction nyob rau hauv lub tshuab pom qhov chaw rau kev lag luam. Cov no suav nrog kev suav ceev ceev, kev tshuaj xyuas saum npoo thiab kev soj ntsuam kev co.
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Daim duab 5: suav nrog cov koob yees duab tshwm sim
Prophesee
Prophesee nyuam qhuav tshaj tawm kev sib koom tes nrog cov thawj coj tsim tawm ntawm lub tshuab pom kev siv tshuab los siv cov hauv kev hauv kev lag luam automation, neeg hlau, tsheb thiab IoT (Internet of Things). Lwm txoj hauv kev tam sim no yog cov duab plooj kho rau cov xov tooj ntawm tes thiab AR / VR daim ntawv thov. Cov no siv cov qauv qis dua li cov uas siv rau lub sijhawm ntev ADAS / AV lub sijhawm, haus txawm tias qis zog, thiab ua haujlwm nrog qis latency.
Israel yog ib tug thawj coj innovator nyob rau hauv high technology, nrog rau cov kev nqis peev tseem ceeb thiab ib tug active start-up ib puag ncig. Txij li xyoo 2015, kwv yees li $ 70B hauv kev nqis peev uas tau coj los ua lag luam hauv kev lag luam thev naus laus zis tau tshwm sim. Ib feem ntawm qhov no yog nyob rau thaj tsam ntawm lub computer pom. Mobileye spearheaded no kiv puag ncig nyob rau hauv 1999 thaum Amnon Shashua, tus thawj coj AI tshawb fawb ntawm Hebrew University, nrhiav tau lub tuam txhab tsom rau lub koob yees duab raws li kev xav rau ADAS thiab AVs. Lub tuam txhab tau thov rau IPO hauv 2014 thiab tau txais los ntawm Intel
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Champel Capital, raws li nyob rau hauv Yeluxalees, yog nyob rau hauv pem hauv ntej ntawm kev nqis peev nyob rau hauv cov tuam txhab tsim khoom raws li lub computer lub zeem muag rau ntau yam kev siv los ntawm kev thauj mus los thiab kev ua liaj ua teb rau kev ruaj ntseg thiab kev nyab xeeb. Amir Weitman yog tus tsim thiab tswj tus khub thiab pib nws lub tuam txhab venture hauv 2017. Thawj cov nyiaj tau nqis peev $ 20M hauv 14 tuam txhab. Ib qho ntawm lawv cov kev nqis peev yog hauv Innoviz, uas tau mus rau pej xeem los ntawm kev sib koom ua ke SPAC hauv 2018 thiab dhau los ua LiDAR unicorn. Coj los ntawm Omer Keilaf (uas tau qhuas los ntawm lub tshuab thev naus laus zis ntawm Kev Txawj Ntse Corps ntawm Israel Defense Force), lub tuam txhab niaj hnub no yog tus thawj coj hauv LiDAR kev xa tawm rau ADAS thiab AVs, nrog ntau tus qauv tsim yeej ntawm BMW thiab Volkswagen.
Champel Capital qhov nyiaj thib ob (Impact Deep Tech Fund II) tau pib thaum Lub Ib Hlis 2022 thiab tau nce $ 30M rau hnub tim (lub hom phiaj yog $ 100 M thaum kawg ntawm 2022). Lub hom phiaj tseem ceeb yog lub zeem muag hauv computer, nrog $ 12M xa mus rau tsib lub tuam txhab. Peb ntawm no siv computer vision rau kev thauj mus los thiab neeg hlau.
TankU, raws li hauv Haifa, pib ua haujlwm hauv 2018 thiab tau nce $ 10M hauv kev pab nyiaj. Dan Valdhorn yog CEO thiab yog ib tug kawm tiav ntawm Unit 8200, ib pawg neeg tseem ceeb high-tech nyob rau hauv Israeli Defense Force lub luag hauj lwm rau cov teeb liab txawj ntse thiab code decryption. TankU's SaaS (Software as a Service) cov khoom lag luam automate thiab ruaj ntseg cov txheej txheem nyob rau hauv complex sab nraum zoov chaw pab tsheb thiab tsav tsheb. Cov khoom no yog siv los ntawm cov tswv ntawm lub tsheb fleets, tsheb ntiag tug, roj thiab hluav taws xob them chaw nres tsheb los tiv thaiv tub sab nyiag thiab kev dag ntxias hauv kev lag luam nyiaj txiag. Cov kev pabcuam roj tsheb tsim tau ~ $ 2T hauv cov nyiaj tau los thoob ntiaj teb txhua xyoo, uas cov tswv tsheb ntiag tug thiab kev lag luam siv 40% lossis $ 800B. Cov khw muag khoom thiab cov tswv dav hlau poob ~ $ 100B ib xyoos ib zaug vim yog tub sab nyiag thiab kev dag ntxias (piv txwv li, siv daim npav roj tsheb rau cov tsheb ntiag tug tsis tau tso cai). CNP (Daim npav tsis muaj) kev dag ntxias thiab nyiag / nyiag roj yog qhov chaw ntxiv ntawm kev poob, tshwj xeeb tshaj yog thaum siv cov ntaub ntawv raug nyiag hauv cov apps hauv xov tooj rau kev them nyiaj.
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Lub tuam txhab cov khoom TUfuel pab txhawb kev them nyiaj ruaj ntseg ib zaug, thaiv ntau hom kev dag ntxias thiab ceeb toom cov neeg siv khoom thaum nws xav tias kev dag ntxias. Nws ua qhov no raws li lub cav AI tau kawm txog cov ntaub ntawv los ntawm CCTVs uas twb muaj lawm hauv cov chaw no thiab cov ntaub ntawv hloov pauv digital (xws li POS thiab lwm cov ntaub ntawv rov qab). Cov tsis xws li tsheb trajectory thiab dynamics, tsheb ID, lub sij hawm taug kev, mileage, fueling lub sij hawm, roj kom muaj nuj nqis, roj keeb kwm thiab tus cwj pwm ntawm tus neeg tsav tsheb yog ib co yam ntxwv soj ntsuam xyuas kev dag. Cov ntaub ntawv no tseem pab cov khw muag khoom ua kom zoo tshaj qhov chaw ua haujlwm, txhim kho cov neeg siv khoom ncaj ncees, thiab siv cov cuab yeej ua lag luam pom kev. Raws li CEO Dan Valdhorn, lawv cov kev daws teeb meem tshawb pom 70% ntawm lub nkoj, 90% ntawm credit-card thiab 70% ntawm kev cuam tshuam txog kev dag ntxias.
Daim duab 6: TUfuel siv cov ntaub ntawv tiag tiag los ntawm cov chaw nres tsheb roj CCTV koob yees duab thiab lwm cov ntaub ntawv digital los ntawm … [+]
TankU
Sonol yog lub tuam txhab kev pabcuam hluav taws xob uas yog tswv thiab ua haujlwm ntawm 240 chaw nres tsheb thiab cov khw muag khoom yooj yim thoob plaws tebchaws Israel. TUfuel tau muab tso rau ntawm lawv qhov chaw thiab tau ua kom pom kev ruaj ntseg, tiv thaiv kev dag ntxias, thiab cov neeg siv khoom ncaj ncees. Kev sim cov khoom lag luam tab tom pib hauv Asmeskas hauv kev koom tes nrog cov neeg muag khoom thoob ntiaj teb ntawm cov chaw nres tsheb roj thiab cov khoom siv hauv khw yooj yim. Cov kev pib zoo sib xws tseem tab tom ua hauv Africa thiab Europe.
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Tel-Aviv-based ITC tau tsim nyob rau hauv 2019 los ntawm kev kawm tshuab kev kawm los ntawm Ben-Gurion University. ITC tsim SaaS cov khoom uas "Kev ntsuas kev khiav tsheb khiav, kwv yees kev sib tsoo thiab txo nws los ntawm kev siv lub teeb pom kev zoo - ua ntej jams pib tsim." Zoo ib yam li TankU, nws siv cov ntaub ntawv los ntawm cov koob yees duab sab nraud (twb tau teeb tsa ntawm ntau qhov kev sib tshuam) kom tau txais cov ntaub ntawv nyob hauv tsheb. Cov ntaub ntawv los ntawm ntau txhiab lub koob yees duab thoob plaws ib lub nroog raug tshuaj xyuas, thiab cov kev txwv xws li hom tsheb, kev ceev, kev txav mus los thiab kev sib lawv liag ntawm hom tsheb (tsheb thauj mus los thiab tsheb) raug rho tawm los ntawm daim ntawv thov ntawm cov tswv cuab AI algorithms. Simulations kwv yees cov tsheb khiav thiab cov xwm txheej muaj xwm txheej ceev txog li 30 feeb ua ntej. Lub teeb tsheb tau hloov kho siv cov txiaj ntsig no kom cov tsheb khiav zoo thiab tiv thaiv kev sib tsoo.
Daim duab 7: Cov ntaub ntawv los ntawm ntau txhiab lub koob yees duab tau muab tso ua ke los ntawm VMS nyob rau hauv ib lub nroog khiav tswj tsheb … [+]
ITC
Kev cob qhia AI system siv sijhawm ib hlis ntawm kev pom cov ntaub ntawv thoob plaws lub nroog ib txwm muaj thiab koom nrog kev sib koom ua ke ntawm kev saib xyuas thiab tsis saib xyuas kev kawm. ITC cov kev daws teeb meem twb tau muab tso rau hauv Tel-Aviv (qib 25th hauv lub ntiaj teb cov nroog uas muaj neeg coob tshaj plaws hauv xyoo 2020), nrog ntau txhiab lub koob yees duab xa mus rau ntau pua qhov kev sib tshuam tswj los ntawm teeb pom kev. ITC qhov system tam sim no tswj hwm 75K tsheb, uas xav tias yuav loj hlob ntxiv. Lub tuam txhab tab tom txhim kho a muaj peev xwm zoo sib xws hauv Luxembourg thiab tab tom pib sim hauv cov nroog loj hauv Asmeskas. Thoob plaws ntiaj teb, nws cov kev daws teeb meem tswj hwm 300,000 lub tsheb nrog cov chaw ua haujlwm hauv Ixayees, Asmeskas, Brazil thiab Australia. Dvir Kenig, CTO, mob siab rau kev daws qhov teeb meem no - muab tib neeg rov qab los ntawm tus kheej lub sijhawm, txo cov roj tsev cog khoom, txhim kho tag nrho cov khoom tsim tau thiab tseem ceeb tshaj, txo cov xwm txheej ntawm kev sib tshuam. Raws li Mr. Kenig, "Peb qhov kev xa tawm ua pov thawj pom tias yuav txo tau 30% ntawm cov tsheb sib tsoo, txo cov sijhawm tsav tsheb tsis zoo, kev ntxhov siab, kev siv roj thiab kev ua qias tuaj."
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Sab hauv Robotics yog nrhiav tau hauv 2018 thiab nyuam qhuav tau txais $ 18M hauv kev pab nyiaj. Lub tuam txhab, nyob ze Tel-Aviv, Ixayees, txhim kho thiab muag cov kev daws teeb meem ntawm kev tswj hwm tus kheej rau kev nyab xeeb sab hauv tsev, kev nyab xeeb thiab kev saib xyuas. CEO thiab co-founder, Doron Ben-David, muaj kev paub txog neeg hlau thiab dav hlau tseem ceeb hauv IAI
Daim duab 8: Sab Hauv Tsev Robotics 'autonomous drone fleet tuaj yeem siv nws tus kheej los ntawm lub qab nthab mounted … [+]
Sab hauv Robotics
Ofir Bar-Levav yog Tus Thawj Coj Ua Lag Luam. Nws piav qhia tias qhov tsis muaj GPS tau cuam tshuam cov drones sab hauv tsev los ntawm kev tso lawv tus kheej hauv cov tsev (feem ntau GPS tsis pom zoo lossis tsis raug). Tsis tas li ntawd, qhov yooj yim thiab ua tau zoo docking thiab powering daws tau tsis muaj. Sab Hauv Tsev Robotics hais txog qhov no nrog plaub lub koob yees duab drone-mounted (sab saum toj, hauv qab, sab laug, sab xis) thiab ntau yam yooj yim sensors uas yog daim ntawv qhia qhov chaw sab hauv tsev thiab nws cov ntsiab lus. Cov ntaub ntawv lub koob yees duab (lub koob yees duab muab cov ntaub ntawv hauv cheeb tsam thiab daim duab qhia chaw) thiab thermal sensors (tseem mounted ntawm lub drone) tau soj ntsuam los ntawm AI system txhawm rau txheeb xyuas cov teeb meem kev nyab xeeb, kev nyab xeeb thiab kev saib xyuas thiab ceeb toom rau cov neeg siv khoom. Cov drones siv zog rau lawv tus kheej los ntawm lub qab nthab-mounted "docking tile," uas txuag tau qhov chaw hauv pem teb thiab tso cai rau khaws cov ntaub ntawv thaum them nyiaj. Cov txiaj ntsig nyiaj txiag ntawm automating cov txheej txheem mundane uas tib neeg ua haujlwm nyuaj thiab kim heev ntawm kev nrhiav neeg ua haujlwm, khaws cia thiab kev cob qhia yog pom tseeb. Siv dav hlau drones vs. hauv av-raws li neeg hlau kuj muaj qhov zoo ntawm cov peev thiab cov nqi khiav lag luam, kev siv hauv pem teb zoo dua, kev ywj pheej txav mus los yam tsis muaj kev cuam tshuam thiab kev ua haujlwm ntawm lub koob yees duab cov ntaub ntawv ntes. Raws li Mr. Bar-Levav, Sab Hauv Tsev Robotics 'TAM (Tag Nrho Chaw Nyob Ua Lag Luam) nyob rau sab hauv tsev ntse kev ruaj ntseg yuav yog $ 80B los ntawm 2026. Cov neeg siv khoom tseem ceeb niaj hnub no suav nrog warehouses, data centers thiab office campuses of leading global corporations.
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Lub zeem muag hauv computer yog hloov pauv qhov kev ua si ywj pheej - hauv kev txav chaw automation, kev ruaj ntseg, kev saib xyuas lub tsev ntse, tshawb nrhiav kev dag thiab kev tswj tsheb. Lub zog ntawm semiconductors thiab AI yog cov muaj zog ua kom muaj zog. Thaum cov khoos phis tawj paub qhov kev xav zoo kawg no hauv kev ua kom pom tseeb, qhov ua tau yog qhov kawg.
Tau qhov twg los: https://www.forbes.com/sites/sabbirrangwala/2022/10/04/advances-in-computer-vision-propel-transportation-autonomy/