TinyML for Solar Panels: Bringing Edge Computing Applications to Solar Energy Systems w/ Archana Vaidheeswaran

schedule

Friday, October 2, 6:30pm - 7:00pm (EDT)

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24h

  • (GMT-11:00)Pacific, Midway
  • (GMT-11:00)Pacific, Niue
  • (GMT-11:00)Pacific, Pago Pago
  • (GMT-10:00)Pacific, Honolulu
  • (GMT-10:00)Pacific, Rarotonga
  • (GMT-10:00)Pacific, Tahiti
  • (GMT-09:30)Pacific, Marquesas
  • (GMT-09:00)America, Adak
  • (GMT-09:00)Pacific, Gambier
  • (GMT-08:00)America, Anchorage
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  • (GMT-08:00)America, Metlakatla
  • (GMT-08:00)America, Nome
  • (GMT-08:00)America, Sitka
  • (GMT-08:00)America, Yakutat
  • (GMT-08:00)Pacific, Pitcairn
  • (GMT-07:00)America, Creston
  • (GMT-07:00)America, Dawson
  • (GMT-07:00)America, Dawson Creek
  • (GMT-07:00)America, Fort Nelson
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  • (GMT-07:00)America, Phoenix
  • (GMT-07:00)America, Tijuana
  • (GMT-07:00)America, Vancouver
  • (GMT-07:00)America, Whitehorse
  • (GMT-06:00)America, Belize
  • (GMT-06:00)America, Boise
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  • (GMT-06:00)America, Chihuahua
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  • (GMT-06:00)America, Edmonton
  • (GMT-06:00)America, El Salvador
  • (GMT-06:00)America, Guatemala
  • (GMT-06:00)America, Inuvik
  • (GMT-06:00)America, Managua
  • (GMT-06:00)America, Mazatlan
  • (GMT-06:00)America, Ojinaga
  • (GMT-06:00)America, Regina
  • (GMT-06:00)America, Swift Current
  • (GMT-06:00)America, Tegucigalpa
  • (GMT-06:00)America, Yellowknife
  • (GMT-06:00)Pacific, Easter
  • (GMT-06:00)Pacific, Galapagos
  • (GMT-05:00)America, Atikokan
  • (GMT-05:00)America, Bahia Banderas
  • (GMT-05:00)America, Bogota
  • (GMT-05:00)America, Cancun
  • (GMT-05:00)America, Cayman
  • (GMT-05:00)America, Chicago
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  • (GMT-05:00)America, Indiana, Tell City
  • (GMT-05:00)America, Jamaica
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  • (GMT-05:00)America, Menominee
  • (GMT-05:00)America, Merida
  • (GMT-05:00)America, Mexico City
  • (GMT-05:00)America, Monterrey
  • (GMT-05:00)America, North Dakota, Beulah
  • (GMT-05:00)America, North Dakota, Center
  • (GMT-05:00)America, North Dakota, New Salem
  • (GMT-05:00)America, Panama
  • (GMT-05:00)America, Rainy River
  • (GMT-05:00)America, Rankin Inlet
  • (GMT-05:00)America, Resolute
  • (GMT-05:00)America, Rio Branco
  • (GMT-05:00)America, Winnipeg
  • (GMT-04:00)America, Anguilla
  • (GMT-04:00)America, Antigua
  • (GMT-04:00)America, Aruba
  • (GMT-04:00)America, Asuncion
  • (GMT-04:00)America, Barbados
  • (GMT-04:00)America, Blanc-Sablon
  • (GMT-04:00)America, Boa Vista
  • (GMT-04:00)America, Campo Grande
  • (GMT-04:00)America, Caracas
  • (GMT-04:00)America, Cuiaba
  • (GMT-04:00)America, Curacao
  • (GMT-04:00)America, Detroit
  • (GMT-04:00)America, Dominica
  • (GMT-04:00)America, Grand Turk
  • (GMT-04:00)America, Grenada
  • (GMT-04:00)America, Guadeloupe
  • (GMT-04:00)America, Guyana
  • (GMT-04:00)America, Havana
  • (GMT-04:00)America, Indiana, Indianapolis
  • (GMT-04:00)America, Indiana, Marengo
  • (GMT-04:00)America, Indiana, Petersburg
  • (GMT-04:00)America, Indiana, Vevay
  • (GMT-04:00)America, Indiana, Vincennes
  • (GMT-04:00)America, Indiana, Winamac
  • (GMT-04:00)America, Iqaluit
  • (GMT-04:00)America, Kentucky, Louisville
  • (GMT-04:00)America, Kentucky, Monticello
  • (GMT-04:00)America, Kralendijk
  • (GMT-04:00)America, La Paz
  • (GMT-04:00)America, Lower Princes
  • (GMT-04:00)America, Manaus
  • (GMT-04:00)America, Marigot
  • (GMT-04:00)America, Martinique
  • (GMT-04:00)America, Montserrat
  • (GMT-04:00)America, Nassau
  • (GMT-04:00)America, New York
  • (GMT-04:00)America, Nipigon
  • (GMT-04:00)America, Pangnirtung
  • (GMT-04:00)America, Port of Spain
  • (GMT-04:00)America, Port-au-Prince
  • (GMT-04:00)America, Porto Velho
  • (GMT-04:00)America, Puerto Rico
  • (GMT-04:00)America, Santiago
  • (GMT-04:00)America, Santo Domingo
  • (GMT-04:00)America, St Barthelemy
  • (GMT-04:00)America, St Kitts
  • (GMT-04:00)America, St Lucia
  • (GMT-04:00)America, St Thomas
  • (GMT-04:00)America, St Vincent
  • (GMT-04:00)America, Thunder Bay
  • (GMT-04:00)America, Toronto
  • (GMT-04:00)America, Tortola
  • (GMT-03:00)America, Araguaina
  • (GMT-03:00)America, Argentina, Buenos Aires
  • (GMT-03:00)America, Argentina, Catamarca
  • (GMT-03:00)America, Argentina, Cordoba
  • (GMT-03:00)America, Argentina, Jujuy
  • (GMT-03:00)America, Argentina, La Rioja
  • (GMT-03:00)America, Argentina, Mendoza
  • (GMT-03:00)America, Argentina, Rio Gallegos
  • (GMT-03:00)America, Argentina, Salta
  • (GMT-03:00)America, Argentina, San Juan
  • (GMT-03:00)America, Argentina, San Luis
  • (GMT-03:00)America, Argentina, Tucuman
  • (GMT-03:00)America, Argentina, Ushuaia
  • (GMT-03:00)America, Bahia
  • (GMT-03:00)America, Belem
  • (GMT-03:00)America, Cayenne
  • (GMT-03:00)America, Fortaleza
  • (GMT-03:00)America, Glace Bay
  • (GMT-03:00)America, Goose Bay
  • (GMT-03:00)America, Halifax
  • (GMT-03:00)America, Maceio
  • (GMT-03:00)America, Moncton
  • (GMT-03:00)America, Montevideo
  • (GMT-03:00)America, Paramaribo
  • (GMT-03:00)America, Punta Arenas
  • (GMT-03:00)America, Recife
  • (GMT-03:00)America, Santarem
  • (GMT-03:00)America, Sao Paulo
  • (GMT-03:00)America, Thule
  • (GMT-03:00)Antarctica, Palmer
  • (GMT-03:00)Antarctica, Rothera
  • (GMT-03:00)Atlantic, Bermuda
  • (GMT-03:00)Atlantic, Stanley
  • (GMT-02:30)America, St Johns
  • (GMT-02:00)America, Miquelon
  • (GMT-02:00)America, Noronha
  • (GMT-02:00)America, Nuuk
  • (GMT-02:00)Atlantic, South Georgia
  • (GMT-01:00)Atlantic, Cape Verde
  • (GMT+00:00)Africa, Abidjan
  • (GMT+00:00)Africa, Accra
  • (GMT+00:00)Africa, Bamako
  • (GMT+00:00)Africa, Banjul
  • (GMT+00:00)Africa, Bissau
  • (GMT+00:00)Africa, Conakry
  • (GMT+00:00)Africa, Dakar
  • (GMT+00:00)Africa, Freetown
  • (GMT+00:00)Africa, Lome
  • (GMT+00:00)Africa, Monrovia
  • (GMT+00:00)Africa, Nouakchott
  • (GMT+00:00)Africa, Ouagadougou
  • (GMT+00:00)Africa, Sao Tome
  • (GMT+00:00)America, Danmarkshavn
  • (GMT+00:00)America, Scoresbysund
  • (GMT+00:00)Atlantic, Azores
  • (GMT+00:00)Atlantic, Reykjavik
  • (GMT+00:00)Atlantic, St Helena
  • (GMT+00:00)UTC
  • (GMT+01:00)Africa, Algiers
  • (GMT+01:00)Africa, Bangui
  • (GMT+01:00)Africa, Brazzaville
  • (GMT+01:00)Africa, Casablanca
  • (GMT+01:00)Africa, Douala
  • (GMT+01:00)Africa, El Aaiun
  • (GMT+01:00)Africa, Kinshasa
  • (GMT+01:00)Africa, Lagos
  • (GMT+01:00)Africa, Libreville
  • (GMT+01:00)Africa, Luanda
  • (GMT+01:00)Africa, Malabo
  • (GMT+01:00)Africa, Ndjamena
  • (GMT+01:00)Africa, Niamey
  • (GMT+01:00)Africa, Porto-Novo
  • (GMT+01:00)Africa, Tunis
  • (GMT+01:00)Atlantic, Canary
  • (GMT+01:00)Atlantic, Faroe
  • (GMT+01:00)Atlantic, Madeira
  • (GMT+01:00)Europe, Dublin
  • (GMT+01:00)Europe, Guernsey
  • (GMT+01:00)Europe, Isle of Man
  • (GMT+01:00)Europe, Jersey
  • (GMT+01:00)Europe, Lisbon
  • (GMT+01:00)Europe, London
  • (GMT+02:00)Africa, Blantyre
  • (GMT+02:00)Africa, Bujumbura
  • (GMT+02:00)Africa, Cairo
  • (GMT+02:00)Africa, Ceuta
  • (GMT+02:00)Africa, Gaborone
  • (GMT+02:00)Africa, Harare
  • (GMT+02:00)Africa, Johannesburg
  • (GMT+02:00)Africa, Juba
  • (GMT+02:00)Africa, Khartoum
  • (GMT+02:00)Africa, Kigali
  • (GMT+02:00)Africa, Lubumbashi
  • (GMT+02:00)Africa, Lusaka
  • (GMT+02:00)Africa, Maputo
  • (GMT+02:00)Africa, Maseru
  • (GMT+02:00)Africa, Mbabane
  • (GMT+02:00)Africa, Tripoli
  • (GMT+02:00)Africa, Windhoek
  • (GMT+02:00)Antarctica, Troll
  • (GMT+02:00)Arctic, Longyearbyen
  • (GMT+02:00)Europe, Amsterdam
  • (GMT+02:00)Europe, Andorra
  • (GMT+02:00)Europe, Belgrade
  • (GMT+02:00)Europe, Berlin
  • (GMT+02:00)Europe, Bratislava
  • (GMT+02:00)Europe, Brussels
  • (GMT+02:00)Europe, Budapest
  • (GMT+02:00)Europe, Busingen
  • (GMT+02:00)Europe, Copenhagen
  • (GMT+02:00)Europe, Gibraltar
  • (GMT+02:00)Europe, Kaliningrad
  • (GMT+02:00)Europe, Ljubljana
  • (GMT+02:00)Europe, Luxembourg
  • (GMT+02:00)Europe, Madrid
  • (GMT+02:00)Europe, Malta
  • (GMT+02:00)Europe, Monaco
  • (GMT+02:00)Europe, Oslo
  • (GMT+02:00)Europe, Paris
  • (GMT+02:00)Europe, Podgorica
  • (GMT+02:00)Europe, Prague
  • (GMT+02:00)Europe, Rome
  • (GMT+02:00)Europe, San Marino
  • (GMT+02:00)Europe, Sarajevo
  • (GMT+02:00)Europe, Skopje
  • (GMT+02:00)Europe, Stockholm
  • (GMT+02:00)Europe, Tirane
  • (GMT+02:00)Europe, Vaduz
  • (GMT+02:00)Europe, Vatican
  • (GMT+02:00)Europe, Vienna
  • (GMT+02:00)Europe, Warsaw
  • (GMT+02:00)Europe, Zagreb
  • (GMT+02:00)Europe, Zurich
  • (GMT+03:00)Africa, Addis Ababa
  • (GMT+03:00)Africa, Asmara
  • (GMT+03:00)Africa, Dar es Salaam
  • (GMT+03:00)Africa, Djibouti
  • (GMT+03:00)Africa, Kampala
  • (GMT+03:00)Africa, Mogadishu
  • (GMT+03:00)Africa, Nairobi
  • (GMT+03:00)Antarctica, Syowa
  • (GMT+03:00)Asia, Aden
  • (GMT+03:00)Asia, Amman
  • (GMT+03:00)Asia, Baghdad
  • (GMT+03:00)Asia, Bahrain
  • (GMT+03:00)Asia, Beirut
  • (GMT+03:00)Asia, Damascus
  • (GMT+03:00)Asia, Famagusta
  • (GMT+03:00)Asia, Gaza
  • (GMT+03:00)Asia, Hebron
  • (GMT+03:00)Asia, Jerusalem
  • (GMT+03:00)Asia, Kuwait
  • (GMT+03:00)Asia, Nicosia
  • (GMT+03:00)Asia, Qatar
  • (GMT+03:00)Asia, Riyadh
  • (GMT+03:00)Europe, Athens
  • (GMT+03:00)Europe, Bucharest
  • (GMT+03:00)Europe, Chisinau
  • (GMT+03:00)Europe, Helsinki
  • (GMT+03:00)Europe, Istanbul
  • (GMT+03:00)Europe, Kiev
  • (GMT+03:00)Europe, Kirov
  • (GMT+03:00)Europe, Mariehamn
  • (GMT+03:00)Europe, Minsk
  • (GMT+03:00)Europe, Moscow
  • (GMT+03:00)Europe, Riga
  • (GMT+03:00)Europe, Simferopol
  • (GMT+03:00)Europe, Sofia
  • (GMT+03:00)Europe, Tallinn
  • (GMT+03:00)Europe, Uzhgorod
  • (GMT+03:00)Europe, Vilnius
  • (GMT+03:00)Europe, Volgograd
  • (GMT+03:00)Europe, Zaporozhye
  • (GMT+03:00)Indian, Antananarivo
  • (GMT+03:00)Indian, Comoro
  • (GMT+03:00)Indian, Mayotte
  • (GMT+04:00)Asia, Baku
  • (GMT+04:00)Asia, Dubai
  • (GMT+04:00)Asia, Muscat
  • (GMT+04:00)Asia, Tbilisi
  • (GMT+04:00)Asia, Yerevan
  • (GMT+04:00)Europe, Astrakhan
  • (GMT+04:00)Europe, Samara
  • (GMT+04:00)Europe, Saratov
  • (GMT+04:00)Europe, Ulyanovsk
  • (GMT+04:00)Indian, Mahe
  • (GMT+04:00)Indian, Mauritius
  • (GMT+04:00)Indian, Reunion
  • (GMT+04:30)Asia, Kabul
  • (GMT+04:30)Asia, Tehran
  • (GMT+05:00)Antarctica, Mawson
  • (GMT+05:00)Asia, Aqtau
  • (GMT+05:00)Asia, Aqtobe
  • (GMT+05:00)Asia, Ashgabat
  • (GMT+05:00)Asia, Atyrau
  • (GMT+05:00)Asia, Dushanbe
  • (GMT+05:00)Asia, Karachi
  • (GMT+05:00)Asia, Oral
  • (GMT+05:00)Asia, Qyzylorda
  • (GMT+05:00)Asia, Samarkand
  • (GMT+05:00)Asia, Tashkent
  • (GMT+05:00)Asia, Yekaterinburg
  • (GMT+05:00)Indian, Kerguelen
  • (GMT+05:00)Indian, Maldives
  • (GMT+05:30)Asia, Colombo
  • (GMT+05:30)Asia, Kolkata
  • (GMT+05:45)Asia, Kathmandu
  • (GMT+06:00)Antarctica, Vostok
  • (GMT+06:00)Asia, Almaty
  • (GMT+06:00)Asia, Bishkek
  • (GMT+06:00)Asia, Dhaka
  • (GMT+06:00)Asia, Omsk
  • (GMT+06:00)Asia, Qostanay
  • (GMT+06:00)Asia, Thimphu
  • (GMT+06:00)Asia, Urumqi
  • (GMT+06:00)Indian, Chagos
  • (GMT+06:30)Asia, Yangon
  • (GMT+06:30)Indian, Cocos
  • (GMT+07:00)Antarctica, Davis
  • (GMT+07:00)Asia, Bangkok
  • (GMT+07:00)Asia, Barnaul
  • (GMT+07:00)Asia, Ho Chi Minh
  • (GMT+07:00)Asia, Hovd
  • (GMT+07:00)Asia, Jakarta
  • (GMT+07:00)Asia, Krasnoyarsk
  • (GMT+07:00)Asia, Novokuznetsk
  • (GMT+07:00)Asia, Novosibirsk
  • (GMT+07:00)Asia, Phnom Penh
  • (GMT+07:00)Asia, Pontianak
  • (GMT+07:00)Asia, Tomsk
  • (GMT+07:00)Asia, Vientiane
  • (GMT+07:00)Indian, Christmas
  • (GMT+08:00)Asia, Brunei
  • (GMT+08:00)Asia, Choibalsan
  • (GMT+08:00)Asia, Hong Kong
  • (GMT+08:00)Asia, Irkutsk
  • (GMT+08:00)Asia, Kuala Lumpur
  • (GMT+08:00)Asia, Kuching
  • (GMT+08:00)Asia, Macau
  • (GMT+08:00)Asia, Makassar
  • (GMT+08:00)Asia, Manila
  • (GMT+08:00)Asia, Shanghai
  • (GMT+08:00)Asia, Singapore
  • (GMT+08:00)Asia, Taipei
  • (GMT+08:00)Asia, Ulaanbaatar
  • (GMT+08:00)Australia, Perth
  • (GMT+08:45)Australia, Eucla
  • (GMT+09:00)Asia, Chita
  • (GMT+09:00)Asia, Dili
  • (GMT+09:00)Asia, Jayapura
  • (GMT+09:00)Asia, Khandyga
  • (GMT+09:00)Asia, Pyongyang
  • (GMT+09:00)Asia, Seoul
  • (GMT+09:00)Asia, Tokyo
  • (GMT+09:00)Asia, Yakutsk
  • (GMT+09:00)Pacific, Palau
  • (GMT+09:30)Australia, Adelaide
  • (GMT+09:30)Australia, Broken Hill
  • (GMT+09:30)Australia, Darwin
  • (GMT+10:00)Antarctica, DumontDUrville
  • (GMT+10:00)Antarctica, Macquarie
  • (GMT+10:00)Asia, Ust-Nera
  • (GMT+10:00)Asia, Vladivostok
  • (GMT+10:00)Australia, Brisbane
  • (GMT+10:00)Australia, Hobart
  • (GMT+10:00)Australia, Lindeman
  • (GMT+10:00)Australia, Melbourne
  • (GMT+10:00)Australia, Sydney
  • (GMT+10:00)Pacific, Chuuk
  • (GMT+10:00)Pacific, Guam
  • (GMT+10:00)Pacific, Port Moresby
  • (GMT+10:00)Pacific, Saipan
  • (GMT+10:30)Australia, Lord Howe
  • (GMT+11:00)Antarctica, Casey
  • (GMT+11:00)Asia, Magadan
  • (GMT+11:00)Asia, Sakhalin
  • (GMT+11:00)Asia, Srednekolymsk
  • (GMT+11:00)Pacific, Bougainville
  • (GMT+11:00)Pacific, Efate
  • (GMT+11:00)Pacific, Guadalcanal
  • (GMT+11:00)Pacific, Kosrae
  • (GMT+11:00)Pacific, Norfolk
  • (GMT+11:00)Pacific, Noumea
  • (GMT+11:00)Pacific, Pohnpei
  • (GMT+12:00)Antarctica, McMurdo
  • (GMT+12:00)Asia, Anadyr
  • (GMT+12:00)Asia, Kamchatka
  • (GMT+12:00)Pacific, Auckland
  • (GMT+12:00)Pacific, Fiji
  • (GMT+12:00)Pacific, Funafuti
  • (GMT+12:00)Pacific, Kwajalein
  • (GMT+12:00)Pacific, Majuro
  • (GMT+12:00)Pacific, Nauru
  • (GMT+12:00)Pacific, Tarawa
  • (GMT+12:00)Pacific, Wake
  • (GMT+12:00)Pacific, Wallis
  • (GMT+12:45)Pacific, Chatham
  • (GMT+13:00)Pacific, Apia
  • (GMT+13:00)Pacific, Fakaofo
  • (GMT+13:00)Pacific, Kanton
  • (GMT+13:00)Pacific, Tongatapu
  • (GMT+14:00)Pacific, Kiritimati

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    In this talk, we will cover three applications of edge computing. The first application is the Estimation of Power Loss of Solar Panels. Soiling on solar panels can cause more than 30% of power loss in PV system generations. There have been some attempts in utilizing deep learning in soiling detection and the corresponding power loss estimation. However, the proposed methods costly GPU, which is not economically suitable for detecting soiling in remote solar farms. To take care of both of the accuracy and cost, this work proposes a lite model that can be implemented on edge computing devices, such as Raspberry Pi, EdgeTPU, FPGA, and VPU The second application is the continuation of the first into the detection of soiling and its classification through an opensource dataset called PV Net. The last application is solar irradiance forecasting using sky images. Real-time irradiance measurements can be found through satellite or can be obtained from ground sky images.
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    "Topic: TinyML for Solar Panels: Bringing Edge Computing Applications to Solar Energy Systems w/ Archana Vaidheeswaran
    Time: Oct 2, 2020 03:30 PM Pacific Time (US and Canada)

    Join Zoom Meeting
    https://VMware.zoom.us/j/95725539544?pwd=aFBJYmlFWHJFL3E0aDhoeVVCbWcxdz09
    Meeting ID: 957 2553 9544
    Password: 709178"
    https://VMware.zoom.us/j/95725539544?pwd=aFBJYmlFWHJFL3E0aDhoeVVCbWcxdz09 false MM/DD/YYYY OPAQUE aEuKctmjZzhCoUDvimyt85066
    location_on

    https://VMware.zoom.us/j/95725539544?pwd=aFBJYmlFWHJFL3E0aDhoeVVCbWcxdz09

    person

    Kripa Sitaraman, skripa@vmware.com