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*P5Λ࣮ݱ͢ΔͨΊͷ"84ͷ*P5ܥαʔϏε

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੢ଜ༞ೋʢʣ αʔόʔϨε։ൃ෦ॴଐ ීஈ͸େࡕΦϑΟε ϑϩϯτΤϯυدΓͷۀ຿͕ଟΊ ౦ژ͔Βେࡕʹ6λʔϯస৬ લ৬͸*41ͷձࣾͰސ٬γεςϜͷӡ༻ ࣗݾ঺հ  

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ࠓճͷൃදͷର৅ऀͱൃදͷ໨ඪ   ର৅ऀ w*P5ʹڵຯ͋Δਓ w"84ͷ*P5αʔϏεͷ৘ใΛΩϟονΞοϓ͍ͨ͠ਓ ໨ඪ wʮ͜Μͳ͜ͱ΋"84ͷ*P5αʔϏε࢖͑͹Ͱ͖ΔΜ΍ʔʯͱࢥͬͯ΋Β͏ wʮ"84ͷ*P5αʔϏεΛ࢖ͬͯΈΑ͏͔ͳʯͱࢥͬͯ΋Β͏

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ΞδΣϯμ   *P5ͷۙگ "84ͷ*P5ܥαʔϏεʹ͍ͭͯ *P5Λ࣮ݱ͢ΔͨΊʹ௚໘͢Δ՝୊ ɾσόΠεͱ"84*P5ͱͷ઀ଓํ๏ʢσϞ͋Γʣ ɾӡ༻؅ཧ࣌ͷηΩϡϦςΟରԠʢσϞ͋Γʣ ɾػցֶशΛ࢖ͬͨ*P5σʔλͷ෼ੳ ॴײ

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  IoTͷۙگ

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*P5ͷࢢ৔   IoTΛ΍Γ͍ͨاۀ͕૿͍͑ͯΔ 2017೥ͷIoTࢢ৔ن໛͸4,850ԯԁ 2020೥ʹ͸1ஹ3,800ԯԁ΁ͱ ٸ֦େ͢Δͱ༧ଌ͞Ε͍ͯΔ https://enterprisezine.jp/article/detail/9917

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೔ຊܦࡁͷഎܠ   IoTͷ஌ݟɺࣄྫ͕ੈͷதͰॆ࣮͖ͯͨ͠ ແઢωοτϫʔΫͷ؀ڥ੔උ ࠓ·Ͱͷ೔ຊͷ੒௕Λࢧ͑ͨͷ͸੡଄ۀ

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*P5Λߦ͏໨తΛҰݴͰද͢ͱ   σόΠεΛΠϯλʔωοτʹܨ͛ͯ ෇ՃՁ஋Λ͚͍ͭͨ

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*P5ͰΈΜͳ͕΍Γ͍ͨ͜ͱ   ϞχλϦϯά wෳ਺σόΠεͷݟ͑ΔԽ wҐஔ৘ใɺσόΠεঢ়ଶ ༧๷༧஌อશ wҟৗݕ஌ɺނো༧ଌ σʔλ࿈ܞϞόΠϧ wอक࡞ۀɺاۀ࿈ܞ wεϚʔτσόΠε ԕ੍ִޚ wػثӡ༻ɺϑΝʔϜΞοϓ

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*P5Λ࣮ݱ͢ΔͨΊͷཁૉ   IoTʹ͸෯޿͍ϨΠϠʔͷٕज़Λ ૊Έ߹ΘͤΔ͜ͱ͕ඞཁ σόΠε Ϋϥ΢υ ෼ੳɾػցֶश

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  AWSͷIoTܥαʔϏεʹ͍ͭͯ

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"84͕ఏڙ͢Δ*P5αʔϏε   Ϋϥ΢υ σόΠε AWS IoT Core AWS IoT Device Management AWS IoT Device Defender AWS IoT Analytics Amazon FreeRTOS AWS Greengrass 安全なデバイス接続 とメッセージング 大量の デバイス管理 SWアップデート デバイスの 監査と保護 IoTデータ分析 ・データ加工 ・データ保存 ・機械学習 ・SQL ・継続監視 ・証明書不正使用 ・証明書有効期限 ・権限確認 ・グループ化 ・ジョブ機能 ・デバイス検索 ・デバイス接続 ・他サービス連携 ・証明書発行 マイコン向けOS エッジ処理 ライブラリ搭載 ・MQTT ・WiFi ・OTA update ゲートウェイ機能 ・Lambda ・MLモデル ・プロトコル変換

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"84͕ఏڙ͢Δ*P5αʔϏε   Ϋϥ΢υ σόΠε AWS IoT Core AWS IoT Device Management AWS IoT Device Defender AWS IoT Analytics Amazon FreeRTOS AWS Greengrass 安全なデバイス接続 とメッセージング 大量の デバイス管理 SWアップデート デバイスの 監査と保護 IoTデータ分析 ・データ加工 ・データ保存 ・機械学習 ・SQL ・継続監視 ・証明書不正使用 ・証明書有効期限 ・権限確認 ・グループ化 ・ジョブ機能 ・デバイス検索 マイコン向けOS エッジ処理 ライブラリ搭載 ・MQTT ・WiFi ・OTA update ゲートウェイ機能 ・Lambda ・MLモデル ・プロトコル変換 ・デバイス接続 ・他サービス連携 ・証明書発行

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͸͡Ί͸઀ଓϝΠϯͷαʔϏε   ೥͝Ζ"84*P5 "84*P5$PSF ͕ൃද ϝοηʔδϒϩʔΧʔΛج൫ͱ͢Δ*P5σόΠεͱ"84αʔϏεΛɹ ηΩϡΞʹ࿈ܞͤ͞ΔαʔϏε ɾূ໌ॻϕʔεͰηΩϡΞͳ௨৴͕Մೳɿ5-4 σόΠε͕ηΩϡΞʹɺεέʔϥϒϧʹ ઀ଓͰ͖Δ͜ͱ͕ओཁͳػೳ

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͸͡Ί͸઀ଓϝΠϯͷαʔϏε   ೥͝Ζ"84*P5 "84*P5$PSF ͕ൃද ϝοηʔδϒϩʔΧʔΛج൫ͱ͢Δ*P5σόΠεͱ"84αʔϏεΛɹ ηΩϡΞʹ࿈ܞͤ͞ΔαʔϏε ɾূ໌ॻϕʔεͰηΩϡΞͳ௨৴͕Մೳɿ5-4 σόΠε͕ηΩϡΞʹɺεέʔϥϒϧʹ ઀ଓͰ͖Δ͜ͱ͕ओཁͳػೳ Ͳ͏΍Δͷʁ

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ݸʑͷσόΠεʹରͯ͠ূ໌ॻΛൃߦʢ"84*P5ʣ ͦͷূ໌ॻΛ"84*P5ͱ઀ଓ͢Δͱ͖ʹར༻͢ΔʢσόΠεʣ ઀ଓ͢Δͱ͖ʹೝূɺ઀ଓઌϗετͷূ໌ॻͷݕূ΋ߦ͏ 5-4Λ࢖ͬͨ૬ޓೝূ   ϓϥΠϕʔτΩʔ ূ໌ॻ AWS IoT σόΠε

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σόΠεଆͰར༻͢Δ4%,Λఏڙ   ଟ͘ͷݴޠΛαϙʔτ "84*P5ͱ઀ଓ͢ΔαϯϓϧͳͲؚ͕·Ε͍ͯΔ AWS IoT Device SDK for Embedded C AWS IoT Device SDK for python AWS IoT Device SDK for Javascript AWS IoT Device SDK for Java AWS IoT C++ Device SDK AWS Mobile SDK for Android AWS Mobile SDK for iOS Arduino Yun SDK

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ͧͧ͘͘ͱ৽͍͠αʔϏε͕(" Ұൠར༻։࢝   "84(SFFOHSBTTɿΤοδίϯϐϡʔςΟϯά "NB[PO'SFF3504ɿϚΠίϯ޲͚ͷ04 "84*P5"OBMZUJDTɿ*P5σʔλ෼ੳ "84*P5%FWJDF%FGFOEFSɿσόΠεͷ؂ࠪ ຊൃදͰ͸৽αʔϏεʹϑΥʔΧεͭͭ͠ɺ ͲͷΑ͏ͳ՝୊Λղܾ͢Δ͜ͱ͕Ͱ͖Δͷ͔આ໌͠·͢

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  IoTΛ࣮ݱ͢Δࡍʹ௚໘͢Δ՝୊

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  σόΠεͱAWS IoTͱͷ઀ଓ

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՝୊   ܰྔͳMQTTϓϩτίϧ͕ ར༻͞ΕΔ͜ͱ͕ଟ͍Ͱ͕͢ɺ σόΠεͷ౎߹্ ར༻Ͱ͖ͳ͍৔໘ σόΠεͰMQTT͕࢖͑ͳ͍

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  MQTTҎ֎ͷ઀ଓํࣜΛαϙʔτ ϓϩτίϧ ೝূ ϙʔτ .255 ΫϥΠΞϯτ ূ໌ॻ ɺ )5514 ΫϥΠΞϯτূ໌ॻ  )5514 4JH7  .255  8FC4PDLFU 4JH7  ※SigV4ɿIAMೝূ

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  HTTPSΛαϙʔτ͍ͯ͠ΔͷͰ ΫϥΠΞϯτଆͰ REST APIΛ࢖༻ͯ͠௨৴

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)5514Λ࢖ͬͨ௨৴   wΫϥΠΞϯτʢσόΠεʣଆͰ1045Ͱ"84*P5ͷ"1*ʹରͯ͠ɹɹɹ ϝοηʔδΛύϒϦογϡͰ͖Δ wτϐοΫΛαϒεΫϥΠϒ͸Ͱ͖ͳ͍ͷͰ஫ҙ wΫϥΠΞϯτূ໌ॻ DVSM͕͋Ε͹ɺ"84*P5ͱ௨৴Մೳ $ curl --tlsv1.2 --cacert ./root.pem \ --cert ./cert.crt \ --key ./private.key \ -X POST \ -d "{ \"sensorData\":123}" \ "https://xxx.iot.us-east-2.amazonaws.com:8443/topics/test?qos=1" ྫʣτϐοΫʮtestʯʹରͯ͠σʔλΛύϒϦογϡ

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՝୊   ಛघͳϓϩτίϧͰ௨৴͍ͤͨ͞

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  AWS Greengrassͷ ϓϩτίϧΞμϓλʔΛར༻͠ Τοδଆʢήʔτ΢ΣΠʣͰ ϓϩτίϧม׵ͯ͠௨৴

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"84(SFFOHSBTT   "84*P5ͷػೳΛΤοδσόΠεʹ֦ுɺϩʔΧϧͰσʔλॲཧ ήʔτ΢ΣΠػثʹιϑτ΢ΣΞΛΠϯετʔϧ (SFFOHSBTT$PSF  -BNCEB͕ήʔτ΢ΣΠͰ࣮ߦͰ͖Δ ཁ݅εϖοΫ CPU: 1GHz Ҏ্ Memɿ128MBҎ্ OSɿLinux Kernelɿ4.4Ҏ্ Τοδػث Greengrass Core Greengrass Group Greengrass Service σόΠε ϩʔΧϧ Lambda AWS IoT ػೳ AWS IoT AWSαʔϏε ࿈ܞ

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ϓϩτίϧΞμϓλʔ   (SFFOHSBTT$PSF্ͷ-BNCEB͕୅ΘΓʹϩʔΧϧͷσόΠεͱ σʔλΛ΍ΓͱΓ αϯϓϧ͕(JUIVCͰެ։ɺಠࣗΧελϚΠζՄೳ ྫʣ࢈ۀ༻ϓϩτίϧɿOPC-UA https://github.com/aws-samples/aws-greengrass-samples.git AWS Greengrass Core OPC-UA ม׵ ॲཧ σόΠε Ϋϥ΢υ Τοδػث

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՝୊   Ϧιʔε͕ݶΒΕͨϚΠίϯ౥ࡌσόΠεΛ AWS IoTͱ઀ଓ͍ͤͨ͞

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  Amazon FreeRTOS Λ࢖͏ͱ؆୯ʹ઀ଓͰ͖Δ

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"NB[PO'SFF3504   ϚΠΫϩίϯτϩʔϥ޲͚ϦΞϧλΠϜ04 'SFF3504Λങऩͯ͠ɺ.*5ϥΠηϯε ΧʔωϧΛίωΫςΟϏςΟɾηΩϡϦςΟͷϥΠϒϥϦ֦ு Hardware Amazon FreeRTOS Internal Lib FreeRTOS Kernel MQTT Agent Shadow Lib Greengrass Discovery WiFi Mng Lib User Library User Library User Application

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σόΠεཁ݅   .)[Ҏ্ͷॲཧ଎౓ɺ,#Ҏ্ͷ3".Ͱಈ࡞ ೔ຊͰࢼ͢ͳΒ&41%FW,JU$ɺٕదऔಘࡁɺઍԁલޙ νϡʔτϦΞϧ͕ॆ࣮

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  σϞ

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खॱ   wϩʔΧϧ1$ʹ"NB[PO'SFF3504Λ%- wIUUQTHJUIVCDPNBXTBNB[POGSFFSUPT wσόΠε৘ใͱ8J'JΛεΫϦϓτͰઃఆ wπʔϧνΣΠϯΛ༻ҙ wϑΝʔϜ΢ΣΞΛϏϧυɺσόΠε΁ॻ͖ࠐΈ wϚωʔδϝϯτίϯιʔϧͷ*P5%FWJDF.BOBHFNFOUը໘Ͱ֬ೝ

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खॱ   wϩʔΧϧ1$ʹ"NB[PO'SFF3504Λ%- wIUUQTHJUIVCDPNBXTBNB[POGSFFSUPT wσόΠε৘ใͱ8J'JΛεΫϦϓτͰઃఆ wπʔϧνΣΠϯΛ༻ҙ wϑΝʔϜ΢ΣΞΛϏϧυɺσόΠε΁ॻ͖ࠐΈ wϚωʔδϝϯτίϯιʔϧͷ*P5%FWJDF.BOBHFNFOUը໘Ͱ֬ೝ

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σϞͰ֬ೝ͢Δ͜ͱ   ESP32͔Β AWS IoTͷίϯιʔϧ্Ͱ σʔλૹ৴͕Ͱ͖ͯΔ͜ͱ֬ೝ

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  ӡ༻࣌ͷηΩϡϦςΟ

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՝୊   ҟৗͳಈ࡞Λ͢ΔσόΠεΛݕ஌͍ͨ͠

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  AWS IoT Device Defender

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"84*P5%FWJDF%FGFOEFS   ηΩϡϦςΟϦεΫΛܰݮ͢ΔͨΊͷ*P5ηΩϡϦςΟαʔϏε ؅ཧ͍ͯ͠Δূ໌ॻɺϙϦγʔͳͲ͕ηΩϡϦςΟ؂߲ࠪ໨Λຬͨ͠ ͍ͯΔ͔νΣοΫ ਖ਼ৗͳಈ࡞ΛઃఆͰ͖ɺ઀ଓ͞ΕͨσόΠε͕ͦΕΛຬ͔ͨ͢؂ࢹɺ ҟৗͳಈ࡞Λݕग़ͨ͠Β௨஌

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"84*P5%FWJDF%FGFOEFS   ηΩϡϦςΟϦεΫΛܰݮ͢ΔͨΊͷ*P5ηΩϡϦςΟαʔϏε ؅ཧ͍ͯ͠Δূ໌ॻɺϙϦγʔͳͲ͕ηΩϡϦςΟ؂߲ࠪ໨Λຬͨ͠ ͍ͯΔ͔νΣοΫ ਖ਼ৗͳಈ࡞ΛઃఆͰ͖ɺ઀ଓ͞ΕͨσόΠε͕ͦΕΛຬ͔ͨ͢؂ࢹɺ ҟৗͳಈ࡞Λݕग़ͨ͠Β௨஌

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ఏڙ͞ΕΔ؂ࠪνΣοΫ߲໨   ߲໨ ఆظ࣮ߦՄೳ

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؂ࠪ݁Ռྫ   ূ໌ॻ͕ෳ਺ͷσόΠεͰར༻͞Ε͍ͯΔ͜ͱΛݕ஌ ॏཁ౓΋ఏࣔͯ͘͠ΕΔ

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؂ࠪ݁Ռྫ   ରԠํ਑Λఏࣔͯ͘͠ΕΔ ର৅Ϧιʔεɺݕ஌ཧ༝΋هࡌͯ͘͠ΕΔ

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"84*P5%FWJDF%FGFOEFS   ηΩϡϦςΟϦεΫΛܰݮ͢ΔͨΊͷ*P5ηΩϡϦςΟαʔϏε ؅ཧ͍ͯ͠Δূ໌ॻɺϙϦγʔͳͲ͕ηΩϡϦςΟ؂߲ࠪ໨Λຬͨ͠ ͍ͯΔ͔νΣοΫ ਖ਼ৗͳಈ࡞ΛઃఆͰ͖ɺ઀ଓ͞ΕͨσόΠε͕ͦΕΛຬ͔ͨ͢؂ࢹɺ ҟৗͳಈ࡞Λݕग़ͨ͠Β௨஌

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ҟৗಈ࡞Λ͢ΔσόΠεͷݕग़   ૝ఆ͢Δಈ࡞Λઃఆͨ͠ηΩϡϦςΟϓϩϑΝΠϧΛ࡞੒ ɾ࠷୹෼ִؒͰݕग़ ɾ4/4αʔϏεͱ࿈ܞͯ͠ ݕ஌ͨ͠ͱ͖ʹ௨஌͢Δ ͜ͱ΋Ͱ͖Δ

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  ҟৗಈ࡞͢ΔσόΠεΛݕग़͢ΔσϞ

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ઃఆ಺༰   ઃఆͨ͠ηΩϡϦςΟϓϩϑΝΠϧ ਖ਼ৗͳಈ࡞ wड৴ϝοηʔδɿҎԼ wग़ྗόΠτɿόΠτҎԼ wִؒɿ෼

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σόΠεͷҟৗಈ࡞Λͤ͞Δ   BXTJPUEFWJDFTELQZUIPOͷαϯϓϧΛ࣮ߦ https://dev.classmethod.jp/hardware/raspberrypi/aws-iot-device-sdk-for-python-raspberrypi-aws-iot/ $ python basicPubSub.py \ --endpoint "xxxx.iot.ap-northeast-1.amazonaws.com" \ -r ./rootCA.pem \ -c ./cert-devio.crt \ -k ./private-devio.key \ -id rasp σΟϨΫτϦɿaws-iot-device-sdk-python/samples/basicPubSub ίϚϯυྫ

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σϞͰ֬ೝ͢Δ͜ͱ   ҟৗͳڍಈΛ͢ΔσόΠεΛݕ஌͠ɺ ϝʔϧ௨஌͕͘Δ͜ͱΛ֬ೝ

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  ಈը

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  ؆୯ʹҟৗݕ஌Ͱ͖Δ SNSαʔϏεΛར༻͢Δ͜ͱͰ ͙͢ؾͮ͘͜ͱ͕Ͱ͖Δ

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  ػցֶशΛར༻ͨ͠ IoTσʔλͷ෼ੳ

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  AWS IoT Analytics

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"84*P5"OBMZUJDT   *P5σʔλΛॲཧɺิ׬ɺอଘɺ෼ੳɺՄࢹԽΛαϙʔτ͢Δ ɾ*P5σʔλʹରͯ͠ΫΤϦ ɾ࣌ܥྻσʔλ෼ੳ ɾ࣌ܥྻσʔλʹ࠷దԽ͞ΕͨσʔλετϨʔδ ɾ࿈ܞɿ ɹɹػցֶशαʔϏεɿ4BHF.BLFSɺ#*αʔϏεɿ2VJDL4JHIU

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*P5σʔλͷಛ௃   σόΠε͔Βͷ࣌ܥྻσʔλʹ ܽଛ͕͋ΔՄೳੑ ϊΠζͳͲෆཁσʔλؚ͕·ΕΔՄೳੑ

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1JQFMJOFT   *P5σʔλͷલॲཧɺิ׬ɺڧԽ wϝοηʔδϑΟϧλ wϝοηʔδม׵ wϝοηʔδ֦ॆɺڧԽ w σόΠεσʔλʹଞͷཁૉ ͷσʔλΛ௥Ճ w σʔλͷ૬ؔؔ܎ w ࣌ܥྻσʔλʹఱؾͷ৘ใ Λ෇༩

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Ϛωʔδϝϯτίϯιʔϧ͔Βૢ࡞Մೳ   ؆୯ʹσʔλॲཧՄೳ w-BNCEB wϑΟϧλ wଞσʔλΛ෇༩

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ૢ࡞ྫ   ϊΠζσʔλΛ࡟আ

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  IoTͷ࣌ܥྻσʔλʹ࠷దԽͨ͠ ετϨʔδ

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%BUB4UPSFT   ࣌ܥྻσʔλ༻ʹ࠷దԽ͞ΕͨετϨʔδ w"84*P53VMFΛ࢖ͬͯσόΠεσʔλ͕อଘ͞ΕΔ w"1*ܦ༝͔Βอଘ΋Մೳɺ4ɺ,JOFTJT -BNCEB wॲཧࡁΈσʔλͱະՃ޻σʔλΛอଘͰ͖Δ wอଘͨ͠σʔλʹରͯ͠ΫΤϦ͕ߴ଎ wอଘ࣌ʹࣗಈతʹλΠϜελϯϓ͕෇༩͞ΕΔ

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อଘͨ͠σʔλͷऔಘ   "84$-*͔Βอଘͨ࣌͠ܥྻσʔλΛ%-Ͱ͖Δ $47ܗࣜͰग़ྗ $ aws iotanalytics get-dataset-content --dataset-name my_dataset { "entries": [ { "dataURI": “https://“ } ], "timestamp": 1538473986.346, "status": { "state": "SUCCEEDED" } }

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อଘͨ͠σʔλͷऔಘ   "84$-*͔Βอଘͨ࣌͠ܥྻσʔλΛ%-Ͱ͖Δ $47ܗࣜͰग़ྗ $ curl https:// "thingid","temperature","humidity","datetime","__dt" "dht1","26","29","2018-01-26T07:06:01","2018-10-02 00:00:00.000" "dht1","27","29","2018-01-26T07:06:01","2018-10-02 00:00:00.000" "dht1","30","29","2018-01-26T07:06:01","2018-10-02 00:00:00.000" "dht1","31","29","2018-01-26T07:06:01","2018-10-02 00:00:00.000" "dht1","33","29","2018-01-26T07:06:01","2018-10-02 00:00:00.000" "dht1","21","29","2018-01-26T07:06:01","2018-10-02 00:00:00.000" "dht1","26","29","2018-01-26T07:06:01","2018-10-02 00:00:00.000" "dht1","31","29","2018-01-26T07:06:01","2018-10-02 00:00:00.000"

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  ࣌ܥྻσʔλʹSQLΛ࣮ߦ

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%BUBTFUT   อଘͨ࣌͠ܥྻσʔλ΁ͷΫΤϦػೳΛఏڙ "UIFOBͰ࢖༻͢ΔΫΤϦΛͦͷ··ར༻Մೳ 1SFTUP 

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  ஝ੵͨ࣌͠ܥྻσʔλʹ ػցֶशΛదԠ

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4BHF.BLFSͱͷ࿈ܞ   +VQZUFS/PUFCPPLT5FNQMBUFT *P5෼ੳͷϢʔεέʔεͷ.-Ϟσϧ͓ΑͼՄࢹԽΛؚΉϊʔτϒο ΫςϯϓϨʔτ͕༻ҙ w༧๷อશ wҟৗݕ஌ wηάϝϯςʔγϣϯ w༧ଌ ※Jupyter NotebooksɿػցֶशͰΑ͘࢖ΘΕΔ֬ೝπʔϧ

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  ֶश݁ՌΛσόΠεଆʹదԠ

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ΤοδσόΠεͰ.-ϞσϧΛద༻   AWS Greengrass ML Inference

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"84(SFFOHSBTT.-*OGFSFODF   Τοδ্Ͱͷػցֶशͷ࣮ߦΛ؆୯ʹ͢Δ wΫϥ΢υͰֶशͨ͠ϞσϧΛ؆୯ʹσϓϩΠ w.9/FU5FOTPS'MPX$IBJOFSΛσόΠεʹ૊ΈࠐΊΔ ֶशࡁMLϞσϧͱLambda σόΠε্Ͱਪ࿦ ਪ࿦݁Ռ Τοδ

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ΤοδσόΠεͱػցֶशΛ࢖ͬͨ*P5։ൃϑϩʔ   ֶश͸Ϋϥ΢υ্Ͱɺ࡞੒͞ΕͨϞσϧͷਪ࿦͸ΤοδσόΠεͰ࣮ߦ ΤοδσόΠεͷ ηοτΞοϓ σʔλΛ Ϋϥ΢υʹऩू σʔλΛॲཧ͠ɺ ֶशϞσϧΛ࡞੒ ਪ࿦Λߦ͏ ΞϓϦΛ Τοδʹ σϓϩΠ ϦϦʔεޙ΋ܧଓͯ͠ਫ਼౓վળΛߦ͍σϓϩΠ͍ͯ͘͠ ਪ࿦Λߦ͏ ΞϓϦΛ։ൃ

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  ։ൃϑϩʔΛ໛ͨ͠ Ϣʔεέʔε

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ྫʣ༧ஹอશΛ࣮ݱ͢ΔΞʔΩςΫνϟ   ϓϩτίϧม׵ Amazon FreeRTOS Greengrass ML Inference MLϞσϧ ػցֶशɺϞσϧ࡞੒ IoT Core Greengrass Device Management Device Defender IoT Analytics SNS௨஌ QuickSight IoT Core

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ྫʣ༧ஹอશΛ࣮ݱ͢ΔΞʔΩςΫνϟ   ϓϩτίϧม׵ Amazon FreeRTOS Greengrass ML Inference MLϞσϧ ػցֶशɺϞσϧ࡞੒ IoT Core Greengrass Device Management Device Defender IoT Analytics SNS௨஌ QuickSight ΤοδσόΠεʹΠϯετʔϧ͞Εͨ (SFFOHSBTT͕σʔλΛऩू IoT Core

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ྫʣ༧ஹอશΛ࣮ݱ͢ΔΞʔΩςΫνϟ   ϓϩτίϧม׵ Amazon FreeRTOS Greengrass ML Inference MLϞσϧ ػցֶशɺϞσϧ࡞੒ IoT Core Greengrass Device Management Device Defender IoT Analytics SNS௨஌ QuickSight ৼಈɺԹ౓ɺΤϥʔίʔυͳͲऩूͨ͠σʔλΛ (SFFOHSBTTͰϑΟϧλϦϯάɺଳҬઅ໿ IoT Core

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ྫʣ༧ஹอશΛ࣮ݱ͢ΔΞʔΩςΫνϟ   ϓϩτίϧม׵ Amazon FreeRTOS Greengrass ML Inference MLϞσϧ ػցֶशɺϞσϧ࡞੒ IoT Core Greengrass Device Management Device Defender IoT Analytics SNS௨஌ QuickSight ඞཁͳσʔλͷΈ"84*P5΁ૹ৴ IoT Core

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ྫʣ༧ஹอશΛ࣮ݱ͢ΔΞʔΩςΫνϟ   ϓϩτίϧม׵ Amazon FreeRTOS Greengrass ML Inference MLϞσϧ ػցֶशɺϞσϧ࡞੒ IoT Core Greengrass Device Management Device Defender IoT Analytics SNS௨஌ QuickSight "84*P5ʹૹΒΕͨσʔλΛ %FWJDF%FGFOEFSͰ؂ࢹɺҟৗ͕ݕ஌͞Εͨ৔߹ɺ4/4Λ࢖ͬͯΞϥʔτ IoT Core

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ྫʣ༧ஹอશΛ࣮ݱ͢ΔΞʔΩςΫνϟ   ϓϩτίϧม׵ Amazon FreeRTOS Greengrass ML Inference MLϞσϧ ػցֶशɺϞσϧ࡞੒ IoT Core Greengrass Device Management Device Defender IoT Analytics SNS௨஌ QuickSight *P5σʔλΛ*P5"OBMZUJDTʹσʔλΛૹ৴͠ɺσʔλΛ஝ੵ IoT Core

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ྫʣ༧ஹอશΛ࣮ݱ͢ΔΞʔΩςΫνϟ   ϓϩτίϧม׵ Amazon FreeRTOS Greengrass ML Inference MLϞσϧ ػցֶशɺϞσϧ࡞੒ IoT Core Greengrass Device Management Device Defender IoT Analytics SNS௨஌ QuickSight #*αʔϏεͷ2VJDL4JHIUͱ࿈ܞͯ͠ɺ ઃඋͷঢ়ଶΛμογϡϘʔυԽ IoT Core

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ྫʣ༧ஹอશΛ࣮ݱ͢ΔΞʔΩςΫνϟ   ϓϩτίϧม׵ Amazon FreeRTOS Greengrass ML Inference MLϞσϧ ػցֶशɺϞσϧ࡞੒ IoT Core Greengrass Device Management Device Defender IoT Analytics SNS௨஌ QuickSight 4BHF.BLFS͕*P5"OBMZUJDTͷσʔλΛ࢖ͬͯ ނো༧஌ɺ༧ଌ͢ΔϞσϧΛ࡞੒ IoT Core

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ྫʣ༧ஹอશΛ࣮ݱ͢ΔΞʔΩςΫνϟ   ϓϩτίϧม׵ Amazon FreeRTOS Greengrass ML Inference MLϞσϧ ػցֶशɺϞσϧ࡞੒ IoT Core Greengrass Device Management Device Defender IoT Analytics SNS௨஌ QuickSight .-*OGFSFODFΛ࢖ͬͯ ΤοδσόΠεʹ.-ϞσϧΛσϓϩΠ IoT Core

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ྫʣ༧ஹอશΛ࣮ݱ͢ΔΞʔΩςΫνϟ   ϓϩτίϧม׵ Amazon FreeRTOS Greengrass ML Inference MLϞσϧ ػցֶशɺϞσϧ࡞੒ IoT Core Greengrass Device Management Device Defender IoT Analytics SNS௨஌ QuickSight ࣮ࡍʹऩूͨ͠σʔλʹ.-ϞσϧΛద༻ͯ͠ɺ ਪ࿦Λߦ͏ IoT Core

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ྫʣ༧ஹอશΛ࣮ݱ͢ΔΞʔΩςΫνϟ   ϓϩτίϧม׵ Amazon FreeRTOS Greengrass ML Inference MLϞσϧ ػցֶशɺϞσϧ࡞੒ IoT Core Greengrass Device Management Device Defender IoT Analytics SNS௨஌ QuickSight ࣮ࢪ݁ՌΛΫϥ΢υʹૹ৴ͯ͠ɺ ܁Γฦ͠ɺਫ਼౓Λ޲্ͤ͞Δ IoT Core

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  ॴײ

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ॴײ   ɾνϡʔτϦΞϧ͕ॆ࣮͍ͯ͠Δ͔Βɺ͸͡Ί΍͍͢ ɾࠓճ঺հ͍ͯ͠ͳ͍ػೳ΋ͨ͘͞Μ͋Δ ɾ΍Γ͍ͨ͜ͱΛܗʹ͢Δʹ͸ɺ΍͸ΓσόΠεଆͷ࡞ΓࠐΈ͕ඞཁ 4%,ͳͲσόΠεଆͰར༻Ͱ͖ͳ͍ͱͭΒ͍ ɾ࣮ࡍʹ΍ͬͯΈͳ͍ͱΘ͔Βͳ͍͜ͱɺߟྀ͠ͳ͍ͱ͍͚ͳ͍఺͸ ଟ͘Ͱͯ͘Δɺ·ͣ͸1P$͔Β ɾΤοδίϯϐϡʔςΟϯά͸։ൃɾӡ༻ίετ͸૿͑ΔͨΊɺͦ͜ Λ༧Ίߟྀ͓ͯ͘͜͠ͱ͕ඞཁ

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·ͱΊ   "84*P5ͱͷ઀ଓαʔϏεҎ֎ͷαʔϏε΋ఏڙ ɾϚΠίϯ޲͚04ɿ"NB[PO'SFF3504 ɾηΩϡϦςΟʹؔ͢ΔαʔϏεɿ"84*P5%FWJDF%FGFOEFS ɾ*P5σʔλ෼ੳΛαϙʔτ͢ΔαʔϏεɿ"84*P5"OBMZUJDT ɾΤοδίϯϐϡʔςΟϯάαʔϏεɿ"84(SFFOHSBTT "84αʔϏεΛ͏·͘׆༻ͯ͠୹࣌ؒͰ*P5؀ڥΛߏங͠ɺ ϏδωεΛυϥΠϒͤ͞·͠ΐ͏

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͝੩ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠