【Developers.IO 2018】IoTを実現するためのAWSのIoT系サービス：分析、セキュリティ管理、組み込み向けサービスもあるで！

by yuji nishimura

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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 wΫϥΠΞϯτূ໌ॻDVSM͕͋Ε͹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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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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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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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·ͨ͠