CityFeder: Node-REDによるスマートシティ間の動的なデータ連携 (at Node-RED Tokyo Conference 2020)

Transcript

1. ถᖒ୓࿠
   ໊ݹ԰େֶ
   5BLVSP
   :POF[BXB
   /BHPZB
   6OJWFSTJUZ
   +"1"/ /PEF3&%ʹΑΔεϚʔτγςΟؒͷ
   ಈతͳσʔλ࿈ܞ
2. ೥ࠒΑΓࠃ಺֎ͷෳ਺ͷεϚʔτγςΟϓϩδΣΫτʹैࣄ
   
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   Ԥभҕһձ'1
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   *OUFSFTUTɿ$ZCFS1IZTJDBM
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3. ҟछεϚʔτγςΟج൫ͷϓϩάϥϚϒϧɾϑΣσϨʔγϣϯʹΑΔ
   ޿Ҭਓྲྀ೺Ѳɾ׆༻࣮ূ
   
   
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   ໊ݹ԰େֶʴܚጯٛक़େֶʴ/PEF3&%
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   6(ษڧձʂ
4. ԿΛ͔ͭͬͨ͘ʁ ࣾձঢ়گʹԠͨ͡
   ಈతͳσʔλަ׵ͷ࢓૊Έ CZ
   VTJOH
5. *NBHF
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7. Ճ଎౓ɾ(14ɾ؀ڥηϯα౳౥ࡌ
   )[ηϯγϯά िؒͰҎ্ͷಓ࿏ϦϯΫΧόʔ ͋Δ೔ͷ1.ηϯγϯάσʔλͷՄࢹԽ 7
8. Kazuhiro Mikami, Yin Chen, Jin Nakazawa, Yasuhiro Iida, Yasunari Kishimoto, Yu Oya, “DeepCounter: Using Deep Learning to Count Garbage Bags, 2018”, In the IEEE 24th International Conference on Embedded and Real-Time Computing Systems and Applications (RTCSA), pp.1-10 
9. 8JUI
   /55ίϛϡχέʔγϣϯՊֶجૅݚڀॴ ΰϛݮྔ΁޲͚ͨ
   ֗શମΰϛഉग़ͷ
   ᜚ີՄࢹԽ 
10. ౎ࢢΠϯϑϥ఺ݕʢനઢͷ͔͢ΕௐࠪͳͲʣ Takafumi Kawasaki, Makoto Kawano, Takeshi Iwamoto, Michito Matsumoto, Takuro Yonezawa, Jin Nakazawa, Hideyuki Tokuda, “C’s: Sensing the Quality of Traffic Markings Using Camera-attached Cars”, SICE Journal of Control, Measurement, and System Integration, Vol. 10 (2017) No. 5 p. 393-401, 2017 10
11. Road health check with LiDAR of self-driving car by Kenta Urano et.al. in DICOMO2018 11
12. ౻୔ࢢ؀ڥ෦ʴ౻୔ࢿݯ॥؀ڠಉ૊߹ͷΰϛਗ਼૟ۀ຿ʹ׆༻
    ̍೥Ͱ ݅Λ௒͑Δࢢͷࣄ৅ɾ஌͕ࣝूੵ ࣏ࣗମ৬һ͕ηϯαʹ
    Ϋϥ΢υηϯγϯά
13. ར༻Մೳٕज़ɾϓϥοτϑΥʔϜ
    ʢཚཱɾ܈༤ׂڌʣ Φʔϓϯ σʔλ ެڞं྆ηϯγϯά Webηϯγϯά ࢀՃܕηϯγϯά ౎ࢢۭؒ σόΠεηϯγϯά ޿Ҭ෼ࢄηϯασʔλωοτϫʔΫٕज़ Ϗοάσʔλղੳٕज़ ࢢຽʹΑΔར׆༻ ࣏ࣗମʹΑΔར׆༻ اۀʹΑΔར׆༻ ྲྀ௨ϨΠϠ ऩूϨΠϠ ղੳϨΠϠ ར׆༻ϨΠϠ ਫฏํ޲ͷ֤ԁ൫͕ɺεϚʔτγςΟɾϓ ϥοτϑΥʔϜ಺ͷ৘ใʹؔ͢Δ֤ϨΠϠɻ Layered Smart City Platform … CoAP AWS IoT SOXFire … …
14. Φʔϓϯ σʔλ ެڞं྆ηϯγϯά Webηϯγϯά ࢀՃܕηϯγϯά ౎ࢢۭؒ σόΠεηϯγϯά ޿Ҭ෼ࢄηϯασʔλωοτϫʔΫٕज़ Ϗοάσʔλղੳٕज़ ࢢຽʹΑΔར׆༻ ࣏ࣗମʹΑΔར׆༻ اۀʹΑΔར׆༻ ྲྀ௨ϨΠϠ ऩूϨΠϠ ղੳϨΠϠ ར׆༻ϨΠϠ ਫฏํ޲ͷ֤ԁ൫͕ɺεϚʔτγςΟɾϓ ϥοτϑΥʔϜ಺ͷ৘ใʹؔ͢Δ֤ϨΠϠɻ Layered Smart City Platform … CoAP AWS IoT SOXFire … … ˠ૬ޓར༻͕ࠔ೉ ར༻Մೳٕज़ɾϓϥοτϑΥʔϜ
    ʢཚཱɾ܈༤ׂڌʣαΠϩԽ͞Ε͍ͯΔ
15. IUUQTXXXBGQCCDPNBSUJDMFT ޿ҬԽ͢Δࣾձ໰୊ ৽ͨͳҠಈֵ໋ ӷঢ়Խ͢Δੈք ҟৗؾ৅
16. ݸผ૊৫ɾ౎ࢢ͝ͱͷऔΓ૊ΈͰ͸ݶքɾɾ ϦΞϧλΠϜͳ σʔλ࿈ܞʂ
17. wීஈ͔ΒΦʔϓϯʹڞ༗͍͍ͯ͠σʔλ
    w͓ۚΛ෷͑͹ڞ༗ͯ͠΋͍͍σʔλ
    wઈର֎ʹग़ͤͳ͍σʔλ ಛผͳ࣌ʹ͸ڞ༗ͯ͠Α͍͢΂͖σʔλ
    ݸʑͷར֐ؔ܎Λ௒͑ɺ஍Ҭɾࣾձશମʹͱͬͯඞཁͳ࣌ͳͲʣ ˞׬શΦʔϓϯ΋͋Ε͹ɺ৴པͰ͖Δػؔʹରͯ͠ͷΈ΋͋Γ͑Δ
    
18. ΠϯϑϧΤϯβͰٳߍ͕૿͑ͨΒ
    ਓྲྀσʔλఏڙͯ͠΄͍͠ ήϦϥ߽Ӎͷͱ͖͸
    ࡉ͔͍ौ଺৘ใఏڙ͢ΔΑ ૊৫"ˏԣ඿ࢢ ૊৫#ˏ઒࡚ࢢ ॿ͔Γ·͢ Θ͔Γ·ͨ͠ औΓܾΊ͸ਓ͕ σʔλ͸ϦΞϧλΠϜʹྲྀΕͯ͘Δ
    
    ࣾձঢ়گ͸࣌ʑࠁʑͱมΘΔ ࣾձঢ়گʹԠͯࣗ͡ಈͰڞ༗ඇڞ༗Խ σʔλͷྲྀΕ͸ࣗಈͰ
19. ຊϓϩδΣΫτͷ໨త ࣾձঢ়گʹԠͨ͡εϚʔτγςΟ/ҟछ૊৫ؒͷ૬ޓ઀ଓΛ ༰қʹՄೳͱ͢ΔϝλΞʔΩςΫνϟͷߏங͓Αͼͦͷ࣮ূ ϓϩάϥϚϒϧɾϑΣσϨʔγϣϯج൫ = ͢΂ͯͷσʔλ։์ ආ೉ॴʹؔ͢Δσʔλ։์ ؀ڥηϯαܥͷσʔλ։์ ަ௨ʹؔ͢Δσʔλ։์ ۙྡ࣏ࣗମ εϚʔτγςΟʣʹରͯ͠ɾɾ ͦΕͧΕͷσʔλ΁ͷΞΫηεݖΛಈతʹ੍ޚ͢Δ͜ͱͰ࣮ݱ
20. ՝୊ • ࣾձঢ়گநग़ɾ఻ୡํ๏
    • ༷ʑͳࣾձঢ়گΛͲ͏ϞσϧԽ͠ɺҟͳΔओମؒͰͷڞ௨ೝࣝݕূՄೳͱ͠͏Δ͔ʁ
    • ಈతͳΞΫηεݖ੍ޚ
    • ༷ʑͳϓϥοτϑΥʔϜͷΞΫηεݖΛɺ͍͔ʹ౷Ұతʹ੍ޚՄೳͱ͢Δ͔ʁ
    • ΠϯλΦϖϥϏϦςΟ
    • ҟͳΔϓϥοτϑΥʔϜؒͷࠩҟʢϓϩτίϧσʔλϑΥʔϚοτʣΛͲ͏ٵऩ͢Δ͔ʁ ਒౓ൃੜ ౦ژΞϥʔτൃੜ ަ௨໢Ϛώঢ়ଶ ੝Γ্͕ͬͯΔঢ়ଶ
21. Ξϓϩʔν • ࣾձঢ়گநग़ɾ఻ୡํ๏
    • ༷ʑͳࣾձঢ়گΛͲ͏ϞσϧԽ͠ɺҟͳΔओମؒͰͷڞ௨ೝࣝͱ͠͏Δ͔ʁ
    • ಈతͳΞΫηεݖ੍ޚ
    • ༷ʑͳϓϥοτϑΥʔϜͷΞΫηεݖΛɺ͍͔ʹ౷Ұతʹ੍ޚՄೳͱ͢Δ͔ʁ
    • ΠϯλΦϖϥϏϦςΟ
    • ҟͳΔϓϥοτϑΥʔϜؒͷࠩҟʢϓϩτίϧσʔλϑΥʔϚοτʣΛͲ͏ٵऩ͢Δ͔ʁ ਒౓ൃੜ ౦ژΞϥʔτൃੜ ަ௨໢Ϛώঢ়ଶ ੝Γ্͕ͬͯΔঢ়ଶ Node-REDʹΑΔࣾձঢ়گఆٛͱɺ தԝαʔό΁ͷࣾձঢ়گొ࿥ʢAPIԽʣɾ഑৴Ϟσϧͷߏங εϚʔτγςΟج൫ར༻ɾ੍ޚͷͨΊͷNode-REDϊʔυ࣮૷ OSS ͱͯ͠ͷNode-REDࢿ࢈ͷ࠷େ༗ޮ׆༻ /PEF3&%Ͱ΍Δʂ
22. ˓˓˓ͷͱ͖ɺ
    ˚˚˚ͷσʔλΛ ૹ৴͢Δʂ ड৴͢Δʂ ΞΫηεڐՄʂ औΓʹߦ͘ʂ σʔλఏڙଆ σʔλड৴ଆ
23. ˓˓˓ͷͱ͖ɺ
    ˚˚˚ͷσʔλΛ ૹ৴͢Δʂ ड৴͢Δʂ ΞΫηεڐՄʂ औΓʹߦ͘ʂ σʔλఏڙଆ σʔλड৴ଆ Ұҙͳঢ়گΛಉ͡λΠϛϯάͰ
    ൑ผͰ͖͍ͯΔ͔ʁ
24. "1*Ͱࣾձঢ়گΛ഑৴ʂ ࣾձঢ়گΛ൑ผʂ
    σʔλΞΫηεํ๏ͷΧλϩάʂ
    /PEF3&%Ͱ࡞ͬͨ
    ࣾձঢ়گΛ൑ผ͢ΔϑϩʔΛ ొ࿥Ͱ͖Δʂ 4FSWFS ࣾձঢ়گ σʔλఏڙଆ σʔλड৴ଆ %BUB
25. σϞϯετϨʔγϣϯ l౦ژ΍͹͍z
    ͱ͍͏ࣾձঢ়گΛ൑ผ͢ΔϑϩʔΛ
    $JUZ'FEFSʹొ࿥ɺ$JUZ'FEFS಺Ͱࣗಈ"1*Խʢϑϩʔฤूʣ͞Εɺ
    ೚ҙͷ։ൃऀ͕ར༻ՄೳʹͳΔ༷ࢠ
26. 26 ొ࿥͞Εͨϑϩʔ͕"1*Խ͞Εɺࣾձঢ়گΛ؂ࢹঢ়ଶʹ αʔό 3&45GVM
    "1*Խ USVF
    
    ൃՐঢ়ଶ
    GBMTF
    
    ඇൃՐঢ়ଶ
    IUUQTDJUZGFEFSOPEFSFETGDJUZJPTPDJBMDPOUFYUT JEDEEFBBBDDGFDG
27. ॲཧͷྲྀΕ͕ՄࢹԽ͞Ε͍ͯΔ
    ࣾձঢ়گΛͲ͏൑ผ͍ͯ͠Δͷ͔ʁཧղͰ͖Δ ಁ໌ੑɾڞ௨ཧղͷ޲্ ຊϓϩδΣΫτʹ͓͚Δ
    /PEF3&%࠾༻ͷར఺ ๛෋ͳϊʔυ
    
    ˢଟ༷ͳϓϩτίϧʹରԠՄೳ
    ಠࣗͷϊʔυ΋ࣗ༝ʹ௥Ճɾެ։Մೳ
    ˢΞΫηεݖมߋͳͲಠࣗػೳΛ࣮૷Մೳ
28. ࡂ֐࣌෺ྲྀࢧԉγφϦΦ࣮ূ SYNEREX ໊ݹ԰ ౦ژ ෺ࢿࡏݿ৘ใ ໟ෍: 25ຕ ਫ: 52ຊ ͓Ήͭ: 43ηοτ .. … ௟௧ࡎ: 129ݸ ٹٸηοτ: 15ηοτ Χοϓ໙: 82ݸ .. ࢧԉ෺ࢿधڅަ׵αʔϏε ࡏݿՄࢹԽ αʔϏε - Dashboard - Harmoware-VIS ฏ࣌ ࡂ֐࣌ X X ࡂ֐ݱ৔͕ԿΛͲͷ͘Β͍ඞཁͱ͍ͯ͠Δ͔ʁࢧԉΛड͚ΔଆͱࢧԉΛߦ͍͍ͨଆΛͭͳ͙ɻ O O ࡂ֐ ൃੜ A B time
29. γφϦΦͷ࣮૷ ʲࣾձঢ়گʳࡂ֐ܯռϨϕϧ͕౦ژ౎ ࢢݍʹൃྩ
    ʲσʔλڞ༗ʳ౦ژ౎ࢢݍ಺ͷඋ஝෺ࢿ ৘ใΛɺத෦ݍ౎ࢢ04ʹࣗಈͰ఻ୡ ࡂ֐ܯռϨϕϧൃྩ
    ʲؾ৅ி8&#ʢ໛฿ʣʳ த෦ݍ౎ࢢ04಺Ͱ
    ౦ژͷ෺ࢿ৘ใΛऔಘɾՄࢹԽ ʲฏ࣌ʳத෦ݍ౎ࢢ04͔Β౦ ژͷ෺ࢿ৘ใ΁͸ΞΫηεෆՄ ࣗ ಈ Ͱ ౦ ژ η ϯ α ΁
    σ ồ λ Ξ Ϋ η ε ڐ Մ Կ΋ දࣔ͞Εͳ͍ σʔλऔಘˍ ՄࢹԽ 29
31. ·ͱΊ • ੒Ռ
    • ̏ͭͷίΞػೳ͔ΒͳΔ$JUZ'FEFSΛߏங
    • Ұ෦ίϯϙʔωϯτ͸͢Ͱʹެ։ࡁΈɾΦʔϓϯιʔεԽ
    • ϓϩάϥϚϒϧɾϑΣσϨʔγϣϯϞσϧΛཱ֬
    • ޿Ҭ౎ࢢؒ࿈ܞͷγφϦΦཱҊɾٕज़࣮ূ
    • ຊϓϩδΣΫτͷ஌ݟ
    εϚʔτγςΟΞʔΩςΫνϟΨΠυ ϥΠϯ ಺ֳ෎ʣʹ൓ө
    • ࠓޙͷల։ɾࣾձ࣮૷΁޲͚ͯ
    • ༷ʑͳࣾձঢ়گͷϞσϦϯά
    • $JUZ'FEFSӡӦओମͷ໌֬Խ
    • /PEF3&%ίϛϡχςΟͱͷ࿈ܞ 31
32. $POUBDU
    UBLVSP!OBHPZBVKQ 5IBOL
    ZPV
     ৄࡉ͸࿦จ΋͝ࢀরԼ͍͞ʂ ถᖒ୓࿠ɺՏོ࡚จɺ٢ా୓ਓɺҏ౻༑ོɺ্௡ݪҰརɺݹ৓ಞɺதᖒਔɺՏޱ৴෉ɺ“CityFeder:ҟछ εϚʔτγςΟج൫Λॊೈʹͭͳ͙ϓϩάϥϚϒϧɾϑΣσϨʔγϣϯػߏ”ɺ৘ใॲཧֶձϚϧνϝ σΟΞɺ෼ࢄɺڠௐͱϞόΠϧ DICOMO2020γϯϙδ΢Ϝ, June,2020
33. એ఻ "$.
    4FO4ZT#VJME4ZT
    
    
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    7BMVFT
    GPS
    :PV
    w ࠷ઌ୺ͷݚڀ੒Ռ͕஌ΕΔʂ
    w ະདྷΛͭ͘Δॏཁͳ֓೦͕ఏࣔ͞ΕΔʂʢ͜ͱ΋͋Δʣ
    w ओཁͳݚڀऀɾ૊৫Λ஌ΕΔɾ͓༑ୡʹͳΕΔʂ