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)

by takuro

Slide 1

Slide 1 text

ถᖒ୓࿠ ໊ݹ԰େֶ 5BLVSP:POF[BXB /BHPZB6OJWFSTJUZ +"1"/ /PEF3&%ʹΑΔεϚʔτγςΟؒͷ ಈతͳσʔλ࿈ܞ

Slide 2

Slide 2 text

೥ࠒΑΓࠃ಺֎ͷෳ਺ͷεϚʔτγςΟϓϩδΣΫτʹैࣄ /*$5 ૯຿ল Ԥभҕһձ'1 )PSJ[PO ໊ݹ԰େֶେֶӃ޻ֶݚڀՊ৘ใ௨৴޻ֶઐ߈।ڭत ઐ໳ɿ৘ใՊֶ *OUFSFTUTɿ$ZCFS1IZTJDBM4ZTUFN 6SCBO$PNQVUJOH .JEEMFXBSF )VNBO$PNQVUFS*OUFSBDUJPO ࣗݾ঺հถᖒ୓࿠

Slide 3

Slide 3 text

ҟछεϚʔτγςΟج൫ͷϓϩάϥϚϒϧɾϑΣσϨʔγϣϯʹΑΔ ޿Ҭਓྲྀ೺Ѳɾ׆༻࣮ূ ಺ֳ෎/&%0 ໊ݹ԰େֶʴܚጯٛक़େֶʴ/PEF3&%+16(ؔ܎ऀͱͷίϥϘϨʔγϣϯʂ ˞ͳ͓ɺ6(͞Μͱͷग़ձ͍͸/PEF3&%6(ษڧձʂ

Slide 4

Slide 4 text

ԿΛ͔ͭͬͨ͘ʁ ࣾձঢ়گʹԠͨ͡ ಈతͳσʔλަ׵ͷ࢓૊Έ CZVTJOH

Slide 5

Slide 5 text

*NBHFIUUQTFIVBXFJDPNKQTPMVUJPOTJOEVTUSJFTTNBSUDJUZ σʔλԽ͢Δੈք 4NBSU$JUZ4PDJFUZ IUUQTJOBSVXBTVOTBSJDPNXIBUJTTNBSUDJUZ ੈքԽ͢Δσʔλ

Slide 6

Slide 6 text

.D,JOTFZ$PNQBOZ3FQPSU4NBSU$JUZ4PMVUJPOTXIBUESJWFTDJUJ[FOBEPQUJPOBSPVOEUIFHMPCF +VMZ ϦΦσδϟωΠϩ *#. ϥεϕΨε /55 %&--

Slide 7

Slide 7 text

Ճ଎౓ɾ(14ɾ؀ڥηϯα౳౥ࡌ)[ηϯγϯά िؒͰҎ্ͷಓ࿏ϦϯΫΧόʔ ͋Δ೔ͷ1.ηϯγϯάσʔλͷՄࢹԽ 7

Slide 8

Slide 8 text

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

Slide 9

Slide 9 text

8JUI /55ίϛϡχέʔγϣϯՊֶجૅݚڀॴ ΰϛݮྔ΁޲͚ͨ ֗શମΰϛഉग़ͷ ᜚ີՄࢹԽ

Slide 10

Slide 10 text

౎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

Slide 11

Slide 11 text

Road health check with LiDAR of self-driving car by Kenta Urano et.al. in DICOMO2018 11

Slide 12

Slide 12 text

౻୔ࢢ؀ڥ෦ʴ౻୔ࢿݯ॥؀ڠಉ૊߹ͷΰϛਗ਼૟ۀ຿ʹ׆༻ ̍೥Ͱ ݅Λ௒͑Δࢢͷࣄ৅ɾ஌͕ࣝूੵ ࣏ࣗମ৬һ͕ηϯαʹΫϥ΢υηϯγϯά

Slide 13

Slide 13 text

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 … …

Slide 14

Slide 14 text

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

Slide 15

Slide 15 text

IUUQTXXXBGQCCDPNBSUJDMFT ޿ҬԽ͢Δࣾձ໰୊ ৽ͨͳҠಈֵ໋ ӷঢ়Խ͢Δੈք ҟৗؾ৅

Slide 16

Slide 16 text

ݸผ૊৫ɾ౎ࢢ͝ͱͷऔΓ૊ΈͰ͸ݶքɾɾ ϦΞϧλΠϜͳ σʔλ࿈ܞʂ

Slide 17

Slide 17 text

wීஈ͔ΒΦʔϓϯʹڞ༗͍͍ͯ͠σʔλ w͓ۚΛ෷͑͹ڞ༗ͯ͠΋͍͍σʔλ wઈର֎ʹग़ͤͳ͍σʔλ ಛผͳ࣌ʹ͸ڞ༗ͯ͠Α͍͢΂͖σʔλ ݸʑͷར֐ؔ܎Λ௒͑ɺ஍Ҭɾࣾձશମʹͱͬͯඞཁͳ࣌ͳͲʣ ˞׬શΦʔϓϯ΋͋Ε͹ɺ৴པͰ͖Δػؔʹରͯ͠ͷΈ΋͋Γ͑Δ

Slide 18

Slide 18 text

ΠϯϑϧΤϯβͰٳߍ͕૿͑ͨΒ ਓྲྀσʔλఏڙͯ͠΄͍͠ ήϦϥ߽Ӎͷͱ͖͸ ࡉ͔͍ौ଺৘ใఏڙ͢ΔΑ ૊৫"ˏԣ඿ࢢ ૊৫#ˏ઒࡚ࢢ ॿ͔Γ·͢ Θ͔Γ·ͨ͠ औΓܾΊ͸ਓ͕ σʔλ͸ϦΞϧλΠϜʹྲྀΕͯ͘Δࣾձঢ়گ͸࣌ʑࠁʑͱมΘΔ ࣾձঢ়گʹԠͯࣗ͡ಈͰڞ༗ඇڞ༗Խ σʔλͷྲྀΕ͸ࣗಈͰ

Slide 19

Slide 19 text

ຊϓϩδΣΫτͷ໨త ࣾձঢ়گʹԠͨ͡εϚʔτγςΟ/ҟछ૊৫ؒͷ૬ޓ઀ଓΛ ༰қʹՄೳͱ͢ΔϝλΞʔΩςΫνϟͷߏங͓Αͼͦͷ࣮ূ ϓϩάϥϚϒϧɾϑΣσϨʔγϣϯج൫ = ͢΂ͯͷσʔλ։์ ආ೉ॴʹؔ͢Δσʔλ։์ ؀ڥηϯαܥͷσʔλ։์ ަ௨ʹؔ͢Δσʔλ։์ ۙྡ࣏ࣗମ εϚʔτγςΟʣʹରͯ͠ɾɾ ͦΕͧΕͷσʔλ΁ͷΞΫηεݖΛಈతʹ੍ޚ͢Δ͜ͱͰ࣮ݱ

Slide 20

Slide 20 text

՝୊ • ࣾձঢ়گநग़ɾ఻ୡํ๏ • ༷ʑͳࣾձঢ়گΛͲ͏ϞσϧԽ͠ɺҟͳΔओମؒͰͷڞ௨ೝࣝݕূՄೳͱ͠͏Δ͔ʁ • ಈతͳΞΫηεݖ੍ޚ • ༷ʑͳϓϥοτϑΥʔϜͷΞΫηεݖΛɺ͍͔ʹ౷Ұతʹ੍ޚՄೳͱ͢Δ͔ʁ • ΠϯλΦϖϥϏϦςΟ • ҟͳΔϓϥοτϑΥʔϜؒͷࠩҟʢϓϩτίϧσʔλϑΥʔϚοτʣΛͲ͏ٵऩ͢Δ͔ʁ ਒౓ൃੜ ౦ژΞϥʔτൃੜ ަ௨໢Ϛώঢ়ଶ ੝Γ্͕ͬͯΔঢ়ଶ

Slide 21

Slide 21 text

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

Slide 22

Slide 22 text

˓˓˓ͷͱ͖ɺ ˚˚˚ͷσʔλΛ ૹ৴͢Δʂ ड৴͢Δʂ ΞΫηεڐՄʂ औΓʹߦ͘ʂ σʔλఏڙଆ σʔλड৴ଆ

Slide 23

Slide 23 text

˓˓˓ͷͱ͖ɺ ˚˚˚ͷσʔλΛ ૹ৴͢Δʂ ड৴͢Δʂ ΞΫηεڐՄʂ औΓʹߦ͘ʂ σʔλఏڙଆ σʔλड৴ଆ Ұҙͳঢ়گΛಉ͡λΠϛϯάͰ ൑ผͰ͖͍ͯΔ͔ʁ

Slide 24

Slide 24 text

"1*Ͱࣾձঢ়گΛ഑৴ʂ ࣾձঢ়گΛ൑ผʂ σʔλΞΫηεํ๏ͷΧλϩάʂ /PEF3&%Ͱ࡞ͬͨ ࣾձঢ়گΛ൑ผ͢ΔϑϩʔΛ ొ࿥Ͱ͖Δʂ 4FSWFS ࣾձঢ়گ σʔλఏڙଆ σʔλड৴ଆ %BUB

Slide 25

Slide 25 text

σϞϯετϨʔγϣϯ l౦ژ΍͹͍zͱ͍͏ࣾձঢ়گΛ൑ผ͢ΔϑϩʔΛ $JUZ'FEFSʹొ࿥ɺ$JUZ'FEFS಺Ͱࣗಈ"1*Խʢϑϩʔฤूʣ͞Εɺ ೚ҙͷ։ൃऀ͕ར༻ՄೳʹͳΔ༷ࢠ

Slide 26

Slide 26 text

26 ొ࿥͞Εͨϑϩʔ͕"1*Խ͞Εɺࣾձঢ়گΛ؂ࢹঢ়ଶʹ αʔό 3&45GVM"1*Խ USVFൃՐঢ়ଶ GBMTFඇൃՐঢ়ଶ IUUQTDJUZGFEFSOPEFSFETGDJUZJPTPDJBMDPOUFYUT JEDEEFBBBDDGFDG

Slide 27

Slide 27 text

ॲཧͷྲྀΕ͕ՄࢹԽ͞Ε͍ͯΔ ࣾձঢ়گΛͲ͏൑ผ͍ͯ͠Δͷ͔ʁཧղͰ͖Δ ಁ໌ੑɾڞ௨ཧղͷ޲্ ຊϓϩδΣΫτʹ͓͚Δ /PEF3&%࠾༻ͷར఺ ๛෋ͳϊʔυ ˢଟ༷ͳϓϩτίϧʹରԠՄೳ ಠࣗͷϊʔυ΋ࣗ༝ʹ௥Ճɾެ։Մೳ ˢΞΫηεݖมߋͳͲಠࣗػೳΛ࣮૷Մೳ

Slide 28

Slide 28 text

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

Slide 29

Slide 29 text

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

Slide 30

Slide 30 text

Slide 31

Slide 31 text

·ͱΊ • ੒Ռ • ̏ͭͷίΞػೳ͔ΒͳΔ$JUZ'FEFSΛߏங • Ұ෦ίϯϙʔωϯτ͸͢Ͱʹެ։ࡁΈɾΦʔϓϯιʔεԽ • ϓϩάϥϚϒϧɾϑΣσϨʔγϣϯϞσϧΛཱ֬ • ޿Ҭ౎ࢢؒ࿈ܞͷγφϦΦཱҊɾٕज़࣮ূ • ຊϓϩδΣΫτͷ஌ݟεϚʔτγςΟΞʔΩςΫνϟΨΠυ ϥΠϯ ಺ֳ෎ʣʹ൓ө • ࠓޙͷల։ɾࣾձ࣮૷΁޲͚ͯ • ༷ʑͳࣾձঢ়گͷϞσϦϯά • $JUZ'FEFSӡӦओମͷ໌֬Խ • /PEF3&%ίϛϡχςΟͱͷ࿈ܞ 31

Slide 32

Slide 32 text

$POUBDUUBLVSP!OBHPZBVKQ 5IBOLZPV ৄࡉ͸࿦จ΋͝ࢀরԼ͍͞ʂ ถᖒ୓࿠ɺՏོ࡚จɺ٢ా୓ਓɺҏ౻༑ོɺ্௡ݪҰརɺݹ৓ಞɺதᖒਔɺՏޱ৴෉ɺ“CityFeder:ҟछ εϚʔτγςΟج൫Λॊೈʹͭͳ͙ϓϩάϥϚϒϧɾϑΣσϨʔγϣϯػߏ”ɺ৘ใॲཧֶձϚϧνϝ σΟΞɺ෼ࢄɺڠௐͱϞόΠϧ DICOMO2020γϯϙδ΢Ϝ, June,2020

Slide 33

Slide 33 text

એ఻ "$.4FO4ZT#VJME4ZT ݄೔ʙ೔ ηϯγϯάؔ܎ͷτοϓࠃࡍձٞ ࠓ೥͸ΦϯϥΠϯ։࠵ͰࢀՃແྉ༧ఆͰ͢ͷͰੋඇʂ 1PTTJCMF7BMVFTGPS:PV w ࠷ઌ୺ͷݚڀ੒Ռ͕஌ΕΔʂ w ະདྷΛͭ͘Δॏཁͳ֓೦͕ఏࣔ͞ΕΔʂʢ͜ͱ΋͋Δʣ w ओཁͳݚڀऀɾ૊৫Λ஌ΕΔɾ͓༑ୡʹͳΕΔʂ