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情報の世界 2022年度 第11回「都市のデータ」 #情報の世界 / Data of City 2022

yumulab
June 30, 2022

情報の世界 2022年度 第11回「都市のデータ」 #情報の世界 / Data of City 2022

2022年6月30日(木)に開催された北海道情報大学の講義「情報の世界」の第11回「都市のデータ 〜 メタバース,PLATEAU,地図,人工衛星データ,オープンデータ,シビックテック etc.」の講義資料

yumulab

June 30, 2022
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  1. 2022.06.30
    ๺ւಓ৘ใେֶ ৘ใϝσΟΞֶ෦ ৘ใϝσΟΞֶՊ
    ౬ଜ ཌྷ
    !"#$%&


    (&)%*+,-./0.1+23+4567$%&+8%9:$%&+;<=>?=>'@ABC
    DEFGFHI'J'DEFGFKLM


    EFGFNLDOPQRPSPOLTCLBCRU
    ৘ใͷੈք ୈ11ճ

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  2. !"#$%
    • ࠓ೔ͷߨٛςʔϚ͸ʮ౎ࢢͷσʔλʯ


    • ʮ౎ࢢʯͱ͍͍ͭͭɺ͍ΖΜͳ࿩͕͋Γ·͢


    • ͨͿΜ৘ใաଟͰ͢


    • ͋ͱͰPOLITE3ͷϦϯΫूΛৼΓฦ͍ͬͯͩ͘͞


    • ͥͻʮࣗ෼͕ͲͷΑ͏ʹؔΘΕΔ͔ʯΛҙࣝ͠ͳ͕Β
    ฉ͍͍ͯͩ͘͞
    2
    👀 WebαΠτͰͷσϞ͋Γ ಈը͋Γ

    View Slide

  3. !"#$%
    3
    લ൒ (25෼)


    ϝλόʔεɺPLATEAUɺ3DεΩϟϯ
    ޙ൒ (30෼)


    ஍ਤɺਓ޻Ӵ੕σʔλɺΦʔϓϯσʔλɺγϏοΫςοΫ
    খςετ (20෼)
    BreakɿRESASɹ(5෼)

    View Slide

  4. &'()*+,-'./01
    4
    ίϯϐϡʔλ΍ίϯϐϡʔλωοτϫʔΫͷதʹ


    ߏங͞Εͨɺ3࣍ݩͷԾ૝ۭؒ΍ͦͷαʔϏεΛࢦ͢
    ݱ࣮ͷੈք͔Βऩू༷ͨ͠ʑͳσʔλΛɺ·ΔͰ૒ࢠͰ


    ͋Δ͔ͷΑ͏ʹɺίϯϐϡʔλ্Ͱ࠶ݱ͢Δٕज़ͷ͜ͱ
    ϝλόʔε
    σδλϧπΠϯ
    ϝλόʔε - Wikipedia https://ja.wikipedia.org/wiki/ϝλόʔε
    σδλϧπΠϯͱ͸ʁҙຯɾఆٛ | ITτϨϯυ༻ޠ | NTTίϛϡχέʔγϣϯζ https://www.ntt.com/bizon/glossary/j-t/digital-twin.html
    ࣅͯΔ͚Ͳͪΐͬͱҧ͏ʢٕज़༻ޠͰ͸Α͋͘Δ͜ͱʣ


    ɹਓʹΑͬͯઆ໌͕ҧ͏ʢٕज़༻ޠͰ͸Α͋͘Δ͜ͱʣ

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  5. ()23.456789:;<=>?
    5
    ौ୩5GΤϯλʔςΠϝϯτϓϩδΣΫτ όʔνϟϧौ୩ ମݧϏσΦ https://youtu.be/1huL3qPm9JI

    View Slide

  6. ()23.@AB67CDDE?
    6
    όʔνϟϧळ༿ݪʰཽͱͦ͹͔͢ͷඣʱσδλϧలࣔձ https://door.ntt/vr_akihabara_ryutosobakasunohime_top0022/

    View Slide

  7. ()23.FGH6789:;<=>?
    7
    όʔνϟϧ৘ใେ https://cluster.mu/w/986f4f5a-b275-4193-9655-5dafc1e07fa9

    View Slide

  8. IJKLMN$OPQ).R7S01TUVW?
    • ஍Ҭ׆ੑԽͷͨΊͷϚΠϯΫϥϑτͰͷ࠶ݱϫʔϧυ੍࡞
    ͱeεϙʔπήʔϜͷ࣮ࢪ
    8
    Տݪ େ, ෱୔ ߁߂, eεϙʔπʹΑΔ஍Ҭ׆ੑԽʹؔ͢Δݚڀใࠂ ৽ͻ͔ͩொ੩಺࠶ݱϫʔϧυͷ੍࡞,
    ๺ւಓ৘ใେֶلཁ, ୈ33ר, ୈ1߸, pp.51-60, 2021

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  9. XYZ[E=\9
    • ήʔϜΤϯδϯ(Unity / Unreal Engine)౳Ͱ࡞੒ͨ͠CGͷੈք(Simulation)ͰֶशσʔλΛूΊɺͦͷػցֶशϞσϧ
    Λݱ࣮ੈք(Real)ʹద༻͢Δ


    • ࣗಈӡసं΍ϩϘοτͳͲ෼໺Ͱ͔͞Μ
    9
    Autonomous car research with AirSim https://youtu.be/CauKo089zm0

    View Slide

  10. 👀
    ]^_`a_bcdUW)e
    10
    • ࠃ౔ަ௨লͷϓϩδΣΫτ


    • ݐ෺ͷ3DϞσϧ+ςΫε
    νϟͳͲ


    • Ұ෦ͷ౎ࢢͷΈ(ࡳຈ͋Γ)


    • ϒϥ΢βͷϏϡʔϫ͋Γ

    View Slide

  11. ]^_`a_bfghi
    11
    e3d, ʲblenderʳϦΞϧͳ౎ࢢͷ࡞ΓํʂʢʙPLATEAUΛ༻͍Δํ๏ʙʣʢϘΠεϐʔΫղઆʣ https://youtu.be/MFBbbn4DVmM

    View Slide

  12. ]^_`a_bfghi
    12
    TokyoYoshida, https://twitter.com/jugemjugemjugem/status/1390917630547030018

    View Slide

  13. ]^_`a_bfghi
    13
    ౦ژύϥμΠϜ (TOKYO PARADIGM) / SG (ιΪϣϯ) Of
    fi
    cial Lyric Video https://youtu.be/SYRJiC9drko

    View Slide

  14. jC*k31
    • Χϝϥ΍ڑ཭ηϯαΛ࢖ͬͯ3࣍ݩࡱӨ


    • ϑΥτάϥϝτϦɿࣸਅͰεΩϟϯ


    • LiDARεΩϟφʔɿLiDAR(ϨʔβޫΛ༻͍ͨڑ཭ηϯα)ͰεΩϟϯ
    14
    iPhoneͰ࢝ΊΔ3DεΩϟϯੜ׆ʛiwamaʛnote https://note.com/iwamah1/n/n5df9a5daaae4

    View Slide

  15. VlWmU&Wn#iojCpqrstuv
    15
    ཱମCG/ARͰ఻͑Δʮटཬ৓ʯʛNHKχϡʔεɹhttps://www.nhk.or.jp/vr/AR/shurijo/
    👀

    View Slide

  16. 6• toMapɿ3D౎ࢢϞ
    σϧϓϥοτϑΥʔ
    Ϝ(PLATEAUޓ׵)


    • ΈΜΩϟϓɿϑΥ
    τάϥϝτϦͷί
    ϯςετ
    16
    AR Time Machine Tour | toMap


    https://minc.app/Dm1Ae5a

    View Slide

  17. Y]}w~=6^YC_E
    17
    iwama@iPhone LiDAR


    https://twitter.com/iwamah1/status/1541396633782722561
    • iPhoneʹ΋LiDAR(ڑ཭ηϯα)͕౥ࡌ


    • iPhone 12ʙ13, Pro / Pro Max
    iwama@iPhone LiDAR


    https://twitter.com/iwamah1/status/1503644519249883136

    View Slide

  18. Y]}w~=6^YC_E
    18
    XRΛָ͠Ήݚڀॴʛ͠͹ͺͺνϟϯωϧ, iPhoneͷLiDARͰ3DεΩϟϯͯ͠VRʹΞοϓ͢Δํ๏ https://youtu.be/i73gNe0BhDo

    View Slide

  19. _E•Y<6EwwZ]9\~
    19
    RoomPlan Overview - Augmented Reality - Apple Developer https://developer.apple.com/augmented-reality/roomplan/

    View Slide

  20. jC*k31€•s,-'.‚ƒ„
    • ݱ࣌఺Ͱ͸εΩϟϯਫ਼౓ͱ3DϓϦϯτͷਫ਼౓ɾՁ֨ͷ໰୊Ͱίεύతʹׂʹ߹Θͳ͍


    • কདྷతʹਫ਼౓্͕͕ΓՁ͕֨Լ͕Δͱɾɾɾ🤔
    20
    εϚϗͰ3DεΩϟϯ͢Δ৽खͷ“σʔλట๮”ʹϫϯϑΣεӡӦ͸ܯռײɹ஫ҙשىͱରࡦ΁ - ITmedia NEWS

    https://www.itmedia.co.jp/news/articles/2202/16/news124.html

    View Slide

  21. EaX_Xo…†‡ˆ‰Š‹*Œ•6
    21
    RESAS ஍Ҭܦࡁ෼ੳγεςϜ https://resas.go.jp
    👀
    • ಺ֳ෎ɾܦࡁ࢈ۀল

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  22. VN@LW
    • RESASΛ࢖ͬͯɺग़਎ࢢொଜͷاۀ਺Λώʔτ
    ϚοϓͰදࣔ͠·͠ΐ͏


    • ʮ࢈ۀߏ଄Ϛοϓʯˠʮશ࢈ۀʯˠʮاۀ਺ʯ


    • දࣔϨϕϧΛࢦఆ͢Δɿʮࢢொଜ୯ҐͰදࣔ͢
    Δʯ


    • ώʔτϚοϓಡΈࠐΈɿʮಁա཰50%ʯ


    • ஍ਤʹϚ΢εΧʔιϧΛ৐ͤΔͱاۀ਺͕දࣔ͞Ε
    ·͢ɻपғͷࢢொଜ΍ࡳຈࢢͱൺֱ͠·͠ΐ͏


    • ࡞ۀ࣌ؒ5෼


    • ٳܜ΋͜ͷؒʹ͍ͯͩ͘͠͞

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  23. *S)W‹ŒŽ
    • τϤλ͕੩Ԭݝ੄໺ࢢʹ࣮ݧ౎ࢢWoven CityΛݐઃத
    23
    τϤλࣗಈं, Woven CityΠϝʔδϏσΦʢlong verʣhttps://youtu.be/jh7FHx8M3G0

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  24. …•
    • ஍ਤ΋σʔλͷҰछɿͩΕ͔͕࡞͍ͬͯΔ


    • ஍ਤʹ΋ஶ࡞ݖ͕͋Δ
    24
    ෋ࢁࢢॅ୐஍ਤࣄ݅ʢ෋ࢁ஍൑ত࿨ʣ
    ʮҰൠʹɼ஍ਤ͸ɼ஍ٿ্ͷݱ৅Λॴఆͷه߸ʹΑͬͯɼ٬؍తʹදݱ͢Δ΋ͷ
    ʹ͗͢ͳ͍΋ͷͰ͋ͬͯɼݸੑతදݱͷ༨஍͕গ͘ɼจֶɼԻָɼ଄ܗඒज़্ͷ
    ஶ࡞ʹൺͯ͠ɼஶ࡞ݖʹΑΔอޢΛड͚Δൣғ͕ڱ͍ͷ͕௨ྫͰ͸͋Δ͕ɼ֤छ
    ૉࡐͷऔࣺબ୒ɼ഑ྻٴͼͦͷදࣔͷํ๏ʹؔͯ͠͸ɼ஍ਤ࡞੒ऀͷݸੑɼֶ
    ࣝɼܦݧ౳͕ॏཁͳ໾ׂΛՌͨ͢΋ͷͰ͋Δ͔Βɼͳ͓ͦ͜ʹ૑࡞ੑͷදग़͕͋
    Δ΋ͷͱ͍͏͜ͱ͕Ͱ͖Δɻʯ
    ஍ਤͱஶ࡞ݖ – ۨ୔ެԂߦ੓ॻ࢜ࣄ຿ॴ https://ootsuka-houmu.com/map/

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  25. Dy=~X<>==• ΈΜͳͰͭ͘Δ஍ਤ (஍ਤͷWikipedia)


    • ΦʔϓϯσʔλɿOpen Data Commons Open Database License (ODbL)
    25

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  26. …•‘…•
    • ΫϦΤΠςΟϒɾίϞϯζ(ޙड़) CC-BY 4.0 ޓ׵ϥΠηϯε


    • ਺஋ඪߴϞσϧΛ3Dग़ྗՄೳ
    26
    ஍ཧӃ஍ਤ / GSI Mapsʛࠃ౔஍ཧӃ https://maps.gsi.go.jp/
    👀

    View Slide

  27. …•‘…•jC#fgio_E’_
    • ஍ཧӃ஍ਤ3DΛ3DϓϦϯλͰҹ࡮


    • ਁਫγϛϡϨʔγϣϯ+ॅຽආ೉γϛϡϨʔγϣϯͷ݁ՌΛϓϩδΣΫγϣϯϚοϐϯάͰՄࢹԽ
    27
    ኍҪܛ Ҫ্๎࠸ ໌ੴ๜෉ ኍதᰜ ੁ໺༸৴
    ౬ଜཌྷ ٶ஍ར޾ ࣰాཅҰ "3*"γϛϡϨʔ
    γϣϯɾΤϛϡϨʔγϣϯ࿈ܞج൫Λར༻ͨ͠
    ΠϯλϥΫςΟϒͳ౎ࢢܕਫ֐ͷඃ֐༧ଌγες
    Ϝ ৘ใॲཧֶձ࿦จࢽίϯγϡʔϚɾσόΠε
    ˍγεςϜʢ$%4ʣ QQ

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  28. x\y“w”6z6x\y“w”6X<:•Yw
    • Χοί͍͍஍ਤΛར༻/࡞੒Մೳ


    • Unity, JavaScriptͳͲͰ΋ར༻Մ
    28
    Mapbox StudioʛMapbox https://www.mapbox.jp/mapbox-studio

    View Slide

  29. • Ҡಈي੻Ͱࣈ΍ֆΛඳ͘
    29
    –]X6C>\—Y~˜6z6–]X™š
    ΫϦενʔω߶ా,


    https://twitter.com/tkgc446/status/1525686516856815618
    Kuniharu Higano, GPS Drawing×৽ๅౡ,


    https://www.instagram.com/reel/CZpqE5LhsA2/

    View Slide

  30. ›œ#L•žoX’_ŸU
    • আઇंͷGPSଌҐσʔλʹΑΔૉඳ
    30

    View Slide

  31. ¡#¢1£-‹¤1¥L•ž#¦§¨©oX’_ŸU
    • আઇंͷي੻ɺͻ·ΘΓӴ੕σʔλͳͲΛՄࢹԽ


    • ؾԹɺ೔ࣹྔɺ߱ઇྔɺੵઇྔɺνΧϗਓྲྀྔͳͲΛՄௌԽ
    31

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  32. –ww˜9=6a\><}6X<:•Yw
    • ߤۭಈըΛWebͰ࡞੒Մೳ
    32
    Google Earth Studio https://www.google.com/intl/ja/earth/studio/

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  33. –`ŸX
    • General Transit Feed Speci
    fi
    cation
    (GTFS)ɿੈքඪ४ͷެڞަ௨σʔλ
    ϑΥʔϚοτ


    • Google MapͰ΋࠾༻


    • ୭͔ (όεձࣾɺ࣏ࣗମɺݸਓͷ༗ࢤͳͲ)
    ͕σʔλΛ্ͭͬͯ͛͘Δ͜ͱͰɺΈΜͳ
    ͷੜ׆͕ศརʹͳ͍ͬͯΔ😊
    33

    View Slide

  34. `=99:;7Œ.)*?oª«,)'dU¬WVl)•
    • ܦࡁ࢈ۀলओಋɺ͘͞ΒΠϯλʔωοτ͕ӡӦ
    34
    Tellus https://www.tellusxdp.com/platform/
    👀

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  35. ª«,)'fgi
    35
    ACTABA | Sagri https://sagri.tokyo/actaba/
    ೶ۀ ஍Ձ
    ʮ໷໌Δ͍ͱ͜Ζ͸౔஍ͷՁ͕֨ߴ͍ʁ

    ໷ؒޫͱ౔஍Ձ֨ͷ૬ؔΛௐࠪͯ͠Έͨʂʯ | ஦ാ

    https://sorabatake.jp/27232/

    View Slide

  36. -_X_6Xy\®=_yy;67ª«,)'¯°±•²¬³´1?
    • 2022೥͸10/01-02։࠵ (ࡳຈͰ΋։࠵༧ఆ)
    36
    NoMaps2019ձظதʹNASAओ࠵ͷੈք࠷େͷϋοΧιϯʹࡳຈ͔Β௅ઓ : - ASCII STARTUP https://ascii.jp/elem/000/002/007/2007626/

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  37. µ)d1,)'
    • Φʔϓϯͳ(ެ։͞Εͨ)σʔλʁ


    • Φʔϓϯσʔλͷఆٛ
    37
    ࠃɺ஍ํެڞஂମٴͼࣄۀऀ͕อ༗͢Δ׭ຽσʔλͷ͏ͪɺࠃຽ୭΋͕Πϯλʔωοτ
    ౳Λ௨ͯ͡༰қʹར༻ʢՃ޻ɺฤूɺ࠶഑෍౳ʣͰ͖ΔΑ͏ɺ࣍ͷ͍ͣΕͷ߲໨ʹ΋֘
    ౰͢ΔܗͰެ։͞ΕͨσʔλΛΦʔϓϯσʔλͱఆٛ͢Δɻ


    1.Ӧར໨తɺඇӦར໨తΛ໰Θͣೋ࣍ར༻Մೳͳϧʔϧ͕ద༻͞Εͨ΋ͷ


    2.ػց൑ಡʹదͨ͠΋ͷ


    3.ແঈͰར༻Ͱ͖Δ΋ͷ
    Φʔϓϯσʔλجຊࢦ਑

    ʢฏ੒29೥5݄30೔ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆʣ

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  38. µ)d1,)'
    • ͍Β͢ͱ΍͸ (લϖʔδͷఆٛʹ͓͍ͯ͸)
    ΦʔϓϯσʔλͰ͸ͳ͍
    • ೋ࣍ར༻(࠶഑෍)ΛೝΊ͍ͯͳ͍
    38

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  39. µ)d1,)'
    39
    ࡳຈࢢICT׆༻ϓϥοτϑΥʔϜ | DATA-SMART CITY SAPPORO


    https://data.pf-sapporo.jp/
    ๺ւಓΦʔϓϯσʔλϙʔλϧαΠτ
    https://www.harp.lg.jp/opendata/
    👀

    View Slide

  40. ¶·,)'
    • ਓͷྲྀΕ(௨ߦऀ਺)ͷσʔλ


    • ࡳຈͰ͸νΧϗɺΦʔϩϥλ΢ϯɺϙʔϧλ΢ϯͷσʔλ͕ެ։
    40
    ळ݄ిࢠ௨঎, ύϥϥοΫεࣾ


    ௒Ի೾ڑ཭ηϯαʔϞδϡʔϧ


    https://akizukidenshi.com/
    catalog/g/gM-05400/
    3,980ԁ
    ࡳຈӺલ௨஍ԼาߦۭؒʢνɾΧɾϗʣʰ௨ߦྔʢ࣌ؒผʣʱ
    View | DATA-SMART CITY SAPPOR
    O

    https://data.pf-sapporo.jp/toshinbuchikakuukan_tuukouryou_02_view

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  41. Tn¸0ŒŽ¹º¢»1¼
    41
    • σʔλͷదਖ਼ͳ࠶ར༻Λଅਐ͢ΔͨΊͷϥΠηϯε(ར༻ن໿)


    • ΦʔϓϯσʔλͷϥΠηϯεͱͯ͠Α͘࢖ΘΕΔ
    BY
    ND
    NC
    SA
    ΫϦΤΠςΟϒɾίϞϯζɾϥΠηϯεͱ͸ | ΫϦΤΠςΟϒɾίϞϯζɾδϟύϯ https://creativecommons.jp/licenses/

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  42. ‹½¬TŒ¬T
    42
    • Code for Japanɿ೔ຊͷγϏοΫςοΫΛଅਐ͢ΔඇӦརஂମ


    • ϒϦήʔυɿ֤஍ҬͷγϏοΫςοΫίϛϡχςΟ


    • Code for Sapporo΋͋ΔΑ
    Ұൠࣾஂ๏ਓίʔυɾϑΥʔɾδϟύϯ | Code for Japan https://www.code4japan.org/

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  43. ‹½¬TŒ¬T#hi¾¿
    43
    ͬ͞ΆΖอҭԂϚοϓ by Code for Sappor
    o

    https://papamama.codeforsapporo.org/
    ಓ಺ͷ࠷৽ײછಈ޲ | ๺ւಓ ৽ܕίϩφ΢Πϧε·ͱΊαΠτ
    https://stopcovid19.hokkaido.dev/

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  44. ‹½¬TŒ¬T#hi¾¿
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  45. ÀÁ€
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    • 2ճडݧͰ͖·͢


    • క੾ɿ࣍ճߨٛ։࢝࣌(07/07 16:15)·Ͱ


    • ײ૝ॻ͍͍ͯͩ͘͞ (೚ҙɺ੒੷ʹؔ܎ͳ͠)


    • ࣍ճͷ༧ఆ


    • 07/07ʮݸਓͷσʔλʯ
    45

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