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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

65241d0356dc5a93b0fec68bcf7b42ac?s=47 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

65241d0356dc5a93b0fec68bcf7b42ac?s=128

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
  2. !"#$% • ࠓ೔ͷߨٛςʔϚ͸ʮ౎ࢢͷσʔλʯ • ʮ౎ࢢʯͱ͍͍ͭͭɺ͍ΖΜͳ࿩͕͋Γ·͢ • ͨͿΜ৘ใաଟͰ͢ • ͋ͱͰPOLITE3ͷϦϯΫूΛৼΓฦ͍ͬͯͩ͘͞ •

    ͥͻʮࣗ෼͕ͲͷΑ͏ʹؔΘΕΔ͔ʯΛҙࣝ͠ͳ͕Β ฉ͍͍ͯͩ͘͞ 2 👀 WebαΠτͰͷσϞ͋Γ ಈը͋Γ
  3. !"#$% 3 લ൒ (25෼) ϝλόʔεɺPLATEAUɺ3DεΩϟϯ ޙ൒ (30෼) ஍ਤɺਓ޻Ӵ੕σʔλɺΦʔϓϯσʔλɺγϏοΫςοΫ খςετ (20෼)

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

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

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

  8. IJKLMN$OPQ).R7S01TUVW? • ஍Ҭ׆ੑԽͷͨΊͷϚΠϯΫϥϑτͰͷ࠶ݱϫʔϧυ੍࡞ ͱeεϙʔπήʔϜͷ࣮ࢪ 8 Տݪ େ, ෱୔ ߁߂, eεϙʔπʹΑΔ஍Ҭ׆ੑԽʹؔ͢Δݚڀใࠂ

    ৽ͻ͔ͩொ੩಺࠶ݱϫʔϧυͷ੍࡞, ๺ւಓ৘ใେֶلཁ, ୈ33ר, ୈ1߸, pp.51-60, 2021
  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
  10. 👀 ]^_`a_bcdUW)e 10 • ࠃ౔ަ௨লͷϓϩδΣΫτ • ݐ෺ͷ3DϞσϧ+ςΫε νϟͳͲ • Ұ෦ͷ౎ࢢͷΈ(ࡳຈ͋Γ)

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

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

  13. ]^_`a_bfghi 13 ౦ژύϥμΠϜ (TOKYO PARADIGM) / SG (ιΪϣϯ) Of fi

    cial Lyric Video https://youtu.be/SYRJiC9drko
  14. jC*k31 • Χϝϥ΍ڑ཭ηϯαΛ࢖ͬͯ3࣍ݩࡱӨ • ϑΥτάϥϝτϦɿࣸਅͰεΩϟϯ • LiDARεΩϟφʔɿLiDAR(ϨʔβޫΛ༻͍ͨڑ཭ηϯα)ͰεΩϟϯ 14 iPhoneͰ࢝ΊΔ3DεΩϟϯੜ׆ʛiwamaʛnote https://note.com/iwamah1/n/n5df9a5daaae4

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

  16. 6<wx\y6z6{|k3d • toMapɿ3D౎ࢢϞ σϧϓϥοτϑΥʔ Ϝ(PLATEAUޓ׵) • ΈΜΩϟϓɿϑΥ τάϥϝτϦͷί ϯςετ 16

    AR Time Machine Tour | toMap https://minc.app/Dm1Ae5a
  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
  18. Y]}w~=6^YC_E 18 XRΛָ͠Ήݚڀॴʛ͠͹ͺͺνϟϯωϧ, iPhoneͷLiDARͰ3DεΩϟϯͯ͠VRʹΞοϓ͢Δํ๏ https://youtu.be/i73gNe0BhDo

  19. _E•Y<6EwwZ]9\~ 19 RoomPlan Overview - Augmented Reality - Apple Developer

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

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

  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/
  25. Dy=~X<>==<x\y • ΈΜͳͰͭ͘Δ஍ਤ (஍ਤͷWikipedia) • ΦʔϓϯσʔλɿOpen Data Commons Open Database

    License (ODbL) 25
  26. …•‘…• • ΫϦΤΠςΟϒɾίϞϯζ(ޙड़) CC-BY 4.0 ޓ׵ϥΠηϯε • ਺஋ඪߴϞσϧΛ3Dग़ྗՄೳ 26 ஍ཧӃ஍ਤ

    / GSI Mapsʛࠃ౔஍ཧӃ https://maps.gsi.go.jp/ 👀
  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 
  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

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

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

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

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

    • Google MapͰ΋࠾༻ • ୭͔ (όεձࣾɺ࣏ࣗମɺݸਓͷ༗ࢤͳͲ) ͕σʔλΛ্ͭͬͯ͛͘Δ͜ͱͰɺΈΜͳ ͷੜ׆͕ศརʹͳ͍ͬͯΔ😊 33
  34. `=99:;7Œ.)*?oª«,)'dU¬WVl)• • ܦࡁ࢈ۀলओಋɺ͘͞ΒΠϯλʔωοτ͕ӡӦ 34 Tellus https://www.tellusxdp.com/platform/ 👀

  35. ª«,)'fgi 35 ACTABA | Sagri https://sagri.tokyo/actaba/ ೶ۀ ஍Ձ ʮ໷໌Δ͍ͱ͜Ζ͸౔஍ͷՁ͕֨ߴ͍ʁ ໷ؒޫͱ౔஍Ձ֨ͷ૬ؔΛௐࠪͯ͠Έͨʂʯ

    | ஦ാ https://sorabatake.jp/27232/
  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/
  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
  38. µ)d1,)' • ͍Β͢ͱ΍͸ (લϖʔδͷఆٛʹ͓͍ͯ͸) ΦʔϓϯσʔλͰ͸ͳ͍ • ೋ࣍ར༻(࠶഑෍)ΛೝΊ͍ͯͳ͍ 38

  39. µ)d1,)' 39 ࡳຈࢢICT׆༻ϓϥοτϑΥʔϜ | DATA-SMART CITY SAPPORO https://data.pf-sapporo.jp/ ๺ւಓΦʔϓϯσʔλϙʔλϧαΠτ https://www.harp.lg.jp/opendata/

    👀
  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
  41. Tn¸0ŒŽ¹º¢»1¼ 41 • σʔλͷదਖ਼ͳ࠶ར༻Λଅਐ͢ΔͨΊͷϥΠηϯε(ར༻ن໿) • ΦʔϓϯσʔλͷϥΠηϯεͱͯ͠Α͘࢖ΘΕΔ BY ND NC SA

    ΫϦΤΠςΟϒɾίϞϯζɾϥΠηϯεͱ͸ | ΫϦΤΠςΟϒɾίϞϯζɾδϟύϯ https://creativecommons.jp/licenses/
  42. ‹½¬TŒ¬T 42 • Code for Japanɿ೔ຊͷγϏοΫςοΫΛଅਐ͢ΔඇӦརஂମ • ϒϦήʔυɿ֤஍ҬͷγϏοΫςοΫίϛϡχςΟ • Code

    for Sapporo΋͋ΔΑ Ұൠࣾஂ๏ਓίʔυɾϑΥʔɾδϟύϯ | Code for Japan https://www.code4japan.org/
  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/
  44. ‹½¬TŒ¬T#hi¾¿ 44 Code for Japan, ͷͼ͠Ζɺ͓΋͠ΖͬɻγϏοΫςοΫ - γϏοΫςοΫͷࣄྫ঺հ(JPʣ https://youtu.be/8M9H6H77v6k

  45. ÀÁ€ • খςετʹऔΓ૊ΜͰ͍ͩ͘͞ • 2ճडݧͰ͖·͢ • క੾ɿ࣍ճߨٛ։࢝࣌(07/07 16:15)·Ͱ • ײ૝ॻ͍͍ͯͩ͘͞

    (೚ҙɺ੒੷ʹؔ܎ͳ͠) • ࣍ճͷ༧ఆ • 07/07ʮݸਓͷσʔλʯ 45