情報の世界 2023年度 第11回「都市のデータ」 #情報の世界 / Data of City 2023

2023年6月29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10回「都市のデータ」の講義資料

Transcript

1. 2023.06.29 ๺ւಓ৘ใେֶ ৘ใϝσΟΞֶ෦ ৘ใϝσΟΞֶՊ ౬ଜ ཌྷ !"#$%& (&)%*+,-./0.1+23+4567$%&'89:; <=>?>@A'B'<=>?>CDE =>?>FD<GHIJHKHGDL;D:;JM ৘ใͷੈք ୈ11ճ
2. !"#$ • Twitter΁ͷײ૝ɾ࣭໰ͷ౤ߘ׻ܴ (͜ͷतۀͷࢲͷճͷΈ) • ϋογϡλά #৘ใͷੈք • HIU-WiFi͔ΒTwitterͭͳ͕Βͳ͍ͷͰ(͝ΊΜͶ🥺)ɺɹ εϚϗ͔Β౤ߘ͍ͯͩ͘͠͞ • ޶όϨͨ͘͠ͳ͍ਓ͸तۀ༻ΞΧ΢ϯτ࡞ΔͱΑ͍͔΋ • εϥΠυͷࡱӨɾεΫγϣ΋౤ߘOKͰ͢🙆 • খςετͷεΫγϣ౤ߘ͸NG🙅 2
3. %&'() • ࠓ೔ͷߨٛςʔϚ͸ʮ౎ࢢͷσʔλʯ • ʮ౎ࢢʯͱ͍͍ͭͭɺ͍ΖΜͳ࿩͕͋Γ·͢ • ͨͿΜ৘ใաଟͰ͢ • ͋ͱͰPOLITE3ͷϦϯΫूΛৼΓฦ͍ͬͯͩ͘͞ • ͥͻʮࣗ෼͕ͲͷΑ͏ʹؔΘΕΔ͔ʯΛҙࣝ͠ͳ͕Β ฉ͍͍ͯͩ͘͞ 3 👀 WebαΠτͰͷσϞ͋Γ ಈը͋Γ
4. %&'() 4 લ൒ (25෼) ϝλόʔεɺPLATEAUɺ3DεΩϟϯ ޙ൒ (25෼) ஍ਤɺਓ޻Ӵ੕σʔλ খςετ (20෼) BreakɿRESASɹ(5෼)
5. *+,-./01+2345 5 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
6. ,-67289:;<=>?@ABC 6 ौ୩5GΤϯλʔςΠϝϯτϓϩδΣΫτ όʔνϟϧौ୩ ମݧϏσΦ https://youtu.be/1huL3qPm9JI
7. ,-672DEF:;GHHIC 7 όʔνϟϧळ༿ݪʰཽͱͦ͹͔͢ͷඣʱσδλϧలࣔձ https://door.ntt/vr_akihabara_ryutosobakasunohime_top0022/
8. ,-672JKL:;<=>?@ABC 8 όʔνϟϧ৘ใେ https://cluster.mu/w/986f4f5a-b275-4193-9655-5dafc1e07fa9
9. MNOPQR(STU-2V;W45XYZ[C • ஍Ҭ׆ੑԽͷͨΊͷϚΠϯΫϥϑτͰͷ࠶ݱϫʔϧυ੍࡞ ͱeεϙʔπήʔϜͷ࣮ࢪ 9 Տݪ େ, ෱୔ ߁߂, eεϙʔπʹΑΔ஍Ҭ׆ੑԽʹؔ͢Δݚڀใࠂ ৽ͻ͔ͩொ੩಺࠶ݱϫʔϧυͷ੍࡞, ๺ւಓ৘ใେֶلཁ, ୈ33ר, ୈ1߸, pp.51-60, 2021
10. \]^_IA`= • ήʔϜΤϯδϯ(Unity / Unreal Engine)౳Ͱ࡞੒ͨ͠CGͷੈք(Simulation)ͰֶशσʔλΛूΊɺͦͷػցֶशϞσϧ Λݱ࣮ੈք(Real)ʹద༻͢Δ • ࣗಈӡసं΍ϩϘοτͳͲ෼໺Ͱ͔͞Μ 10 Autonomous car research with AirSim https://youtu.be/CauKo089zm0
11. a-b5c-.defghijk-+lm\no • ήʔϜΤϯδϯUnity • 4छྨͷηϯα͕࣮૷ • LiDAR • Camera • IMU • GNSS 11 AWSIM - Autonomous driving simulation for Autowar e https://youtu.be/FH7aBWDmSNA
12. pqlrsltubY[-v 12 • ࠃ౔ަ௨লͷϓϩδΣΫτ • ݐ෺ͷ3DϞσϧ+ςΫε νϟͳͲ • Ұ෦ͷ౎ࢢͷΈ(ࡳຈ͋Γ) • ϒϥ΢βͷϏϡʔϫ͋Γ
13. pqlrsltwxyz 13 e3d, ʲblenderʳϦΞϧͳ౎ࢢͷ࡞ΓํʂʢʙPLATEAUΛ༻͍Δํ๏ʙʣʢϘΠεϐʔΫղઆʣ https://youtu.be/MFBbbn4DVmM
14. pqlrsltwxyz 14 Snow City https://snow-city.vercel.app/ 👀
15. pqlrsltwxyz 15 ͖ͬϙδ@KITPOSITION, https://twitter.com/kitposition/status/166837334246071
16. pqlrsltwxyz 16 ౦ژύϥμΠϜ (TOKYO PARADIGM) / SG (ιΪϣϯ) Of fi cial Lyric Video https://youtu.be/SYRJiC9drko
17. pqlrslt:lmlIG 17 PLATEAU AWARD 2023 PV https://youtu.be/xrJUihvizqQ
18. {G.|75 • Χϝϥ΍ڑ཭ηϯαΛ࢖ͬͯ3࣍ݩࡱӨ • ϑΥτάϥϝτϦɿࣸਅͰεΩϟϯ • LiDARεΩϟφʔɿLiDAR(ϨʔβޫΛ༻͍ͨڑ཭ηϯα)ͰεΩϟϯ 18 iPhoneͰ࢝ΊΔ3DεΩϟϯੜ׆ʛiwamaʛnote https://note.com/iwamah1/n/n5df9a5daaae4
19. Z}[~Y*[•'z€{G•‚ƒ„…†‡ 19 ཱମCG/ARͰ఻͑Δʮटཬ৓ʯʛNHKχϡʔεɹhttps://www.nhk.or.jp/vr/AR/shurijo/ 👀
20. :@ˆo`‰:Š:‹Œ|7b • toMapɿ3D౎ࢢϞ σϧϓϥοτϑΥʔ Ϝ(PLATEAUޓ׵) • ΈΜΩϟϓɿϑΥ τάϥϝτϦͷί ϯςετ 20 AR Time Machine Tour | toMap https://minc.app/Dm1Ae5a
21. ]p•ˆŽA:q]GlI 21 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
22. ]p•ˆŽA:q]GlI 22 XRΛָ͠Ήݚڀॴʛ͠͹ͺͺνϟϯωϧ, iPhoneͷLiDARͰ3DεΩϟϯͯ͠VRʹΞοϓ͢Δํ๏ https://youtu.be/i73gNe0BhDo
23. lI•]@:Iˆˆ^p=`Ž 23 RoomPlan Overview - Augmented Reality - Apple Developer https://developer.apple.com/augmented-reality/roomplan/
24. {G.|75$•„01+2‘’“ • ݱ࣌఺Ͱ͸εΩϟϯਫ਼౓ͱ3DϓϦϯτͷਫ਼౓ɾՁ֨ͷ໰୊Ͱίεύతʹׂʹ߹Θͳ͍ • কདྷతʹਫ਼౓্͕͕ΓՁ͕֨Լ͕Δͱɾɾɾ🤔 24 εϚϗͰ3DεΩϟϯ͢Δ৽खͷ“σʔλట๮”ʹϫϯϑΣεӡӦ͸ܯռײɹ஫ҙשىͱରࡦ΁ - ITmedia NEWS https://www.itmedia.co.jp/news/articles/2202/16/news124.html
25. NF8DO • Snow CityͰࡳຈͷ֗Λදࣔͯ͠ Έ·͠ΐ͏ • ʮαϯϓϧ࡞඼ΛݟΔʯˠʮࡳ ຈʯ • ʮΦϦδφϧ࡞඼Λ࡞Δʯˠൣ ғΛબ୒ˠʮcreate modelʯ • ࡞ۀ࣌ؒ5෼ • ٳܜ΋͜ͷؒʹ͍ͯͩ͘͠͞
26. ”• • ஍ਤ΋σʔλͷҰछɿͩΕ͔͕࡞͍ͬͯΔ • ஍ਤʹ΋ஶ࡞ݖ͕͋Δ 26 ෋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/
27. H‰AŽ\@BAA@o`‰ • ΈΜͳͰͭ͘Δ஍ਤ (஍ਤͷWikipedia) • ΦʔϓϯσʔλɿOpen Data Commons Open Database License (ODbL) 27
28. ”–—”• • ΫϦΤΠςΟϒɾίϞϯζ CC-BY 4.0 ޓ׵ϥΠηϯε • ਺஋ඪߴϞσϧΛ3Dग़ྗՄೳ 28 ஍ཧӃ஍ਤ / GSI Mapsʛࠃ౔஍ཧӃ https://maps.gsi.go.jp/ 👀
29. ”–—”•{G'wxz€lInl • ஍ཧӃ஍ਤ3DΛ3DϓϦϯλͰҹ࡮ • ਁਫγϛϡϨʔγϣϯ+ॅຽආ೉γϛϡϨʔγϣϯͷ݁ՌΛϓϩδΣΫγϣϯϚοϐϯάͰՄࢹԽ 29 ኍҪ
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30. o`‰˜ˆ™:Š:o`‰˜ˆ™:\@>š]ˆ • Χοί͍͍஍ਤΛར༻/࡞੒Մೳ • Unity, JavaScriptͳͲͰ΋ར༻Մ 30 Mapbox StudioʛMapbox https://www.mapbox.jp/mapbox-studio
31. ›A‰=ABœ•= 31 • ஍ਤ্ͷσʔλΛΧοίΑ͘ՄࢹԽͰ͖ΔWebγεςϜ(Uber) 👀 kepler.gl https://kepler.gl/
32. • Ҡಈي੻Ͱࣈ΍ֆΛඳ͘ 32 žp\:GB`Ÿ]Ž•:Š:žp\ ¡ ΫϦενʔω߶ా, https://twitter.com/tkgc446/status/1525686516856815618 Kuniharu Higano, GPS Drawing×৽ๅౡ, https://www.instagram.com/reel/CZpqE5LhsA2/
33. ¢£'P¤¥€\nl¦Y§ • আઇंͷGPSଌҐσʔλʹΑΔૉඳ 33
34. ¨'©5ª1h«5¬P¤¥'-®¯°€\nl¦Y§ • আઇंͷي੻ɺͻ·ΘΓӴ੕σʔλͳͲΛՄࢹԽ • ؾԹɺ೔ࣹྔɺ߱ઇྔɺੵઇྔɺνΧϗਓྲྀྔͳͲΛՄௌԽ 34
35. žˆˆ•=A:s`B@•:\@>š]ˆ • ߤۭಈըΛWebͰ࡞੒Մೳ 35 Google Earth Studio https://www.google.com/intl/ja/earth/studio/
36. žr¦\ • General Transit Feed Speci fi cation (GTFS)ɿੈքඪ४ͷެڞަ௨σʔλ ϑΥʔϚοτ • Google MapͰ΋࠾༻ • ୭͔ (όεձࣾɺ࣏ࣗମɺݸਓͷ༗ࢤͳͲ) ͕σʔλΛ্ͭͬͯ͛͘Δ͜ͱͰɺΈΜͳ ͷੜ׆͕ศརʹͳ͍ͬͯΔ😊 36
37. rA==>?;±2-.C€²³0-+bY´[Z}-µ • ܦࡁ࢈ۀলओಋɺ͘͞ΒΠϯλʔωοτ͕ӡӦ 37 Tellus https://www.tellusxdp.com/platform/ 👀
38. ²³0-+wxz 38 ACTABA | Sagri https://sagri.tokyo/actaba/ ೶ۀ ஍Ձ ʮ໷໌Δ͍ͱ͜Ζ͸౔஍ͷՁ͕֨ߴ͍ʁ ໷ؒޫͱ౔஍Ձ֨ͷ૬ؔΛௐࠪͯ͠Έͨʂʯ | ஦ാ https://sorabatake.jp/27232/
39. ¶l\l:\‰`·Al‰‰?:;²³0-+¸¹º¤»´¼c5C 39 NoMaps2019ձظதʹNASAओ࠵ͷੈք࠷େͷϋοΧιϯʹࡳຈ͔Β௅ઓ : - ASCII STARTUP https://ascii.jp/elem/000/002/007/2007626/
40. Is\l\€”½¾¿ÀÁh.±µ: 40 RESAS ஍Ҭܦࡁ෼ੳγεςϜ https://resas.go.jp 👀 • ಺ֳ෎ɾܦࡁ࢈ۀল
41. ÂÃÄ$ • খςετʹऔΓ૊ΜͰ͍ͩ͘͞ • 2ճडݧͰ͖·͢ • క੾ɿ࣍ճߨٛ։࢝࣌·Ͱ • ײ૝ॻ͍͍ͯͩ͘͞ (೚ҙɺ੒੷ʹؔ܎ͳ͠) • ࣍ճҎ߱ͷ༧ఆ • དྷिʮݸਓͷσʔλʯ 41