情報の世界 2023年度 第10回「データとセンシングの概要」 #情報の世界 / Data and Sensing 2023

2023年6月22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「データとセンシングの概要」の講義資料

Transcript

1. 2023.06.22
   ౬ଜ ཌྷ
   !"#$%&'&()*+
   ,-./.012
   
   
   -./.41,567869651:;1<;8=
   ৘ใͷੈք ୈ10ճ
   

   View Slide

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
   

   View Slide

3. %&'(
   • ౬ଜ ཌྷ (ΏΉΒ ͭ͹͞) @yumu19 / @yumulab
   
   
   • ৘ใϝσΟΞֶՊ ।ڭत (2021/04ʙ)
   
   
   • ઐ໳͸৘ใՊֶɺಛʹΠϯλϑΣʔεɺηϯγϯάɺIoTɺVRɺωοτϫʔΫ౳
   
   
   • ܦྺ
   
   
   • ࡳຈ։੒ߴ౳ֶߍ ଔۀ
   
   
   • ๺ւಓେֶ ཧֶ෦ ஍ٿՊֶՊ ଔۀ
   
   
   • ౦ژେֶେֶӃ ཧֶܥݚڀՊ ஍ٿ࿭੕Պֶઐ߈ म࢜՝ఔ
   
   
   • ๺཮ઌ୺Պֶٕज़େֶӃେֶ ৘ใՊֶݚڀՊ ৘ใՊֶઐ߈ ത࢜՝ఔ
   
   
   • 2008-2011 גࣜձࣾ౦ࣳʢωοτϫʔΫՈిͷݚڀ։ൃͳͲʣ
   
   
   • 2011-2013 Ϋ΢δοτגࣜձࣾʢ԰಺ଌҐΞϓϦɺΠϯλϥΫςΟϒలࣔͷ։ൃɾPMͳͲʣ
   
   
   • 2013-2014 ϑϦʔϥϯεΤϯδχΞɾ߹ಉձࣾPhysVis ୅දࣾһCEOʢiOSΞϓϦέʔγϣϯͷडୗ։ൃͳͲʣ
   
   
   • 2015-2021 ࠃཱݚڀ։ൃ๏ਓ৘ใ௨৴ݚڀػߏʢωοτϫʔΫςετϕουɺແઢωοτϫʔΫΤϛϡϨʔλͷݚڀͳͲʣ
   3
   

   View Slide

4. )*+,
   • ೤੺֎ઢΛར༻ͨ͠2࣍ݩ৘ใϚʔΧ (ARϚʔΧɺQRίʔυ౳)
   
   
   • ϓϥΠόγʔʹ഑ྀͨ͠৘ใϚʔΧͷར༻͕Մೳɺ҉͍৔ॴͰ΋࢖
   ͑Δ
   4
   

   View Slide

5. -./0,+123
   • HMDͱλϒϨοτΛ༻͍ͨVRαοΧʔ࡞ઓ൫
   5
   

   View Slide

6. 456789:8;<=>?96
   • ө૾ΤϑΣΫτΛΩʔԡԼ࣌ʹ෇༩͠ɺλΠϐϯάମݧΛ֦ு
   6
   

   View Slide

7. @ABCD0EFG
   • ৸ͯΔ͕࣌ؒ΋͍ͬͨͳ͍ → ৸ͯΔؒʹήʔϜΛϓϨΠ͠
   ࣌ؒΛ༗ޮ׆༻
   7
   

   View Slide

8. HIJKLMN
   • σʔλͱηϯγϯά
   
   
   • ౎ࢢͷσʔλ ֓ཁ (ৄࡉ͸དྷि)
   
   
   • ݸਓͷσʔλ ֓ཁ (ৄࡉ͸࠶དྷि)
   
   
   • Φʔϓϯσʔλ
   
   
   • γϏοΫςοΫ
   8
   👀 WebαΠτͰͷσϞ͋Γ ಈը͋Γ
   

   View Slide

9. O+PQRSTSU
   • σʔλ͸উखʹ༙͍ͯ͘Δ΋ͷͰ͸ͳ͍
   
   
   • Ͳ͔͜Ͱੜ੒͞ΕΔ
   
   
   • Ξϯέʔτௐࠪ
   
   
   • γεςϜͷϩάΛऔΔ
   
   
   • ΧϝϥͰࡱӨ͢Δ
   
   
   • ηϯαͰܭଌ͢Δ
   9
   ηϯγϯά: Sensing
   
   
   ܭଌ͢Δ͜ͱ
   ηϯα: Sensor
   
   
   ܭଌ͢Δ΋ͷ(ػց)
   Sense
   
   
   ʲ໊ʳײ֮
   
   
   ʲಈʳײ஌͢Δ
   

   View Slide

10. VWXRS/JY
    •ʮηϯαʯͱ͍͑͹ԿΛɹࢥ
    ͍͖ͭ·͔͢ʁ
    
    
    •Twitterʹ౤ߘͯ͠΋ྑ͍ਓ͸
    ౤ߘͯ͠Έ͍ͯͩ͘͞
    10
    

    View Slide

11. VWXRS/JY
    • Թ౓ܭ(ؾԹ)
    
    
    • ମԹܭ
    
    
    • ମॏܭ
    
    
    • etc…
    11
    ମԹܭʹ͍ͭͯʛ঎඼৘ใ |
    ΦϜϩϯ ϔϧεέΞ
    
    
    https://
    www.healthcare.omron.co.jp/
    product/mc/mc-summary.html
    ମ૊੒ܭɹBC-332L(ϗϫΠτ):
    Ұൠ༻ʛλχλ
    
    
    https://www.tanita.co.jp/product/
    g/_BC332LWH000JPA/
    

    View Slide

12. RS/Q!Z
    • ίϯϐϡʔλ͸ిؾతͳ৴߸ͷΈΛಡΈ
    औΔ͜ͱ͕Ͱ͖Δ
    
    
    • ηϯα͸ ෺ཧྔͷมԽ Λిؾ৴߸ʹม
    ׵͢Δ
    
    
    • ఍߅஋͕มΘΔ෺͕ଟ͍
    
    
    • ʢਫۜࣜͷԹ౓ܭͳͲίϯϐϡʔλΛհ
    ͞ͳ͍΍ͭ΋͋Γ·͕͢ɾɾɾʣ
    12
    ळ݄ిࢠ௨঎,
    
    
    ۂ͛ηϯαʔ
    
    
    ̢̗̌̒̌ʵ̣ʵ̎̎̍ʵ̖̌̎
    
    
    https://akizukidenshi.com/catalog/g/
    gP-16410/
    750ԁ
    ळ݄ిࢠ௨঎,
    
    
    ѹྗηϯαʔ̨̧̛̐̌̌
    
    
    https://akizukidenshi.com/
    catalog/g/gP-04003/
    400ԁ
    

    View Slide

13. RS/JY[\?9:89;]^_`?:ab^cdefSghSUfS
    13
    ϦϯάϑΟοτ Ξυϕϯνϟʔ ঺հө૾
    
    
    https://youtu.be/qXfpVh7VI_c
    Ken Nakagaki / த֞ ݓ (@ken0324) https://twitter.com/ken0324/status/1192220078386712576
    ࿪Έηϯα
    
    
    (ϩʔυηϧ)
    Ճ଎౓ηϯα
    
    
    δϟΠϩηϯα
    

    View Slide

14. RSTSUJY[%ijkl
    14
    ੁপ ௚थ, ࢢ֗஍ʹ͓͚Δࣗಈंͷࣗಈӡసʹ޲͚ͯ
    
    
    https://www.matlabexpo.com/content/dam/mathworks/mathworks-dot-com/
    
    
    images/events/matlabexpo/jp/2018/d1-in
    fi
    niti-self-driving.pdf
    ΦʔϓϯιʔεͷࣗಈӡసOSʮAutowareʯͰੈքΛϦʔυ
    ͢Δ ςΟΞϑΥʔ͕ʮTECH PLAYER OF THE YEAR৆ʯΛ
    ड৆ʛTECH PLAY Magazine ʦςοΫϓϨΠϚΨδϯʧ
    https://techplay.jp/column/1204
    

    View Slide

15. RSTSUJY[mn+o^p^/0,+
    15
    The Hidden Technology of Footbal
    l
    
    https://youtu.be/SmZSLirtBek
    

    View Slide

16. RSTSUJY[mn+o^p^/0,+
    16
    FIFA Semi Automated Offside Technology Animatio
    n
    
    https://youtu.be/FEPKAeGzwPU
    

    View Slide

17. RSTSUJY[mn+o^p^/0,+
    • αοΧʔϘʔϧ಺ʹ
    ηϯαϞδϡʔϧ
    
    
    • UWBɿଌҐ
    
    
    • IMUɿ׳ੑܭଌϢ
    χοτ
    17
    adidas reveals the
    fi
    rst FIFA World Cup™ of
    fi
    cial match ball
    featuring connected ball technolog
    y
    
    https://news.adidas.com/football/adidas-reveals-the-
    fi
    rst-
    fi
    fa-world-cup--of
    fi
    cial-match-ball-featuring-
    connected-ball-technology/s/cccb7187-a67c-4166-b57d-2b28f1d36fa0#
    

    View Slide

18. RSTSUJY[mn+o^p^/0,+
    18
    Technical Shot https://technical-shot.com/
    The Best Wearable Soccer Tracker App | PlayerMake
    r
    
    https://www.playermaker.com/
    

    View Slide

19. RSTSUJY[mn+o^p^/0,+gqUr+
    19
    SPT JAPANʛެࣜαΠτ https://www.sportsperformancetracking.jp/
    GPSͰ
    
    
    ҐஔΛ௥੻
    

    View Slide

20. RSTSUJY[mn+o^p^st
    20
    ʲSSK໺ٿެࣜʳεΠϯάΛ஌Δɻ͔ͩΒଧܸ͕มΘΔɻόοςΟϯάʹIoTֵ໋ʂόοτεΠϯάηϯαʔʮSWINGɹCOACHʯ
    
    
    https://youtu.be/QL7Eo35LJZ8
    

    View Slide

21. RSTSUJY[mn+o^p^qSuSU
    21
    EVORIDE ORPHE - γϡʔζ͕ɺίʔνʹͳΔɻʛΞγοΫεެࣜ
    https://www.asics.com/jp/ja-jp/mk/running/evorideorphe
    

    View Slide

22. RSTSUJY[vw
    22
    ͓ͨΓεϚʔτιϯϓϩδΣΫτΛৼΓฦΔ Vol.1ʛ
    
    
    ౦ژిػେֶ ஌త৘ใۭؒݚڀࣨʛnote
    
    
    https://note.com/matsuilab/n/n5ff5d19dad4c
    ೶ۀηϯαʔΛ࢖ͬͯϞχλϦϯάΛ࢝ΊΑ͏ | χοϙʔ
    https://www.nippo-co.com/nogyo-controller/nogyo-006/
    

    View Slide

23. RSTSUJY[vw
    23
    

    View Slide

24. xyJO+P
    • ਓྲྀσʔλ
    
    
    • ஍ਤ
    
    
    • Φʔϓϯσʔλ
    
    
    • εϚʔτγςΟ
    
    
    • ࣗಈӡసं
    24
    

    View Slide

25. 👀
    z{4<|4}~•q€+•
    25
    • ࠃ౔ަ௨লͷϓϩδΣΫτ
    
    
    • ݐ෺ͷ3DϞσϧ+ςΫε
    νϟͳͲ
    
    
    • Ұ෦ͷ౎ࢢͷΈ(ࡳຈ͋Γ)
    
    
    • ϒϥ΢βͷϏϡʔϫ͋Γ
    

    View Slide

26. >4?1@
    • PLATEAU VIEWΛ࢖ͬͯɺࡳຈӺલͷݐ෺Λ
    දࣔ͠·͠ΐ͏
    
    
    • ʮΧλϩά͔Βݕࡧ͢Δʯˠʮ๺ւಓʯˠ
    ʮࡳຈࢢʯˠʮதԝ۠ʯˠʮݐங෺Ϟσ
    ϧʢத
    ԝ۠ʣʯˠʮγʔϯʹ௥Ճʯ
    
    
    • ʮΧϝϥʯͰҠಈ
    
    
    • σʔληοτͷ੾Γସ͑ɿʮLOD2ʯʹ͢Δ
    ͱςΫενϟ(ݐ෺ද໘ͷը૾)͕දࣔ͞Ε·
    ͢
    
    
    • ࡞ۀ࣌ؒ5෼
    
    
    • ٳܜ΋͜ͷؒʹ͍ͯͩ͘͠͞
    

    View Slide

27. ‚ƒJO+P
    • ΢ΣΞϥϒϧσόΠε
    
    
    • Ոఉ಺৘ใ
    
    
    • ߦಈ৘ใ
    
    
    • εϙʔπ
    
    
    • Χϝϥ
    
    
    • ϓϥΠόγʔͱηΩϡϦςΟ
    27
    

    View Slide

28. ‚ƒJO+PJY[„…†‡Oˆem‰Š‹88
    28
    ͸͡Ίͯͷํ΁ | DFree - ഉᔔ༧ଌσόΠε/Toilet Timing Predicting Device https://dfree.biz/personal/beginners.html
    

    View Slide

29. Œ•ŽqC•Oˆem
    29
    ϝΨω (JINS MEME)
    JINS MEME
    
    
    https://jinsmeme.com/
    Apple Watch Series 3
    
    
    https://www.apple.com/jp/shop/buy-watch/apple-watch-series-3
    Apple Watch
    

    View Slide

30. •‘\_^’|’|
    30
    JINS MEME
    
    
    https://jinsmeme.com/
    ¥19,800 + ¥500/݄(1೥໨ແྉ)
    

    View Slide

31. •‘\_^’|’|
    31
    👀
    

    View Slide

32. -:598‹^“^•‘\_^’|’|
    32
    Vtuner | JINS MEME https://jinsmeme.com/vtuner/
    👀
    

    View Slide

33. View Slide

34. RSTSUJY[”+TdS•–•—–^p^7]a]>?
    34
    ϞόΠϧϞʔγϣϯΩϟϓνϟʔ:Մೳੑɺແݶେɻ͍ͪͯ͘͞ɺ͔Δ͍ɺϞόΠϧϞʔγϣϯΩϟϓνϟʔ mocopiʢϞίϐʣʲιχʔެࣜʳ
    https://youtu.be/ovHHpralCD8
    

    View Slide

35. ˜+•SO+P
    • Φʔϓϯͳ(ެ։͞Εͨ)σʔλʁ
    
    
    • Φʔϓϯσʔλͷఆٛ
    35
    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
    

    View Slide

36. ˜+•SO+P
    • ͍Β͢ͱ΍͸ (લϖʔδͷఆٛʹ͓͍ͯ͸)
    ΦʔϓϯσʔλͰ͸ͳ͍
    • ೋ࣍ར༻(࠶഑෍)ΛೝΊ͍ͯͳ͍
    36
    

    View Slide

37. ˜+•SO+P
    37
    ࡳຈࢢICT׆༻ϓϥοτϑΥʔϜ | DATA-SMART CITY SAPPORO
    
    
    https://data.pf-sapporo.jp/
    ๺ւಓΦʔϓϯσʔλϙʔλϧαΠτ
    https://www.harp.lg.jp/opendata/
    👀
    

    View Slide

38. ĪO+P
    • ਓͷྲྀΕ(௨ߦऀ਺)ͷσʔλ
    
    
    • ࡳຈͰ͸νΧϗɺΦʔϩϥλ΢ϯɺϙʔϧλ΢ϯͷσʔλ͕ެ։
    38
    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
    

    View Slide

39. Ehše›œCgf”S•
    39
    • σʔλͷదਖ਼ͳ࠶ར༻Λଅਐ͢ΔͨΊͷϥΠηϯε(ར༻ن໿)
    
    
    • ΦʔϓϯσʔλͷϥΠηϯεͱͯ͠Α͘࢖ΘΕΔ
    BY
    ND
    NC
    SA
    ΫϦΤΠςΟϒɾίϞϯζɾϥΠηϯεͱ͸ | ΫϦΤΠςΟϒɾίϞϯζɾδϟύϯ https://creativecommons.jp/licenses/
    

    View Slide

40. Tr0E›0E
    40
    • Code for Japanɿ೔ຊͷγϏοΫςοΫΛଅਐ͢ΔඇӦརஂମ
    
    
    • ϒϦήʔυɿ֤஍ҬͷγϏοΫςοΫίϛϡχςΟ
    
    
    • Code for Sapporo΋͋ΔΑ
    Ұൠࣾஂ๏ਓίʔυɾϑΥʔɾδϟύϯ | Code for Japan https://www.code4japan.org/
    

    View Slide

41. Tr0E›0EJžY'(
    41
    ͬ͞ΆΖอҭԂϚοϓ by Code for Sappor
    o
    
    https://papamama.codeforsapporo.org/
    ಓ಺ͷ࠷৽ײછಈ޲ | ๺ւಓ ৽ܕίϩφ΢Πϧε·ͱΊαΠτ
    https://stopcovid19.hokkaido.dev/
    

    View Slide

42. Tr0E›0EJžY'(
    42
    Code for Japan, ͷͼ͠Ζɺ͓΋͠ΖͬɻγϏοΫςοΫ - γϏοΫςοΫͷࣄྫ঺հ(JPʣ https://youtu.be/8M9H6H77v6k
    

    View Slide

43. Ÿ B$
    • খςετʹऔΓ૊ΜͰ͍ͩ͘͞
    
    
    • 2ճडݧͰ͖·͢
    
    
    • క੾ɿ࣍ճߨٛ։࢝࣌·Ͱ
    
    
    • ײ૝ॻ͍͍ͯͩ͘͞ (೚ҙɺ੒੷ʹؔ܎ͳ͠)
    
    
    • ࣍ճҎ߱ͷ༧ఆ
    
    
    • དྷिʮ౎ࢢͷσʔλʯ
    
    
    • ࠶དྷिʮݸਓͷσʔλʯ
    43
    

    View Slide