次世代のスマートワークとは? / smart-city-fukuoka-seminor-nulab

3e77f9dbec6a87756d1dbdddab283aee?s=47 Nulab Inc.
August 28, 2019

次世代のスマートワークとは? / smart-city-fukuoka-seminor-nulab

2019年8月28日(水)に開催された、企画概要「第 5 回 FSE スマートシティ勉強会」の登壇資料です。

3e77f9dbec6a87756d1dbdddab283aee?s=128

Nulab Inc.

August 28, 2019
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  1. ࣍ੈ୅ͷεϚʔτϫʔΫͱ͸ʁ גࣜձࣾψʔϥϘ ୅දऔక໾ڮຊਖ਼ಙ

  2. ࣗݾ঺հ! Copyright Nulab,inc. All Rights Reserved.

  3. ڮຊਖ਼ಙ.BTBOPSJ)BTIJNPUP ɾגࣜձࣾψʔϥϘ ୅දऔక໾ ɾ1976೥෱Ԭݝੜ·Ε ɾҿ৯ۀɺܶஂओ࠵ɺΫϥϒϛϡʔδοΫͷϥΠϒԋ૗ͳͲΛ ܦݧ ɾ1998೥ɺ෱Ԭʹ໭Γɺ෕਌ͷՈۀͰ͋ΔݐஙۀʹܞΘΔ ɾ2001೥ɺϓϩάϥϚʔʹస਎ ɾ2004೥ɺ෱ԬʹͯגࣜձࣾψʔϥϘΛઃཱ ɾݱࡏɺੈքల։ʹ޲͚ͯίπίπੵΈ্͛த

    Copyright Nulab,inc. All Rights Reserved.
  4. About Nulab Inc. גࣜձࣾ ψʔϥϘͷ঺հ Copyright Nulab,inc. All Rights Reserved.

  5. ⏰ઃཱɿ೥݄ ຊࣾɿ෱Ԭݝ෱Ԭࢢ ΄͔ࣄ຿ॴɿ౦ژɺژ౎ ւ֎ࢠձࣾ ɹ/VMBC"TJB1UF-UE γϯΨϙʔϧ  ɹ/VMBC *OD ΞϝϦΧ߹ऺࠃ

    
 ɹ/VMBC#7 Φϥϯμ Copyright Nulab,inc. All Rights Reserved.
  6. ੈքதʹ͍Δψʔϥόʔ ࣄ຿ॴ ϦϞʔτ Copyright Nulab,inc. All Rights Reserved.

  7. Copyright Nulab,inc. All Rights Reserved. ࣾ಺ͷࠃ಺ɿւ֎ൺ཰ 30% 70% Icon made

    by Freepik from www.flaticon.com
  8. Copyright Nulab,inc. All Rights Reserved. ψʔϥϘͷࣄۀ಺༰ νʔϜͷίϥϘϨʔγϣϯΛଅਐ͠ɺ ಇ͘Λָ͘͢͠ΔπʔϧΛఏڙ͍ͯ͠·͢

  9. Copyright Nulab,inc. All Rights Reserved. ͢΂ͯͷνʔϜ͕࢖͑Δ ϓϩδΣΫτ؅ཧπʔϧ ΞΠσΞΛܗʹ͢Δ ϏδϡΞϧίϥϘϨʔγϣϯπʔϧ νʔϜίϛϡχέʔγϣϯͷͨΊͷ

    Ϗδωενϟοτπʔϧ
  10. Ψϯτνϟʔτ ਌ࢠ՝୊ ϑΝΠϧڞ༗  8JLJ  *1ΞυϨεݖݶ όʔδϣϯ؅ཧ  λεΫ؅ཧ

    ਝ଎ͳόάमਖ਼  ϞόΠϧΞϓϦ ສਓҎ্͕ར༻͢Δɺࠃ಺࠷େن໛ͷ ϓϩδΣΫτ؅ཧπʔϧ ˙λεΫ؅ཧ΍8JLJͳͲ৘ใڞ༗ʹؔ͢Δ๛෋ ͳػೳ͕ΦʔϧΠϯϫϯ ˙௚ײతʹૢ࡞͕ՄೳͳΠϯλʔϑΣʔε ˙4BB4൛Πϯετʔϧ൛ͷͭͷܗଶͰఏڙ Copyright Nulab,inc. All Rights Reserved.
  11. Λ࢖͏ͱɺ Կ͕Ͳ͏εϚʔτʹͳΔʁ Copyright Nulab,inc. All Rights Reserved. ԿͷλεΫΛ୭͕୲౰͍ͯͯ͠ɺݱࡏͲΜͳঢ়گ͔͕Ұ໨Ͱ෼͔Γ·͢ɻ ޱ಄΍ి࿩Ͱ֬ೝ͢Δඞཁͳ͘ɺঢ়گΛ೺Ѳ͢Δ͜ͱ͕Ͱ͖·͢ɻ ✅ʮ͋ͷҊ݅ɺͲ͏ͳͬͨΜ͚ͩͬʁʯ͕ͳ͘ͳΔ

    Ψϯτνϟʔτ εέδϡʔϧ ɺ՝୊ͷঢ়ଶͳͲ͸ɺϦΞϧλΠϜͰߋ৽͞Ε ୭΋͕֬ೝ͢Δ͜ͱ͕Ͱ͖·͢ɻ ✅ʮ࠷৽ͷ৘ใ͸ͲΕʁʯ͕ͳ͘ͳΔ νʔϜϝϯόʔશһ͕աڈͷ৘ใ΁΋ΞΫηεͰ͖·͢ɻҙࢥܾఆͷܦҢΛ ͋ͱ͔Βೖͬͨϝϯόʔʹڞ༗͢Δͷ΋؆୯Ͱ͢ɻ ˞ϓϩδΣΫτʹট଴͢Δϝϯόʔ͸੍ݶ͢Δ͜ͱ΋Ͱ͖·͢ɻ ✅ʮͳΜͰ͜ͷܾஅʹͳͬͨΜͩΖ͏ʁʯ͕ͳ͘ͳΔ ʮ୭͕ʯʮ͍ͭ·ͰʹʯʮԿΛʯͳͲͷ߲໨Λೖྗ͍ͯͨ͘͠Ίɺ ඞཁͳ৘ใΛ࿙Β͠·ͤΜɻ΍ΓͱΓ͸͢΂ͯίϝϯτϩάͱͯ͠࢒Γ·͢ɻ ✅ʮݴͬͨɾݴΘͳ͍ʯ͕ͳ͘ͳΔ
  12.  ๛෋ͳ  ςϯϓϨʔτ  มߋཤྺ  ਤͷຒΊࠐΈ ίϝϯτػೳ 

    Πϯετʔϧෆཁ   ڞಉฤू ΤΫεϙʔτରԠ  ֎෦αʔϏε࿈ܞ  7JTJPϑΝΠϧ   Πϯϙʔτ ˙΢ΣϒαΠτͷϨΠΞ΢τɺ࡞ۀܭըͳͲΛΦ ϯϥΠϯ্Ͱ؆୯ʹ࡞੒ڞ༗ ˙ϫΠϠʔϑϨʔϜɺϑϩʔνϟʔτɺ૊৫ਤɺ ϚΠϯυϚοϓͳͲͷ๛෋ͳςϯϓϨʔτ΍ες ϯγϧ ˙4BB4൛Πϯετʔϧ൛ͷͭͷܗଶͰఏڙ ˙ίϝϯτػೳɺόʔδϣϯ؅ཧͰνʔϜίϥϘ ϨʔγϣϯΛଅਐ ສਓ ͕ར༻͢Δ ڞಉฤूՄೳͳΦϯϥΠϯ࡞ըπʔϧ ւ֎ར༻཰ Copyright Nulab,inc. All Rights Reserved.
  13.  ๛෋ͳ  ςϯϓϨʔτ  มߋཤྺ  ਤͷຒΊࠐΈ ίϝϯτػೳ 

    Πϯετʔϧෆཁ   ڞಉฤू ΤΫεϙʔτରԠ  ֎෦αʔϏε࿈ܞ  7JTJPϑΝΠϧ   Πϯϙʔτ ˙΢ΣϒαΠτͷϨΠΞ΢τɺ࡞ۀܭըͳͲΛΦ ϯϥΠϯ্Ͱ؆୯ʹ࡞੒ڞ༗ ˙ϫΠϠʔϑϨʔϜɺϑϩʔνϟʔτɺ૊৫ਤɺ ϚΠϯυϚοϓͳͲͷ๛෋ͳςϯϓϨʔτ΍ες ϯγϧ ˙4BB4൛Πϯετʔϧ൛ͷͭͷܗଶͰఏڙ ˙ίϝϯτػೳɺόʔδϣϯ؅ཧͰνʔϜίϥϘ ϨʔγϣϯΛଅਐ ສਓ ͕ར༻͢Δ ڞಉฤूՄೳͳΦϯϥΠϯ࡞ըπʔϧ ւ֎ར༻཰ Copyright Nulab,inc. All Rights Reserved.
  14. Λ࢖͏ͱɺ Կ͕Ͳ͏εϚʔτʹͳΔʁ Copyright Nulab,inc. All Rights Reserved. ԕ͘཭Εͨڑ཭ʹ͍ͯ΋ɺϗϫΠτϘʔυײ֮ͰਤΛϦΞϧλΠϜڞ༗ɻ ଈ࠲ʹΞ΢τϓοτͷΠϝʔδΛ౷Ұ͢Δ͜ͱ͕Ͱ͖·͢ɻ ✅ʮࢥ͍ͬͯͨΠϝʔδͱҧ͍·ͨ͠ʯ͕ͳ͘ͳΔ

    ςϯϓϨʔτ΍εςϯγϧ͕๛෋ͳ$BDPPΛ࢖͑͹ɺϫΠϠʔϑϨʔϜ΍ ωοτϫʔΫਤͳͲͷਤࣔʹ͔͔͍ͬͯͨ࣌ؒΛ࡟ݮ͢Δ͜ͱ͕Ͱ͖·͢ɻ ✅ਤࣔʹ͔͚͍ͯͨແବͳ͕࣌ؒͳ͘ͳΔ ΠϯετʔϧෆཁͰར༻Ͱ͖Δ$BDPP͸ɺΠϯλʔωοτʹ઀ଓͰ͖Δ ؀ڥ͕͋Ε͹ɺ63-ͻͱͭͰڞ༗ɾڞಉ࡞ਤ͕ՄೳͰ͢ɻ ✅ʮϑΝΠϧΛ։͘͜ͱ͕Ͱ͖·ͤΜʯ͕ͳ͘ͳΔ $BDPPͰ࡞੒͞Εͨਤ͸ৗʹ࠷৽ɻ࠷৽ͷϑΝΠϧΛݕࡧ͢Δඞཁ͸ ͋Γ·ͤΜɻ΋ͪΖΜߋ৽ཤྺ΋࢒Γɺ͍ͭͰ΋ࢀরͰ͖·͢ɻ ✅ʮ࠷৽ͷϑΝΠϧ͸ͲΕʁʯ͕ͳ͘ͳΔ
  15. νʔϜίϛϡχέʔγϣϯͷͨΊͷ Ϗδωενϟοτπʔϧ ˙૊৫ʹ৽͍͠ΞΠσΟΞΛੜΈग़͢Ϗδωε νϟοτπʔϧ ˙5ZQFUBMLಠࣗͷʮ·ͱΊػೳʯʮϥΠϯฦ ৴ػೳʯ΍ʮ͍͍Ͷػೳʯ͕ɺνʔϜͷίϛϡ χέʔγϣϯΛΑΓָ͘͠ɺԁ׈ʹ ˙#BDLMPH΍$BDPPͱͷߴ͍࿈ܞੑ΋ಛ௕ ͍͍Ͷʂػೳ ൃݴ΍ϑΝΠϧͷ

      ݕࡧ τϐοΫͰ  ձ࿩Λ੔ཧ ϝϯγϣϯػೳ   μΠϨΫτ ɹϝοηʔδ ߴ͍Ϩϕϧͷ  ηΩϡϦςΟ  ๛෋ͳ"1*ͱ  8FCIPPL ·ͱΊػೳ   ؆୯ͳ  ϑΝΠϧڞ༗ Copyright Nulab,inc. All Rights Reserved.
  16. Λ࢖͏ͱɺ Կ͕Ͳ͏εϚʔτʹͳΔʁ Copyright Nulab,inc. All Rights Reserved. νϟοτʹఆܕͷѫࡰจ͸ෆཁɻଈ࠲ʹຊ୊͔ΒೖΔ͜ͱ͕Ͱ͖·͢ɻ ςϯϙͷྑ͍ίϛϡχέʔγϣϯ͕ΞΠσΟΞग़͠΍ൃݴΛଅਐ͠·͢ɻ ✅ʮ͓ർΕ༷Ͱ͢ɻڮຊͰ͢ɻʯ͕ͳ͘ͳΔ

    ݕࡧػೳ͕ॆ࣮͍ͯ͠Δ5ZQFUBML͸ɺఴ෇ϑΝΠϧ΍ؔ࿈͢Δ࿩୊ͷ ݕࡧ΋ָʑɻ୭΋͕ཉ͍͠৘ใʹΞΫηεͰ͖·͢ɻ ✅ʮ͋ͷϑΝΠϧ͸Ͳ͜Ͱ͔͢ʁʯ͕ͳ͘ͳΔ $$ʹೖΕΒΕͯ͸͍Δ͚ΕͲɺ͜ͷϝʔϧ͸ॏཁͳͷͩΖ͏͔ʁ !ϝϯγϣϯ΍ϥΠϯฦ৴ͰɺͦΜͳ೰Έ͕ແ͘ͳΓ·͢ɻ ✅ʮ͜ͷϝʔϧ͸ಡΉ΂͖ʁฦ৴͢΂͖ʁʯ͕ͳ͘ͳΔ ࿩୊΍νʔϜ͝ͱʹτϐοΫ νϟοτϧʔϜ Λ࡞੒͢Δ͜ͱͰɺ άϧʔϓνϟοτπʔϧͰى͜Γ͕ͪͳʮ࿩୊ͷฆࣦʯΛ๷͗·͢ɻ ✅ʮ͋ͷ݅Ͳ͜Ͱ࿩͚ͯͨͬ͠ʁʯ͕ͳ͘ͳΔ
  17. Copyright Nulab,inc. All Rights Reserved. εϚʔτϫʔΫͱ͸ʁ νʔϜͷίϥϘϨʔγϣϯΛԁ׈ʹ͠ͳ͕Β ϝϯόʔͷετϨε΍ແବΛল͖ɺ৔ॴ΍࣌ؒΛ௒͑ͯ νʔϜͷ੒ՌΛ࠷େԽͰ͖Δಇ͖ํͷ͜ͱ ৬छΛӽ͑ͨ

    ίϥϘϨʔγϣϯ اۀΛӽ͑ͨ ίϥϘϨʔγϣϯ ϏδωεΛऔΓר͘ ؀ڥ΁ͷదԠ ಇ͖ํվֵʹ൐͏ ࿑ಇͷ୹࣌ؒԽ΁ͷదԠ
  18. Copyright Nulab,inc. All Rights Reserved. ैདྷͷϫʔΫϑϩʔ͸͜Μͳ෩ʹม͑ΒΕ·͢ ձٞ ٞࣄ࿥࡞੒ ՝୊ΛΤΫηϧʹసه ΤΫηϧϑΝΠϧ΍

    ΠϝʔδਤΛϝʔϧͰૹ෇ ձٞલͷϒϨετ΍ ΞΠσΟΞग़͠ ׬੒ΠϝʔδਤΛ ࡞੒ ΤΫηϧϑΝΠϧΛ΋ͱʹ ਐḿ֬ೝձٞ ٞࣄ࿥ૹ෇ ΤΫηϧϑΝΠϧΛߋ৽ ࠷৽ϑΝΠϧΛ ϝʔϧͰૹ෇ ٞࣄ࿥࡞੒ ϝʔϧɺి࿩ɺձٞͰ ίϛϡχέʔγϣϯ ϦϦʔε ϓϩδΣΫτ ׬ྃʂ ϓϩδΣΫτ ελʔτʂ ৼΓฦΓձٞ ใࠂϓϨθϯࢿྉ࡞੒ ৽نؔ܎ऀ΁ͷ ৘ใڞ༗ձٞɺϝʔϧ ˞Կ౓͔܁Γฦ͠
  19. Copyright Nulab,inc. All Rights Reserved. ैདྷͷϫʔΫϑϩʔ͸͜Μͳ෩ʹม͑ΒΕ·͢ ձٞ ٞࣄ࿥࡞੒ ՝୊࡞੒ɾڞ༗ ՝୊ΛΤΫηϧʹసه

    ΤΫηϧϑΝΠϧ΍ ΠϝʔδਤΛϝʔϧͰૹ෇ ձٞલͷϒϨετ΍ ΞΠσΟΞग़͠ ׬੒ΠϝʔδਤΛ ࡞੒ ΤΫηϧϑΝΠϧΛ΋ͱʹ ਐḿ֬ೝձٞ ٞࣄ࿥ૹ෇ ΤΫηϧϑΝΠϧΛߋ৽ ࠷৽ϑΝΠϧΛ ϝʔϧͰૹ෇ ٞࣄ࿥࡞੒ ϝʔϧɺి࿩ɺձٞͰ ίϛϡχέʔγϣϯ ϦϦʔε ϓϩδΣΫτ ׬ྃʂ ϓϩδΣΫτ ελʔτʂ ৼΓฦΓձٞ ใࠂϓϨθϯࢿྉ࡞੒ ৽نؔ܎ऀ΁ͷ ৘ใڞ༗ձٞɺϝʔϧ ˞Կ౓͔܁Γฦ͠ ෆཁ ෆཁ ෆཁ ෆཁ ෆཁ ෆཁ ෆཁ ෆཁ
  20. Copyright Nulab,inc. All Rights Reserved. ैདྷͷϫʔΫϑϩʔ͸͜Μͳ෩ʹม͑ΒΕ·͢ ձٞ ٞࣄ࿥࡞੒ ՝୊࡞੒ɾڞ༗ ՝୊ΛΤΫηϧʹసه

    ΤΫηϧϑΝΠϧ΍ ΠϝʔδਤΛϝʔϧͰૹ෇ ձٞલͷϒϨετ΍ ΞΠσΟΞग़͠ ׬੒ΠϝʔδਤΛ ࡞੒ ΤΫηϧϑΝΠϧΛ΋ͱʹ ਐḿ֬ೝձٞ ٞࣄ࿥ૹ෇ ΤΫηϧϑΝΠϧΛߋ৽ ࠷৽ϑΝΠϧΛ ϝʔϧͰૹ෇ ٞࣄ࿥࡞੒ ϝʔϧɺి࿩ɺձٞͰ ίϛϡχέʔγϣϯ ϦϦʔε ϓϩδΣΫτ ׬ྃʂ ϓϩδΣΫτ ελʔτʂ ৼΓฦΓձٞ ใࠂϓϨθϯࢿྉ࡞੒ ৽نؔ܎ऀ΁ͷ ৘ใڞ༗ձٞɺϝʔϧ ˞Կ౓͔܁Γฦ͠ ෆཁ ෆཁ ෆཁ ෆཁ ෆཁ ෆཁ ෆཁ ෆཁ ࠶ࡾͷϑΝΠϧߋ৽΍ ϝʔϧ΍ి࿩Ͱͷίϛϡχέʔγϣϯɺ λεΫͷਐḿ֬ೝ͚ͩͷͨΊͷձٞΛແ͘͢͜ͱͰɺ νʔϜͷίϥϘϨʔγϣϯΛԁ׈ʹ͠ɺ ࠷୹ڑ཭ͰϓϩδΣΫτΛ੒ޭʹಋ͘͜ͱ͕Ͱ͖·͢
  21. εϚʔτϫʔΫԽʹ ੒ޭͨ͠اۀͷΈͳ͞·* Copyright Nulab,inc. All Rights Reserved.

  22. Copyright Nulab,inc. All Rights Reserved. εϚʔτϫʔΫԽ੒ޭࣄྫᶃ #BDLMPHͱ5ZQFUBMLซ༻ͰϢʔβʔαϙʔτରԠ݅਺͕ഒ΁ اۀ໊ άϧʔגࣜձࣾ ैۀһن໛

    ໊ҎԼ ͝ར༻தͷψʔϥϘαʔϏε #BDLMPHɺ5ZQFUBML ಋೖલͷ՝୊ ɾӦۀ΍αϙʔτνʔϜͷʮϝʔϧʹసه͢ΔʯʮϑΝ ΠϧΛΫϥ΢υετϨʔδαʔϏεʹอଘ͢Δʯͱ͍ͬ ͨ৘ใڞ༗ͷೋ౓खؒΛվળ͍ͨ͠ ಋೖޙͷ੒Ռ ɾ5ZQFUBMLͰ৘ใڞ༗ͷೋ౓खؒΛ࡟ݮ͠ɺࣾ಺ίϛϡ χέʔγϣϯͷׂΛޮ཰Խ ɾ#BDLMPHΛ༻͍ͨ։ൃͱαϙʔτͷ৘ใ఻ୡͷޮ཰Խ ʹΑΓɺਓ͋ͨΓͷαϙʔτରԠ݅਺͕ഒ૿Ճ
  23. Copyright Nulab,inc. All Rights Reserved. εϚʔτϫʔΫԽ੒ޭࣄྫᶄ #BDLMPHͱ$BDPPซ༻Ͱࣾ಺֎ίϛϡχέʔγϣϯ͕ԁ׈ʹ اۀ໊ גࣜձࣾ*%0. چɿגࣜձࣾΨϦόʔΠϯλʔφγϣφϧ

    ैۀһن໛  ໊Ҏ্ ͝ར༻தͷψʔϥϘαʔϏε #BDLMPHɺ$BDPP ಋೖલͷ՝୊ ɾϕϯμʔͱͷ΍ΓऔΓΛςΩετͰߦͳ͍͕ͬͯͨɺ ࢓༷͕఻ΘΓͮΒ͘ɺίϛϡχέʔγϣϯϩε͕සൟʹ ى͖͍ͯͨ ɾ෼ࢄ։ൃΛਐΊ͍ͯΔͨΊΦϯϥΠϯͰλεΫ؅ཧ ͕Ͱ͖Δπʔϧ͕ඞཁ ಋೖޙͷ੒Ռ ɾ$BDPPͷڞಉฤूػೳΛ࢖͏͜ͱͰɺϦΞϧλΠϜ ͰϑΟʔυόοΫΛ൓өͰ͖ΔΑ͏ʹͳΓ࡞ਤָ͕ʹ ɾ#BDLMPHΛ༻͍ɺ֤ࣗͷλεΫͷਐḿΛݟ͑ΔԽɻ ϕϯμʔͱͷΠϯγσϯτ؅ཧʹ΋׆༻
  24. Copyright Nulab,inc. All Rights Reserved. εϚʔτϫʔΫԽ੒ޭࣄྫᶅ ۀ຿ͷଐਓԽΛղফ͠ɺϓϩδΣΫτਐߦͷεϐʔυΞοϓΛ࣮ݱ اۀ໊ גࣜձࣾ೔ຊܦࡁ৽ฉࣾ ैۀһن໛

     ໊Ҏ্ ͝ར༻தͷψʔϥϘαʔϏε #BDLMPH ಋೖલͷ՝୊ ɾΤΫηϧͰͷ৘ใڞ༗͸େن໛ͳϓϩδΣΫτʹ͸ෆ޲ ͖ɻϑΝΠϧྔ͕ଟ͘࠷৽൛͕ຊਓҎ֎෼͔Βͳ͘ͳΔ͜ͱ ͕සൟʹى͖͍ͯͨ ɾਓن໛ͷϓϩδΣΫτ؅ཧͱۀ຿ͷҾ͖ܧ͗ʹରԠͰ ͖Δπʔϧ͕ඞཁ ಋೖޙͷ੒Ռ ɾۀ຿ͷҾ͖ܧ͗΍࢓༷ॻͳͲΛ8JLJͰڞ༗ɻۀ຿ͷଐਓԽ Λղফ͠ϓϩδΣΫτͷਐߦεϐʔυΛվળ ɾࢹೝੑͷ໰୊΍ϑΝΠϧͷॏ͞ͳͲ͕վળɻ୭͕Ͳͷۀ຿ ΛਐΊ͍ͯΔͷ͔ϦΞϧλΠϜͰΘ͔ΔΑ͏ʹͳͬͨͷͰɺ ؅ཧ͕ѹ౗తʹָʹɻͦͷ݁ՌɺΠϯϑϥ։ൃͷޮ཰Խɺε ϐʔυΞοϓʹ΋ܨ͕ͬͨ
  25. None