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。

Transcript

1. ࣍ੈ୅ͷεϚʔτϫʔΫͱ͸ʁ גࣜձࣾψʔϥϘ
   ୅දऔక໾
   ڮຊਖ਼ಙ
2. ࣗݾ঺հ! Copyright Nulab,inc. All Rights Reserved.
3. ڮຊ
   ਖ਼ಙ
   .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
   "TJB
   1UF
   -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΍
    8JLJ
    ͳͲ৘ใڞ༗ʹؔ͢Δ๛෋ ͳػೳ͕ΦʔϧΠϯϫϯ
    ˙
    ௚ײతʹૢ࡞͕ՄೳͳΠϯλʔϑΣʔε
    ˙
    4BB4൛
    
    Πϯετʔϧ൛ͷͭͷܗଶͰఏڙ 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
    ˙
    4BB4൛
    
    Πϯετʔϧ൛ͷͭͷܗଶͰఏڙ
    ˙
    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
    ˙
    4BB4൛
    
    Πϯετʔϧ൛ͷͭͷܗଶͰఏڙ
    ˙
    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
    ɹ
    ϝοηʔδ
    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
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