変更障害率0%よりも「継続的な学習と実験」を価値とする 〜障害を「起こってはならないもの」としていた組織がDirtの実施に至るまで〜 / DevOps Transformation in NAVITIME JAPAN

2023.04.18 DevOpsDays Tokyo 2023
https://www.devopsdaystokyo.org/

Transcript

1. มߋো֐཰ΑΓ΋ʮܧଓతͳֶशͱ࣮
   ݧʯΛՁ஋ͱ͢Δ
   ʙো֐Λʮىͬͯ͜͸ͳΒͳ͍΋ͷʯͱ͠
   ͍ͯͨ૊৫͕%JSUͷ࣮ࢪʹࢸΔ·Ͱʙ
   
   גࣜձࣾφϏλΠϜδϟύϯ
   খాதҭੜ
   

   View Slide

2. খాதҭੜ
   ͓ͩͳ͔͍͓͘
   גࣜձࣾφϏλΠϜδϟύϯ
   

   71PG&OHJOFFSJOH
   #JPHSBQIZ
   

   ܦ࿏୳ࡧͷݚڀ։ൃ෦໳੹೚ऀͱͯ͠.BB4࣌୅ʹϑΟοτͨ͠ϚϧνϞʔμϧܦ࿏୳ࡧͷ։ൃΛਪਐ͠ҠಈମݧͷΞο
   ϓσʔτʹίϛοτϝϯτɻ
   

   71P&ͱͯ͠͸͍͖͍͖ͱͨ͠૊৫ͮ͘ΓΛ໨ࢦͯࣾ͠಺޲͚ΞδϟΠϧ։ൃΨΠυϥΠϯͷ࡞੒͓ΑͼਪਐͳͲʹऔΓ
   ૊ΜͰ͍Δɻ
   ਺೥લɺ.4ͷڇඌ͞Μ͕ࣾ಺Ͱ%FW0QTʹ͍ͭͯߨԋͯͩͬͨ͘͜͠͞ͱΛ͖͔͚ͬʹɺ%FW0QTʹڵຯΛ΋ͬͨɻ
   ஶॻʮ͍ͪ͹Μ΍͍͞͠ΞδϟΠϧ։ൃͷڭຊʯΠϯϓϨε
   
   

   View Slide

3. -FBSOJOH0VUDPNF
   wܧଓతͳֶशͱ࣮ݧ͕૊৫ʹࠜ෇͍͍ͯ͘ϓϩηεΛ஌Δ
   w͏·͍͍ͬͯ͘ͳ͍͜ͱΛڞ༗Ͱ͖ΔϚΠϯυηοτͷ࡞Γ
   ํΛཧղ͢Δ
   
   

   View Slide

4. ͸͡Ίʹ
   ౰ࣾͷ%FW0QTͷาΈʹ͍ͭͯࢲ͕஌͍ͬͯΔ͜ͱ͸͋͘·ͰҰ
   ෦෼Ͱ͢ɻࠓճ͸ʮো֐ʯʹରͯ͠ͷϚΠϯυηοτస׵ͷ࿩͕
   ϝΠϯͰ͕͢ɺͦͷத৺ʹ͍ͨϕςϥϯ2.ͷํͳͲɺࢲҎ֎ͷ
   ࣾ಺ͷ༗ࣝऀ͔Βฉ͍ͨ಺༰͕ଟ෼ʹؚ·Ε͍ͯ·͢ɻ
   ώΞϦϯάʹԠͯͩͬͨ͘͡͞օ͞Μɺ͋Γ͕ͱ͏͍͟͝·͢ɻ
   
   

   View Slide

5. %FW0QTͭͷಓ
   

   View Slide

6. wϑϩʔͷݪଇ
   wϑΟʔυόοΫͷݪଇ
   wܧଓతͳֶशͱ࣮ݧͷݪଇ
   

   View Slide

7. ܧଓతͳֶश͕ϑΟʔυόοΫΛػೳͤ͞ɺϑϩʔΛΑΓΑ͍΋ͷʹ͍ͯ͘͠
   ܧଓతͳֶशͱ࣮ݧ
   IUUQTQJYBCBZDPNJNBHFTJE
   

   View Slide

8. Πϯγσϯτ͸ֶͼͷๅݿɻ
   Ͳ͏΍ͬͯະવʹ๷͙͔
   Ͳ͏΍ͬͯૣظ෮چ͢Δ͔
   ࢲͨͪ͸ࣦഊ͔ΒֶͿ
   

   View Slide

9. 'PVS,FZT
   Πϯγσϯτ͔Βͷֶͼ͸ΤϦʔτ%FW0QTνʔϜ΁ͷୈҰา
   wσϓϩΠͷස౓
   wมߋͷϦʔυλΠϜ
   wαʔϏε෮ݩ࣌ؒ
   wมߋো֐཰
   IUUQTDMPVEHPPHMFDPNCMPHKBQSPEVDUTHDQVTJOHUIFGPVSLFZTUPNFBTVSFZPVSEFWPQTQFSGPSNBODF
   

   View Slide

10. Έͳ͞Μɺʮো֐ൃੜ཰ʯ͸
    Ͳͷఔ౓Λ໨ࢦ͍ͯ͠·͔͢
    

    View Slide

11. 
    

    View Slide

12. 
    

    View Slide

13. 
    

    View Slide

14. 
    

    View Slide

15. 4ʮো֐͸ى͖ͯ͸ͳΒͳ͍΋ͷͩʯ࣌୅
    

    View Slide

16. ೥͘Β͍લͷ౰ࣾͷঢ়گ
    ϕςϥϯ2.ɹ(P5P͞Μ Ծ໊
    
    QMͱͯ͠͸ɺো֐/όά̌݅͸ෆՄೳͳͷͰͦͷதͰ
    ॏΈ͚ͮΛ͢΂͖ͱ͍͏ํ਑Ͱͨ͠ɻ
    
    ͔͠͠ͳ͕Βɺো֐όά̌݅Λ໨ඪͱ͍ͯ͠Δ
    νʔϜ͸ଟ͔ͬͨΑ͏ʹࢥ͍·͢ɻ
    

    View Slide

17. ࣗ෼͸Ͳ͏͔ͩͬͨ
    ࣗ෼ʹͱͬͯ΋ো֐͸ʮ͋ͬͯ͸ͳΒͳ͍͜ͱʯͩͬͨ
    wલ৬͸൒ಋମاۀʹॴଐ
    wख໭Γ͕ԯ୯Ґͷଛ֐ʹͳΓ͏Δ
    wͦΕΏ͑ςετ޻ఔ͸೥୯Ґͷॏްͳ΋ͷ
    wͳͷͰʮো֐Λͳͨ͘͢ΊʹͲΜͲΜςετΛ
    

    ௥Ճ͢Δ΂͖ʯͱ͍͏ελϯεͩͬͨ
    

    View Slide

18. ೥ࠒͷࣗ෼ͷελϯε͕Α͘දΕ͍ͯΔεϥΠυ
    

    View Slide

19. ೥͘Β͍લͷ౰ࣾͷঢ়گ
    ϕςϥϯ2.ɹ(P5P͞Μ Ծ໊
    
    QMͱͯ͠͸ɺো֐/όά̌݅͸ෆՄೳͳͷͰͦͷதͰ
    ॏΈ͚ͮΛ͢΂͖ͱ͍͏ํ਑Ͱͨ͠ɻ
    
    ͔͠͠ͳ͕Βɺো֐όά̌݅Λ໨ඪͱ͍ͯ͠Δ
    νʔϜ͸ଟ͔ͬͨΑ͏ʹࢥ͍·͢ɻ
    ݅Λ໨ඪͱ͠ͳ͚Ε͹ͳΒͳ͍ɺ
    ো֐Λग़ͨ͠Βࣾ಺ʹରͯ͠ँࡑ͠ͳ͚Ε͹ͳΒͳ͍
    ͱ͍͏ۭؾ΋͍ͩͿೱ͔ͬͨΑ͏ʹࢥ͍·͢ɻ
    

    View Slide

20. ͔֬ʹΈΜͳँͬͯͨ
    ౰࣌Α͘ݟ͔͚ͨো֐ใ
    

    View Slide

21. ΋͠ো֐͕ى͖ͯ͠·ͬͨͳΒʢσϓϩΠͰյΕͨͳΒʣ
    IUUQTQJYBCBZDPNJNBHFTJE
    

    View Slide

22. ͙͢ʹͦΕΛڞ༗͠ɺमਖ਼͢Δ͜ͱʹશྗΛͦͦ͗
    IUUQTQJYBCBZDPNJNBHFTJE
    

    View Slide

23. ͔ͦ͜ΒֶͼΛಘ͍ͨ
    IUUQTQJYBCBZDPNJNBHFTJE
    

    View Slide

24. ͔͠͠
    wʮো֐͸ى͖ͯ͸ͳΒͳ͍΋ͷʯͳͷͰো֐͕݅໨ඪ
    ʹܝ͛ΒΕΔ
    wো֐͕ൃੜ͢Δͱ໨ඪະୡʹͳΔͷͰɺٙΘ͍͠΋ͷ΋
    ۃྗো֐ͱͯ͠ѻΘͳ͍ϋοΫ͕ԣߦͯ͠͠·͏
    ϕςϥϯ2.ɹ(P5P͞Μ Ծ໊
    
    ো֐Λใࠂͤͣ಺ʑʹॲཧ͢ΔΑ͏ͳ༷ࢠ΋
    ݟΒΕ·ͨ͠
    

    View Slide

25. ʮى͖͍ͯΔʯͱใࠂͨ͘͠ͳ͍ͷͰࣄޙใࠂʹͳΔ
    ౰࣌Α͘ݟ͔͚ͨো֐ใ
    

    View Slide

26. ͳΔ΂͘஌ΒΕͳ͍Α͏ʹͬͦ͜ΓՐফ͠Λ͍ͯͨ͠ɻ
    ͦͷͨΊରԠʹ͕͔͔࣌ؒΓɺֶͼ΁ͷঢ՚΋ͳ͔ͬͨ
    IUUQTQJYBCBZDPNJNBHFTJE
    

    View Slide

27. ·ͬͨ͘%FW0QTͰ͸ͳ͍ϚΠϯυηοτ
    wσϓϩΠͷස౓
    wมߋͷϦʔυλΠϜ
    wαʔϏε෮ݩ࣌ؒ
    wมߋো֐཰
    IUUQTDMPVEHPPHMFDPNCMPHKBQSPEVDUTHDQVTJOHUIFGPVSLFZTUPNFBTVSFZPVSEFWPQTQFSGPSNBODF
    มߋো֐཰Λʹ͢ΔͨΊʹ͸σϓϩΠස౓ɺมߋͷϦʔυλΠϜ͕٘ਜ਼ʹͳΔ
    

    View Slide

28. (P5P͞Μ Ծ໊
    ͸ಈ͍ͨ
    ϕςϥϯ2.ɹ(P5P͞Μ Ծ໊
    
    ܦӦͱ૬ஊͯ͠ɺ
    ҎԼͷϝοηʔδΛࣾ಺શମʹൃ৴͠·ͨ͠ɻ
    w ະ஌ͷো֐͸ى͜Γ͏Δɻى͖ͯ͠·ͬͨΒ
    

    ૣ͘෮چ͢Δ͜ͱʹूத͠Α͏
    w ࠶ൃ͸๷͝͏ɻӨڹ͕େ͖ͳ΋ͷ͸ಛʹɻ
    w ޡใͰ΋͍͍͔ΒୈҰใΛ଎͘ɻ
    wো֐ൃੜͨ͠ࡍʹࣾ಺ʹ޲͔ͬͯँࡑ͢Δͷ͸΍ΊΑ͏ɻ
    

    View Slide

29. (P5P͞Μ Ծ໊
    ͸ಈ͍ͨ
    ϕςϥϯ2.ɹ(P5P͞Μ Ծ໊
    
    ܦӦͱ૬ஊͯ͠ɺ
    ҎԼͷϝοηʔδΛࣾ಺શମʹൃ৴͠·ͨ͠ɻ
    w ະ஌ͷো֐͸ى͜Γ͏Δɻى͖ͯ͠·ͬͨΒ
    

    ૣ͘෮چ͢Δ͜ͱʹूத͠Α͏
    w ࠶ൃ͸๷͝͏ɻӨڹ͕େ͖ͳ΋ͷ͸ಛʹɻ
    w ޡใͰ΋͍͍͔ΒୈҰใΛ଎͘ɻ
    wো֐ൃੜͨ͠ࡍʹࣾ಺ʹ޲͔ͬͯँࡑ͢Δͷ͸΍ΊΑ͏ɻ
    ʮো֐͸ى͖͏Δ΋ͷͩʯͱ͍͏ϝοηʔδ͕ଧͪग़͞Εɺ
    ࣾ಺ͷۭؾ͕มΘΓ࢝Ίͨ
    

    View Slide

30. 4ʮো֐͸ى͜Γ͏Δ΋ͷͩʯ࣌୅
    

    View Slide

31. Πϯγσϯτڞ༗νϟϯωϧͷ஀ੜ ೥ࠒ
    
    wࣄۀԣஅͰ࿈ܞ͠ͳ͕Βૉૣ͘෮چ͍ͨ͠ͱ͍͏ૂ͍͔Β஀ੜ
    w೥͔Βݱࡏ·Ͱ͸4MBDL্ͰӡӦ
    

    View Slide

32. ౰ॳͷڞ༗νϟϯωϧͷঢ়گ
    wϝϯγϣϯઌͳͲ͕ࡉ͔͘ఆٛ͞Εͨॏްͳӡ༻
    wۓٸੑ͕௿͍΋ͷ͸౤ߘͰ͖ͳ͍ۭؾײ
    w౰࣌͸4MBDLʹεϨουػೳ͕ͳ͘౤ߘ͕૿͑͗͢Δͱ࿩Λ௥͍ͮΒ͘ͳ
    Δɺͱ͍͏ࣄ৘΋͋ͬͨ
    wڞ༗νϟϯωϧͷଘࡏ͸େ͖ͳҰา͕ͩͬͨɺো֐ใΛग़͢͜ͱ΁ͷ఍߅ײ͕
    Ұ໷ʹͯ͠ফ͑ͨΘ͚Ͱ͸ͳ͔ͬͨ
    

    View Slide

33. νϟϯωϧ։ઃͱฏߦͯ͠ɺো֐ใࠂɾ࠶ൃ๷ࢭࡦʹ͍ͭͯͷࣾ಺ษڧձ͕։࠵
    

    View Slide

34. ͜ͷҰจʹϋοͱͨ͠
    

    View Slide

35. ࣮ࡍʹىͬͨ͜ো֐͔ΒֶͿԋश΋Կ౓͔։࠵͞Εͨ
    

    View Slide

36. ো֐ใࠂΛద੾ʹߦ͏͜ͱͰૣظ෮چΛ࣮ݱ͠ɺ૊৫ֶ͕΂Δɺͱ͍͏Ձ஋؍
    IUUQTQJYBCBZDPNJNBHFTJE
    

    View Slide

37. 2.ϝϯόʔͷϊ΢ϋ΢͕ࣾ಺ʹڞ༗͞Ε
    wྑ͍࠶ൃ๷ࢭࡦʹඞཁͳߟ͑ํ
    wϑΣʔϧηʔϑɺϑʔϧϓϧʔϑ
    wࣗಈݕ஌
    w΍Γ͕͕ͪͩྑ͘ͳ͍࠶ൃ๷ࢭࡦ
    wʮඞཁʹԠͯ͡ʯυΩϡϝϯτʹ௥ه
    wίʔυཧղΛਐΊΔ
    wνΣοΫ߲໨ΛݟΔश׳Λ͚ͭΔ
    

    View Slide

38. ద੾ͳֶͼํ͕޿͕͍ͬͯͬͨ
    IUUQTQJYBCBZDPNJNBHFTJE
    

    View Slide

39. ࣗ෼͸Ͳ͏͔ͩͬͨ
    ো֐ใʹର͢Δೝ͕ࣝมΘ͍ͬͯͬͨɻ͜ͷ࣌ظɺಉ༷ʹҙ͕ࣝมΘ͍ͬͯͬͨਓ͕ଟ͔ͬͨΑ͏ʹࢥ͏
    ͦ͏͔ɺ൓লจͰ͸ͳ͘
    ૊৫ֶ͕श͢ΔͨΊͷ
    ॏཁͳࢀߟࢿྉʹͳΔͷ͔
    

    View Slide

40. ͦͯ͠
    

    View Slide

41. ʘ%FW0QT%FW0QTʗ
    

    View Slide

42. ڇඌ͞Μͱͷग़ձ͍
    ೥ɺϚΠΫϩιϑτڇඌ͞Μ͕φϏλΠϜδϟύϯࣾ಺ͷษڧձʹ֎෦ߨࢣͱͯ͠ొஃ
    wͱʹ͔͍͘͢͝ΤωϧΪʔ
    wʮ%FW0QTʯͬͯڣΜͰͨ
    w඼࣭Λ௥ٻ͢Δͱ͜Ζ͸͢Δ΂͖ɺϓϩμΫτͱؔ܎ͳ͍ͱ͜Ζ͸
    

    όοαϦ੾Ζ͏ɺͱ͍͏ྗڧ͍ϝοηʔδ
    

    View Slide

43. ڇඌ͞Μͱͷग़ձ͍
    ೥ɺϚΠΫϩιϑτڇඌ͞Μ͕φϏλΠϜδϟύϯࣾ಺ͷษڧձʹ֎෦ߨࢣͱͯ͠ొஃ
    wͱʹ͔͍͘͢͝ΤωϧΪʔ
    wʮ%FW0QTʯͬͯڣΜͰͨ
    w඼࣭Λ௥ٻ͢Δͱ͜Ζ͸͢Δ΂͖ɺϓϩμΫτͱؔ܎ͳ͍ͱ͜Ζ͸
    

    όοαϦ੾Ζ͏ɺͱ͍͏ྗڧ͍ϝοηʔδ
    

    View Slide

44. ʮԿΛݕূ͢Ε͹͍͍͔ʁશ෦ʂ։ൃͨ͠΋ͷશ෦ʂʯͳࣗ෼ʹ͸িܸͩͬͨ
    

    View Slide

45. ڇඌ͞Μͱͷग़ձ͍Λ͖͔͚ͬʹʮςετʯͱ͍͏΋ͷ΁ͷҙࣝ΋มΘ͍ͬͯͬͨ
    όά͕ͳ͍͜ͱΛ
    อূ͢Δ
    ։ൃऀ͕νϟϨϯδ
    Ͱ͖Δ؀ڥΛͭ͘Δ
    

    View Slide

46. ঃʑʹ%FW0QTͷϚΠϯυηοτ΁స׵͍ͯͬͨ͠ɻ͖ͬͱࣗ෼͚ͩ͡Όͳ͍ɻ
    wσϓϩΠͷස౓
    wมߋͷϦʔυλΠϜ
    wαʔϏε෮ݩ࣌ؒ
    wมߋো֐཰
    IUUQTDMPVEHPPHMFDPNCMPHKBQSPEVDUTHDQVTJOHUIFGPVSLFZTUPNFBTVSFZPVSEFWPQTQFSGPSNBODF
    ো֐ʹ໨Λഎ͚ͣɺ͔ͦ͜Βֶͼ'PVS,FZTΛ޲্ͤ͞Δͱ͍͏ҙࣝͷժੜ͑
    

    View Slide

47. Πϯγσϯτڞ༗νϟϯωϧͷΧδϡΞϧԽ ೥ࠒ
    
    wJOGP@USPVCMF΁ͷ౤ߘ͸·ͩ৺ཧతϋʔυϧ͕ߴ͍ঢ়ଶ
    wʮ΋͔ͯ͜͠͠Εো֐͔΋ ʯΛڞ༗Ͱ͖ΔJOGP@USPVCMF@MJUF͕஀ੜ
    

    View Slide

48. ͜ͷͱ͖ࢥ͍ͬͯͨ͜ͱ
    ͦ͜͸JOGP@USPVCMFͰ͍͍ͷͰ͸
    ಉ͡Α͏ͳ໨తͷνϟϯωϧ͕ෳ਺
    ͋ΔͱࠞཚΛট͘ͷͰ͸ɻ
    JOGP@USPVCMF΁ͷ౤ߘͷ
    ৺ཧతϋʔυϧΛԼ͛Δɺ
    ͱ͍͏ͷ͕΍Δ΂͖͜ͱͰ͸
    

    View Slide

49. (P5P͞Μ Ծ໊
    ʹฉ͍ͯΈͨ
    ͳͥJOGP@USPVCMF@MJUF
    ຊ౰͸͢΂ͯ#info_troubleʹྲྀΕͯ΄͍͠ͷͰ͕͢ɺ
    νʔϜ͝ͱʹো֐ͷج४ɺԹ౓ײ͕·ͪ·ͪͳͷ΋
    ͋Γɺো֐ج४·Ͱ͍͔ͳ͍΋ͷ͸ΧδϡΞϧʹlite
    ʹྲྀͯ͠΄͍͠ͱ͍͏ϝοηʔδΛ͠·ͨ͠ɻ
    
    ࣮ࡍαʔϏε͔Β͢Δͱো֐Ͱ͠ΐίϨ͍ͬͯ͏ͷ
    ͕݁ߏݟ͔ͭΔͷͰૂ͍௨ΓͰ͸͋Γ·͢ɻ
    ϕςϥϯ2.ɹ(P5P͞Μ Ծ໊
    
    

    View Slide

50. ΧδϡΞϧͳڞ༗͕࣮ݱͨ͠എܠ
    w(P5P͞Μ Ծ
    ͷૂ͍͕త֬ͩͬͨ
    w4MBDLʹεϨουػೳ͕࣮૷͞Ε࿩୊͝ͱͷަ௨੔ཧ͕͠΍͘͢ͳͬͨ
    w௕೥ͷऔΓ૊ΈͰͦ΋ͦ΋ো֐݅਺ࣗମ͕ݮ͖͍ͬͯͯͨ
    wো֐͕ൃੜ͠ͳ͍͜ͱΛفΔͷͰ͸ͳ͘ɺো֐͸ൃੜ͢ΔͱೝΊɺൃੜ͍ͯ͠
    Δ࣌ؒΛ୹͘͢Δ͜ͱʹ࿑ྗΛׂ͘΂͖ɺͱ͍͏ҙ͕ࣝժੜ͑࢝Ί͍ͯͨ
    

    View Slide

51. 43&αΠτϦϥΠΞϏϦςΟΤϯδχΞϦϯάʕ(PPHMFͷ৴པੑΛࢧ͑ΔΤϯδχΞϦϯάνʔϜΦϥΠϦʔɾδϟύϯ
    lΤϥʔόδΣοτ͸ɺΛ৴པੑͷ໨
    ඪͱ͢Δ͜ͱ͸ɺجຊతʹ͍͔ͳΔ৔߹ʹ
    ΋ؒҧ͍ͬͯΔͱ͍͏ॴݟ͔Βੜͨ͡΋ͷ
    Ͱ͢ɻ
    ʙதུʙ
    43&ͷ໨ඪ͸ɺ΋͸΍ʮαʔϏεো֐Λθ
    ϩʹ͢Δ͜ͱʯͰ͸ͳ͘ͳΓ·͢ɻz
    

    View Slide

52. ੲͱൺ΂σϓϩΠස౓͸্͕ΓϦʔυλΠϜ͸୹ॖ͍ͯͨ͠
    wσϓϩΠͷස౓
    wมߋͷϦʔυλΠϜ
    wαʔϏε෮ݩ࣌ؒ
    wมߋো֐཰
    IUUQTDMPVEHPPHMFDPNCMPHKBQSPEVDUTHDQVTJOHUIFGPVSLFZTUPNFBTVSFZPVSEFWPQTQFSGPSNBODF
    ͍͍ͩͨͲͷνʔϜ΋ʮΤϦʔτҰาखલʯ·Ͱ͖͍ͯͨ
    

    View Slide

53. ͜ͷͱ͖ࢥ͍ͬͯͨ͜ͱ
    ੲͱൺ΂Δͱ͔ͳΓ͍͍ײ͡ʂ
    ΍ΕΔ͜ͱ͸͚ͬ͜͏΍͔ͬͨͳ
    

    View Slide

54. ͋ΔΧϯϑΝϨϯεͰͷ
    ӡ໋తͳग़ձ͍
    

    View Slide

55. 4ʮো֐͸ى͜Γ͏Δ΋ͷͰɺରॲͰ͖Δ΋ͷͩʯ࣌୅
    

    View Slide

56. εΫϥϜϑΣεେࡕ
    

    View Slide

57. "HJMF5FDI&YQPτϥοΫͰొஃ
    

    View Slide

58. ͋Γ͕͍ͨ͝ްҙ
    IUUQTOPUFDPNMMNJOBUPMMOOCE
    "HJMF5FDI&YQPͷΩϟϥΫλʔʮ͋͡Όͯ͘Μʯ
    ট଴࿮͕͋ΔͷͰ͕͢ɺ
    ձࣾͷํͰট଴͍ͨ͠ํ͍·͔͢
    

    View Slide

59. ΞδϟΠϧݚमΛड͚ͨϝϯόʔʹࢀՃͯ͠΋Β͏͜ͱʹͨ͠
    

    View Slide

60. ༠ͬͨ
    ΞδϟΠϧݚमडߨऀṷ͖ͭ͞Μ Ծ໊
    
    εΫϥϜϑΣεେࡕ
    ࢀՃͯ͠Έ·ͤΜ͔ʁ
    ؾʹͳΓ·͢ʂ
    ΑΖ͚͠Ε͹ͥͻʂ
    

    View Slide

61. ͳͥ༠͔ͬͨ
    ΞδϟΠϧݚमडߨऀṷ͖ͭ͞Μ Ծ໊
    
    wṷ͖ͭ͞Μ Ծ໊
    ͸ΞδϟΠϧݚमडߨऀ
    wडߨ͙ͯࣗ͢͠෼ͷνʔϜʹΞδϟΠϧΛಋೖͨ͠
    wεΫϥϜϑΣεେࡕʹࢀՃ͢Δ͜ͱͰଟ͘Λٵऩ͢Δ
    ͩΖ͏ɺͱ͍͏͜ͱΛظ଴
    

    View Slide

62. εΫϑΣεେࡕऴྃ
    

    View Slide

63. εΫϥϜϑΣεେࡕͰଟ͘ΛֶΜͰ͘Εͨ
    ΞδϟΠϧݚमडߨऀṷ͖ͭ͞Μ Ծ໊
    
    εΫϥϜϑΣε
    ͍Ζ͍ΖษڧʹͳΓ·ͨ͠
    τϥϒϧରԠ܇࿅ %J35
    
    ͷηογϣϯ͕
    ͘͢͝Α͔ͬͨͰ͢
    

    View Slide

64. ṷ͖ͭ͞Μ Ծ
    ͸඼࣭Λେ੾ʹ͍ͯ͠ΔΤϯδχΞɾϚωʔδϟʔ
    ΋ͱ΋ͱγεςϜো֐ରԠԋशΛ࣮ࢪ͓ͯ͠Γɺ%J35ͷηογϣϯʹڧ͘ڞײͨ͠໛༷
    ΞδϟΠϧݚमडߨऀṷ͖ͭ͞Μ Ծ໊
    
    γεςϜো֐ରԠԋशΛͨ͠࿩ IUUQTOPUFDPNOBWJUJNF@UFDIOOCGE
    ΑΓ
    

    View Slide

65. εΫϑΣεେࡕऴྃ
    ೔ޙ
    

    View Slide

66. ˞φϏΧϨφϏλΠϜδϟύϯࣾ಺Ͱ։࠵͞ΕΔษڧձ
    

    View Slide

67. ߦಈ͕ૣ͍
    

    View Slide

68. ͦͷ೔
    ɺφϏλΠϜδϟύϯ͕%J35ͱग़ձͬͨ
    

    View Slide

69. ͦͯ͠
    ʮԶͨͪͷ%J35ʯࣾ಺্өձ
    ࣮ࢪ௚ޙ ౰೔
    
    

    View Slide

70. View Slide

71. ߦಈ͕ૣ͍
    

    View Slide

72. ͞Βʹ਺೔ޙ
    

    View Slide

73. ো֐ͷૣظݕ஌ɾਝ଎ͳ෮چΛՄೳʹ͢ΔͨΊɺ
    ؔ࿈͢ΔશͯͷνʔϜͱ߹ಉ%J35Λ࣮ࢪ͠·͢
    "1*ج൫νʔϜͷϚωʔδϟʔ࡫ஂࢠ͞Μ Ծ໊
    
    

    View Slide

74. ల։͕ૣ͍
    

    View Slide

75. "1*ج൫νʔϜͷϚωʔδϟʔ࡫ஂࢠ͞Μ Ծ໊
    
    ো֐ͷૣظݕ஌ɾਝ଎ͳ෮چΛՄೳʹ͢Δɺͱ͍͏
    ໨ࢦ͕࢟͢ઌʹ͋Γ·ͨ͠ɻ
    ࣮ࡍʹো֐ͱ޲͖߹͏લʹ༧ߦ࿅शͰ͖Δ%J35͕
    ໨ࢦ͢ͱ͜Ζͱ͘͢͝Ϛονͯͦ͠͏ͳͷͰ
    ,3ͱͯ͠࠾༻͠·ͨ͠ɻ
    ͳͥͦΜͳεϐʔυͰ%J35ͷ࣮ࢪΛܾΊͨͷ͔ฉ͍ͯΈͨ
    

    View Slide

76. Ұϲ݄଍ΒͣͰ͋ͬͱ͍͏ؒʹ%J35͕޿͕͍ͬͯͬͨ
    
    εΫϥϜϑΣεେࡕ
    
    φϏλΠϜδϟύϯͰ
    ʮ%J35ʙʯ
    ࢹௌձ
    
    φϏλΠϜδϟύϯͰ
    ॳͷ%J35࣮ࢪ
    ࠒ
    "1*ج൫νʔϜ
    %J35࣮ࢪΛ໨ඪԽ
    

    View Slide

77. %J35 ো֐ରԠԋश
    Λ܁Γฦͯ͠෼͔ͬͨͭͷ͜ͱ IUUQTOPUFDPNOBWJUJNF@UFDIOOBCE
    ΑΓ
    "1*։ൃνʔϜ͸ண࣮ʹ%J35Λ࣮ࢪ͍͖ͯ͠ޮՌΛग़͍ͯͨ͠
    ܁Γฦ͠ͷޮՌ
    ਺Λ͜ͳ͢͜ͱͰɺܦݧͷઙ͍ϝϯόʔ΋
    ো֐ରԠʹ׳Ε͍ͯͬͨ
    ͲΜͳো֐͕ى͖ͨͱ͖Ͱ΋ରԠͷྲྀΕ͸͍͍ͩͨҰ
    ॹͩɺͱ͍͏͜ͱʹ%J35Λ௨ͯ͠ؾ͍ͮͨ
    
    ճ໨·Ͱͷ%J35ͷ࣮ࢪ಺༰ධՁ
    "1*։ൃνʔϜͷҐஔ෇͚
    

    View Slide

78. %J35Λ௨ͯ͠ΑΓΑ͍ো֐ରԠͷࡏΓํ͕໛ࡧ͞Εɺվળ͞Ε͍ͯͬͨ
    

    View Slide

79. ͞Βʹ
    

    View Slide

80. %J35ͱབྷΊͯʮೖ໳؂ࢹʯͷಡॻձ্ཱ͕͕ͪΔ
    

    View Slide

81. ʮܧଓతͳֶशͱ࣮ݧʯ͕ػೳ͍ͯ͠Δʂ
    ܧଓతͳֶशͱ࣮ݧ
    IUUQTQJYBCBZDPNJNBHFTJE
    

    View Slide

82. ͏·͍͍ͬͯ͘ͳ͍͜ͱΛڞ༗͠ɺֶश͢ΔϚΠϯυηοτ΁ͱస׵͍ͯͨ͠
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    ʮো֐͸ى͖ͯ͸ͳΒͳ͍΋ͷͩʯ ʮো֐͸ى͜Γ͏Δ΋ͷͩʯ ʮରॲͰ͖Δ΋ͷͩʯ
    

    View Slide

83. ʮো֐ൃੜ࣌ͷରԠʯΛ֎෦ʹൃ৴Ͱ͖Δ͘Β͍ΦʔϓϯͳϚΠϯυʹͳͬͨ
    ো֐ൃੜ࣌ʹඃ֐Λ࠷খݶʹ͢ΔͨΊͷୈҰา IUUQTOPUFDPNOBWJUJNF@UFDIOOGBDC
    ΑΓ
    

    View Slide

84. ͳʹ͕૊৫Λม͑ͨͷ͔
    

    View Slide

85. εΫϥϜϑΣεେࡕͷӨڹ͕େ͖͔ͬͨͷ͸ؒҧ͍ͳ͍
    
    εΫϥϜϑΣεେࡕ
    
    φϏλΠϜδϟύϯͰ
    ʮ%J35ʙʯ
    ࢹௌձ
    
    φϏλΠϜδϟύϯͰ
    ॳͷ%J35࣮ࢪ
    ࠒ
    "1*ج൫νʔϜ
    %J35࣮ࢪΛ໨ඪԽ
    

    View Slide

86. ṷ͸೤͍͏ͪʹ৯͑ɻṷ͖ͭ͞Μͷ೤ྔ͕ਓΛಈ͔ͨ͠
    ΞδϟΠϧݚमडߨऀṷ͖ͭ͞Μ Ծ໊
    
    %J35ͷಈըݟ·͠ΐ͏
    %J35΍ͬͯΈ·͠ΐ͏
    

    View Slide

87. ͡Ό͋ɺͳͥͦͷ೤ྔΛड͚औΔ͜ͱ͕Ͱ͖ͨͷͩΖ͏ɻ
    εΫϥϜϑΣεେࡕʹࢀՃ͍ͯͨ͠Θ͚Ͱ΋ͳ͍ͷʹɻ
    ΞδϟΠϧݚमडߨऀṷ͖ͭ͞Μ Ծ໊
    
    %J35ͷಈըݟ·͠ΐ͏
    %J35΍ͬͯΈ·͠ΐ͏
    ো֐ͷૣظݕ஌ɾਝ଎ͳ෮چΛՄೳʹ͢ΔͨΊɺ
    ؔ࿈͢ΔશͯͷνʔϜͱ߹ಉ%J35Λ࣮ࢪ͠·͢
    "1*ج൫νʔϜͷϚωʔδϟʔ࡫ஂࢠ͞Μ Ծ໊
    
    

    View Slide

88. "1*ج൫νʔϜͷϚωʔδϟʔ࡫ஂࢠ͞Μ Ծ໊
    
    ো֐ͷૣظݕ஌ɾਝ଎ͳ෮چΛՄೳʹ͢Δɺͱ͍͏
    ໨ࢦ͕࢟͢ઌʹ͋Γ·ͨ͠ɻ
    ࣮ࡍʹো֐ͱ޲͖߹͏લʹ༧ߦ࿅शͰ͖Δ%J35͕
    ໨ࢦ͢ͱ͜Ζͱ͘͢͝Ϛονͯͦ͠͏ͳͷͰ
    ,3ͱͯ͠࠾༻͠·ͨ͠ɻ
    ʮো֐͸ى͜Δ΋ͷʯʮͦΕʹਝ଎ʹରԠ͍ͨ͠ʯͱ͍͏ؾ͕࣋ͪઌʹ͋ͬͨ
    

    View Slide

89. ௕͍ظؒΛ͔͚ͯจԽ͕࡞ΒΕɺεΫϑΣεେࡕΛ͖͔͚ͬʹܶతͳมԽ͕ى͖ͨ
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    ʮো֐͸ى͖ͯ͸ͳΒͳ͍΋ͷͩʯ ʮো֐͸ى͜Γ͏Δ΋ͷͩʯ ʮରॲͰ͖Δ΋ͷͩʯ
    ো
    ֐
    ͸
    ى
    ͖
    Δ
    ΋
    ͷ
    ͩ
    ͱ
    ͍
    ͏
    
    ϝ
    η
    δ
    ͷ
    ଧ
    ͪ
    ग़
    ͠
    ো
    ֐
    ڞ
    ༗
    ν
    ϯ
    ω
    ϧ
    
    ஀
    ੜ
    ࣾ
    ಺
    ษ
    ڧ
    ձ
    Ͱ
    ͷ
    
    ܒ
    ໤
    ো
    ֐
    ڞ
    ༗
    ν
    ϯ
    ω
    ϧ
    ܰ
    ྔ
    ൛
    
    ஀
    ੜ
    ε
    Ϋ
    ϑ
    ε
    େ
    ࡕ
    %J35
    ಋ
    ೖ
    ڇ
    ඌ
    ͞
    Μ
    
    φ
    Ϗ
    λ
    Π
    Ϝ
    ʹ
    དྷ
    ͨ
    Δ
    43&
    ͷ
    ֓
    ೦
    ͕
    ਁ
    ಁ
    %J35
    ಈ
    ը
    ࢹ
    ௌ
    ձ
    

    View Slide

90. มԽͷ͖͔͚ͬͱͳͬͨਓ͕͍ͨɻࠜؾڧ͘จԽΛҭΜͩਓ͕͍ͨɻ
    

    View Slide

91. ͦͯ͠ɺڞʹมԽͨ͠ϝϯόʔ͕͍ͨͪͨɻ
    

    View Slide

92. มԽ͸θϩˠΠνͰ͸ͳ͍
    ʮো֐Λىͯ͜͠ਃ͠༁͋Γ·ͤΜʯͱ͍͏ϚΠϯυηοτ͔Βো֐ൃੜ࣌ͷରԠΛࣾ֎ʹެ։Ͱ͖ΔϚΠϯυηοτ
    ΁ͷస׵͸ɺҰ໷ʹͯ͠ىͬͨ͜Θ͚Ͱ͸ͳ͍
    

    View Slide

93. ϝοηʔδΛଧͪग़͠ɺݴ༿Ͱ఻͑Δɻ
    ࢓૊ΈΛͭ͘Γɺ໨ࢦ͢จԽʹԊͬͨߦಈΛଅ͢ɻ
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    ʮো֐͸ى͖ͯ͸ͳΒͳ͍΋ͷͩʯ ʮো֐͸ى͜Γ͏Δ΋ͷͩʯ ʮରॲͰ͖Δ΋ͷͩʯ
    ো
    ֐
    ͸
    ى
    ͖
    Δ
    ΋
    ͷ
    ͩ
    ͱ
    ͍
    ͏
    
    ϝ
    η
    δ
    ͷ
    ଧ
    ͪ
    ग़
    ͠
    ো
    ֐
    ڞ
    ༗
    ν
    ϯ
    ω
    ϧ
    
    ஀
    ੜ
    ࣾ
    ಺
    ษ
    ڧ
    ձ
    Ͱ
    ͷ
    
    ܒ
    ໤
    ো
    ֐
    ڞ
    ༗
    ν
    ϯ
    ω
    ϧ
    ܰ
    ྔ
    ൛
    
    ஀
    ੜ
    ε
    Ϋ
    ϑ
    ε
    େ
    ࡕ
    %J35
    ಋ
    ೖ
    ڇ
    ඌ
    ͞
    Μ
    
    φ
    Ϗ
    λ
    Π
    Ϝ
    ʹ
    དྷ
    ͨ
    Δ
    43&
    ͷ
    ֓
    ೦
    ͕
    ਁ
    ಁ
    %J35
    ಈ
    ը
    ࢹ
    ௌ
    ձ
    

    View Slide

94. จԽ͸άϥσʔγϣϯͷΑ͏ʹมԽ͠ɺ͖͔͚ͬΛಘͯେมֵΛى͜͢ɻ
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    ʮো֐͸ى͖ͯ͸ͳΒͳ͍΋ͷͩʯ ʮো֐͸ى͜Γ͏Δ΋ͷͩʯ ʮରॲͰ͖Δ΋ͷͩʯ
    ো
    ֐
    ͸
    ى
    ͖
    Δ
    ΋
    ͷ
    ͩ
    ͱ
    ͍
    ͏
    
    ϝ
    η
    δ
    ͷ
    ଧ
    ͪ
    ग़
    ͠
    ো
    ֐
    ڞ
    ༗
    ν
    ϯ
    ω
    ϧ
    
    ஀
    ੜ
    ࣾ
    ಺
    ษ
    ڧ
    ձ
    Ͱ
    ͷ
    
    ܒ
    ໤
    ো
    ֐
    ڞ
    ༗
    ν
    ϯ
    ω
    ϧ
    ܰ
    ྔ
    ൛
    
    ஀
    ੜ
    ε
    Ϋ
    ϑ
    ε
    େ
    ࡕ
    %J35
    ಋ
    ೖ
    ڇ
    ඌ
    ͞
    Μ
    
    φ
    Ϗ
    λ
    Π
    Ϝ
    ʹ
    དྷ
    ͨ
    Δ
    43&
    ͷ
    ֓
    ೦
    ͕
    ਁ
    ಁ
    %J35
    ಈ
    ը
    ࢹ
    ௌ
    ձ
    

    View Slide

95. ࠓ͸·ͩΤϦʔτͰ͸ͳ͍͕ɺ͖ͬͱࢲୡ͸ΤϦʔτνʔϜʹͳΕΔɻ
    wσϓϩΠͷස౓
    wมߋͷϦʔυλΠϜ
    wαʔϏε෮ݩ࣌ؒ
    wมߋো֐཰
    IUUQTDMPVEHPPHMFDPNCMPHKBQSPEVDUTHDQVTJOHUIFGPVSLFZTUPNFBTVSFZPVSEFWPQTQFSGPSNBODF
    

    View Slide

96. จԽ͸ٸʹ͸มΘΒͳ͍ɻࢦ਑Λଧͪग़͠ɺͦͷ
    ࢦ਑ʹԊͬͨߦಈΛଅ͢࢓૊ΈΛͭ͘Δɻ
    ͦ͜Ͱֶशͱ࣮ݧ͕ى͜Γɺʮܧଓతͳֶशͱ࣮
    ݧʯ͕૊৫ʹࠜ෇͍͍ͯ͘ɻ
    

    View Slide

97. 5IBOLT
    

    View Slide