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運用自動化に必要な対応指針 〜 運用自動化をめぐる落とし穴と対応指針 /20180614-interop

opelab
June 14, 2018

運用自動化に必要な対応指針 〜 運用自動化をめぐる落とし穴と対応指針 /20180614-interop

2018年6月14日にInterop Tokyo 2018のセッション「ネットワーク運用自動化とその羅針盤 ~サービス価値向上のための処方箋~」で発表したときの資料です。

有料セッションのため公開を保留していました。(公開日: 2019/12/06)

(運用設計ラボ合同会社 波田野裕一)

opelab

June 14, 2018
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Transcript

  1. Operation Lab
    ӡ༻ઃܭϥϘ
    1
    ӡ༻ઃܭϥϘ߹ಉձࣾ
    γχΞΞʔΩςΫτ೾ా໺༟Ұ

    *OUFSPQ5PLZP
    ωοτϫʔΫӡ༻ࣗಈԽͱͦͷཏ਑൫
    ʙαʔϏεՁ஋޲্ͷͨΊͷॲํᝦʙ
    ʙӡ༻ࣗಈԽΛΊ͙Δམͱ݀͠ͱରԠࢦ਑
    ӡ༻ࣗಈԽʹඞཁͳରԠࢦ਑

    View Slide

  2. ֓ཁ
    Operation Lab
    ӡ༻ઃܭϥϘ
    ʮӡ༻ࣗಈԽʯຊདྷͷ໨తͰ͋Δɺӡ༻ͷޮ཰ԽʹΑΔ
    ʮαʔϏεఏڙՁ஋ͷ૿େʯͱʮ01&9ͷ࡟ݮʯΛ࣮ݱ
    ͢ΔͨΊͷɺඞཁͳࢦ਑Λఄࣔ͠·͢ɻ

    View Slide

  3. Operation Lab
    ӡ༻ઃܭϥϘ
    ΞδΣϯμ
    3
    ʮӡ༻ࣗಈԽʯͷམ݀͠
    ʮӡ༻ࣗಈԽʯΛΊ͙Δঢ়گ
    ࣗ෼ୡͷʮӡ༻ʯʹର͢Δࢦ਑ΛܾΊΔ
    ʮ01&9ͷ࡟ݮʯͷͨΊͷࢦ਑
    ʮαʔϏεఏڙՁ஋ͷ૿େʯͷͨΊͷࢦ਑
    ʮӡ༻ࣗಈԽʯͷͨΊͷࢦ਑
    ·ͱΊ

    View Slide

  4. Operation Lab
    ӡ༻ઃܭϥϘ
    ʮӡ༻ࣗಈԽʯͷམ݀͠
    4

    View Slide

  5. Operation Lab
    ӡ༻ઃܭϥϘ
    5
    ʮӡ༻ࣗಈԽʯʹ͸
    ʮ஌ΒΕ͍ͯͳ͍ෆ౎߹ʯ
    ͕ଘࡏ͢Δ
    ݱ৔ࢹ఺ Ϛωδϝϯτࢹ఺

    View Slide

  6. ӡ༻ࣗಈԽɺෆ౎߹ͳਅ࣮ ݱ৔ࢹ఺

    • ਅ࣮ࣗಈԽ͸ߗ௚Խ
    • ʮӡ༻ࣗಈԽʯ͸ɺۀ຿Λߗ௚Խͤ͞Δ
    • ʮ͓໾ॴରԠʯ͔͠Ͱ͖ͳ͍௿෇ՃՁ஋ͳӡ༻ݱ৔΁
    • ਅ࣮਎͔ۙΒ࢝ΊΔͱෳࡶոحԽ
    • ʮ΍ΕΔͱ͜Ζ͔ΒࣗಈԽʯ͸ฐ֐ΛੜΉ
    • อक΋มߋ΋Ͱ͖ͳ͍ϞϊϦγοΫͳࣗಈԽ܈ͷ஀ੜ
    • ਅ࣮ࣗಈԽͷण໋͸୹͍
    • ࣗಈԽͷण໋͸ɺظ଴ͨ͠ΑΓ΋ͣͬͱ୹͍
    • ࢿ࢈ͱࢥͬͯؤுͬͨࣗಈԽ͕ɺ͋ͬͱ͍͏ؒʹෛ࠴Խ ແՁ஋Խ

    Operation Lab
    ӡ༻ઃܭϥϘ
    6
    ʮӡ༻ࣗಈԽʯʹ͸ɺʮ஌ΒΕ͍ͯͳ͍ෆ౎߹ʯ͕ଘࡏ͢Δ
    ʮӡ༻ࣗಈԽʯͷམ݀͠
    ग़య:ʮӡ༻ࣗಈԽɺෆ౎߹ͳਅ࣮ʯ
    https://speakerdeck.com/opelab/20171212-automation

    View Slide

  7. ӡ༻ࣗಈԽɺෆ౎߹ͳਅ࣮ Ϛωδϝϯτࢹ఺

    • ਅ࣮ʮӡ༻ࣗಈԽʯ͸໨తʹͳΓ΍͍͢
    • ࣮࣭తͳޮՌ͕ͳͯ͘΋ɺಋೖࣗମ͕ʮ੒Ռʯͱͯ͠ධՁ͞Ε΍͍͢ɻ
    • ੒Ռ໨తͷਓʹΑΔʮমാ೶ۀతͳӡ༻ࣗಈԽʯ͕ߦΘΕ΍͍͢ɻ
    • ਅ࣮ʮӡ༻ࣗಈԽʯ͸Ϣʔβʹ͸ؔ܎ͳ͍
    • Ϣʔβ͸ʮखಈ͔ࣗಈ͔ʯΑΓ΋ɺʮ඼࣭΍ೲظʯΛؾʹ͢Δɻ
    • αʔϏεՁ஋ͷ্͕Βͳ͍ࣗಈԽ͸Ϗδωεతʹ͸ແՁ஋
    • ਅ࣮޻਺࡟ݮ໨తͷʮӡ༻ࣗಈԽʯ͸ࣗ໓ͷೖޱ
    • ʮ࡟ݮ͞Εͨ޻਺ʯ͕੒ՌࢦඪͱͳΓɺ࠷ऴతʹ޻਺θϩ΁ͷྗֶ͕ಇ͘ɻ
    • ݁Ռͱͯ͠ʮ޻਺ʯͰ͸ͳ͘ʮӡ༻Ձ஋ʯͷ࡟ݮεύΠϥϧʹೖΔɻ ແՁ஋Խ

    Operation Lab
    ӡ༻ઃܭϥϘ
    7
    ʮӡ༻ࣗಈԽʯʹ͸ɺʮ஌ΒΕ͍ͯͳ͍ෆ౎߹ʯ͕ଘࡏ͢Δ
    ʮӡ༻ࣗಈԽʯͷམ݀͠
    ग़య:ʮੜ͖࢒Δӡ༻؅ཧऀ ʙӡ༻ࣗಈԽΛ੒ޭͤ͞Δਓɺࣦഊͤ͞Δਓʙʯ
    https://speakerdeck.com/opelab/20180608-itmedia-sre

    View Slide

  8. ʮӡ༻ࣗಈԽʯʹࣦഊ͢ΔՄೳੑ͸ߴ͍
    8
    ೔ຊͷʮӡ༻ࣗಈԽʯ͸ɺԿΒ͔ͷܗͰࣦഊ͢Δ͜ͱ͕ଟ͍ɻ
    ϚωδϝϯτىҼͷʮӡ༻ࣗಈԽʯࣦഊ
    ʮӡ༻ࣗಈԽʯͷམ݀͠
    ݱ৔ىҼͷʮӡ༻ࣗಈԽʯࣦഊ
    ࣗಈԽʹΑͬͯߗ௚Խ͢Δɻ
    ਎͔ۙΒ࢝ΊͯෳࡶոحԽ͢Δɻ
    ࣗಈԽͷण໋͕୹͔͘ɺ޻਺͕ແବʹͳΔɻ
    ʮӡ༻ࣗಈԽ͕໨తʯʹͳΓ໎૸͢Δɻ
    ʮϢʔβʹϝϦοτͷແ͍ӡ༻ࣗಈԽʯΛ͢Δɻ
    ʮ޻਺࡟ݮ໨తͷӡ༻ࣗಈԽʯͰӡ༻Ձ஋͕ݮ໣͢Δɻ
    Operation Lab
    ӡ༻ઃܭϥϘ
    ग़య:ʮੜ͖࢒Δӡ༻؅ཧऀ ʙӡ༻ࣗಈԽΛ੒ޭͤ͞Δਓɺࣦഊͤ͞Δਓʙʯ
    https://speakerdeck.com/opelab/20180608-itmedia-sre

    View Slide

  9. ʮࣗಈԽʹΑͬͯશͯղܾ͢Δʯͱߟ͑Δਓ
    ۀ຿Λ၆ᛌͤͣɺ਎͔ۙΒ࣮૷͠͸͡ΊΔਓ
    ʮଟػೳɺ׬શࣗಈԽʯͷເΛ໨ࢦ͢ਓ
    ӡ༻ࣗಈԽΛࣦഊͤ͞Δਓͷಛ௃
    9
    ʮӡ༻ࣗಈԽʯͷམ݀͠
    ʮӡ༻ࣗಈԽ͕໨తʯʹͳΔਓ ੒Ռ໨౰ͯ

    Ϣʔβͷ͜ͱ͕ࢹ໺ʹແ͍ਓ
    ʮ޻਺࡟ݮ໨తͰӡ༻ࣗಈԽʯ͢Δਓ
    ӡ༻ࣗಈԽΛࣦഊͤ͞ΔϚωʔδϟ
    ӡ༻ࣗಈԽΛࣦഊͤ͞Δӡ༻ΤϯδχΞ
    ʮӡ༻ࣗಈԽ͸੒ޭͨ͠ʯ͜ͱʹ͞Ε͍ͯΔͨΊɺࣦഊ͕දʹग़ͯ͘Δ͜ͱ͸ແ͍ɻ
    Operation Lab
    ӡ༻ઃܭϥϘ
    ग़య:ʮੜ͖࢒Δӡ༻؅ཧऀ ʙӡ༻ࣗಈԽΛ੒ޭͤ͞Δਓɺࣦഊͤ͞Δਓʙʯ
    https://speakerdeck.com/opelab/20180608-itmedia-sre

    View Slide

  10. Operation Lab
    ӡ༻ઃܭϥϘ
    ʮӡ༻ࣗಈԽʯΛΊ͙Δঢ়گ
    10

    View Slide

  11. ʮӡ༻ࣗಈԽʯΛΊ͙Δঢ়گ ैདྷ

    Operation Lab
    ӡ༻ઃܭϥϘ
    11
    ϝϯόʔ
    ࣗಈԽ
    ৚݅෇͖

    • ָ͍͠
    • ࣗݾߠఆײ͍͢͝
    • ޻਺࡟ݮ
    • ϛεͷ௿ݮ
    ࣗಈԽ͞ΕΔਓ
    ʮຊ౰ʹྑ͘ͳ
    ΔʯͳΒ͹
    Թ౓ࠩ
    ؅ཧ৬ ࣮૷ऀ
    ࣗಈԽ͢Δਓ
    ࣗಈԽͤ͞Δਓ
    ʮӡ༻ࣗಈԽʯΛΊ͙Δঢ়گ

    View Slide

  12. ʮӡ༻ࣗಈԽʯΛΊ͙Δঢ়گ ࠷ۙ

    Operation Lab
    ӡ༻ઃܭϥϘ
    12
    ؅ཧ৬ ࣮૷ऀ
    ϝϯόʔ
    ࣗಈԽ
    ܦӦ૚
    ࣗಈԽ͢Δਓ
    ࣗಈԽͤ͞Δਓ
    ࣗಈԽ͞ΕΔਓ
    զ͕ࣾ΋ɺ͜Ε͔Β͸
    ʮӡ༻ࣗಈԽʯͩ



    ʮӡ༻ࣗಈԽʯΛΊ͙Δঢ়گ

    View Slide

  13. ʮӡ༻ࣗಈԽʯϒʔϜ͕༩͑ΔΠϯύΫτ
    Operation Lab
    ӡ༻ઃܭϥϘ
    13
    ؅ཧ৬ ࣮૷ऀ
    ϝϯόʔ
    ࣗಈԽ
    ܦӦ૚
    ࣗಈԽ͢Δਓ
    ࣗಈԽͤ͞Δਓ
    ࣗಈԽ͞ΕΔਓ
    զ͕ࣾ΋ɺ͜Ε͔Β͸
    ʮӡ༻ࣗಈԽʯͩ
    ʮӡ༻ࣗಈԽʯ੒ޭ
    ͕࠷༏ઌ
    ʮӡ༻ࣗಈԽʯ੒ޭ
    ͕࠷༏ઌ
    ӡ༻ۀ຿
    ͕࠷༏ઌ
    Թ౓͕֦ࠩେ
    ʮӡ༻ࣗಈԽʯΛΊ͙Δঢ়گ

    View Slide

  14. ʮӡ༻ࣗಈԽϒʔϜʯͰΑ͋͘Δݱ࣮
    Operation Lab
    ӡ༻ઃܭϥϘ
    14
    ϝϯόʔ
    ܦӦ૚
    ࣗಈԽ͞ΕΔਓ
    զ͕ࣾ΋ɺ͜Ε͔Β͸
    ʮӡ༻ࣗಈԽʯͩ
    Թ౓ࠩ
    ௚ܸ
    ӡ༻ۀ຿
    ͕࠷༏ઌ
    º
    ؅ཧ৬ ࣮૷ऀ
    ࣗಈԽ͢Δਓ
    ࣗಈԽͤ͞Δਓ
    ʮӡ༻ࣗಈԽ͕໨తʯͱͳΓ
    ݱ৔ͱဃ཭ͯ͠໎૸͠͸͡ΊΔ
    ʮӡ༻ࣗಈԽʯΛΊ͙Δঢ়گ

    View Slide

  15. ʮӡ༻ࣗಈԽϒʔϜʯͰΑ͋͘Δݱ࣮
    Operation Lab
    ӡ༻ઃܭϥϘ
    15
    ϝϯόʔ
    ܦӦ૚
    ࣗಈԽ͞ΕΔਓ
    ͏Ήզ͕ࣾ΋
    ʮӡ༻ࣗಈԽʯ͍ͯ͠Δͳ
    ؅ཧ৬ ࣮૷ऀ
    ࣗಈԽ͢Δਓ
    ࣗಈԽͤ͞Δਓ
    ʮӡ༻ࣗಈԽ੒ޭʯ
    զʑͷखฑ
    ӅΕʮӡ༻ͰΧόʔʯ
    Ͱ޻਺͕૿ՃɾӬଓԽ
    ӡ༻ݱ৔ͷݱ࣮
    ݟͨ໨ͷ੒Ռ
    ݱ৔ɾݱ࣮ͱͷဃ཭
    ੒Ռใࠂ
    ʮӡ༻ࣗಈԽʯಋೖલͷํ͕
    Ϛγͳ৔߹΋༗Δ
    ʮӡ༻ࣗಈԽʯΛΊ͙Δঢ়گ

    View Slide

  16. ʮӡ༻ࣗಈԽʯϒʔϜ΁ͷରԠ
    Operation Lab
    ӡ༻ઃܭϥϘ
    16
    ؅ཧ৬ ࣮૷ऀ
    ϝϯόʔ
    ܦӦ૚
    ࣗಈԽ͢Δਓ
    ࣗಈԽͤ͞Δਓ ࣗಈԽ͞ΕΔਓ
    ্͔Βʮӡ༻ࣗಈԽ͠ΖʯͱݴΘΕͨΒ
    ݱ৔͸໎૸ʹר͖ࠐ·ΕΔ
    զ͕ࣾ΋ɺ͜Ε͔Β͸
    ʮӡ༻ࣗಈԽʯͩ
    ઌճΓͯ͠ରԠͰ͖Δঢ়ଶʹ͓ͯ͘͠ඞཁ͕͋Δ
    ʮӡ༻ࣗಈԽʯΛΊ͙Δঢ়گ

    View Slide

  17. ʮӡ༻ࣗಈԽʯϒʔϜ΁ͷରԠ
    Operation Lab
    ӡ༻ઃܭϥϘ
    17
    ઌճΓͯ͠ରԠͰ͖Δঢ়ଶʹ͓ͯ͘͠ඞཁ͕͋Δ
    ʮ01&9ͷ࡟ݮʯͷͨΊͷࢦ਑
    ʮαʔϏεఏڙՁ஋ͷ૿େʯͷͨΊͷࢦ਑
    ʮӡ༻ࣗಈԽʯͷͨΊͷࢦ਑
    ࣗ෼ୡͷʮӡ༻ʯʹର͢Δࢦ਑ΛܾΊ͓ͯ͘
    ʮӡ༻ࣗಈԽʯΛΊ͙Δঢ়گ

    View Slide

  18. Operation Lab
    ӡ༻ઃܭϥϘ
    ࣗ෼ୡͷʮӡ༻ʯʹର͢Δࢦ਑ΛܾΊΔ
    18

    View Slide

  19. Operation Lab
    ӡ༻ઃܭϥϘ
    ʮ01&9ͷ࡟ݮʯͷͨΊͷࢦ਑
    19
    ࣗ෼ୡͷʮӡ༻ʯʹର͢Δࢦ਑ΛܾΊΔ

    View Slide

  20. ʮ01&9ͷ࡟ݮʯͷҙຯΛͲ͏ଊ͑Δ͔
    ཱ৔ΩϟογϡΞ΢τͷ࡟ݮͰ͋Δɻ
    ཱ৔අ༻ରޮՌͷվળͰ͋Δɻ
    Operation Lab
    ӡ༻ઃܭϥϘ
    20
    Operating Expenditure ·ͨ͸ Operating Expense ͷུͰɺ
    ೔ຊޠͰ͸ʮӡ༻ҡ࣋අʯͱ͍ͬͨҙຯɻ
    (Ұൠʹɺϥϯχϯάίετͱ͍ΘΕΔ)
    01&9ͱ͸
    01&9ͷ࡟ݮͱ͸
    ઈରత࡟ݮ
    ૬ରత࡟ݮ
    ग़య: NTTPC༻ޠղઆࣙయ https://www.nttpc.co.jp/yougo/OPEX.html
    ʮ01&9ͷ࡟ݮʯͷͨΊͷࢦ਑

    View Slide

  21. ཱ৔ΩϟογϡΞ΢τͷ࡟ݮͰ͋Δɻ
    ʮ01&9ͷ࡟ݮʯʹ͸छྨͷཱ৔͕͋Δ
    Operation Lab
    ӡ༻ઃܭϥϘ
    21
    ཱ৔අ༻ରޮՌͷվળͰ͋Δɻ
    ઈରత࡟ݮ
    ૬ରత࡟ݮ
    • ΩϟογϡΞ΢τͱ͍͏ग़݂ΛݮΒͨ͢Ίʹߦ͏ɻ
    • ݱ৔ͷೳྗͱબ୒ࢶ΋ಉ࣌ʹ࡟ݮ͞Ε͍ͯ͘ɻ
    • ܦӦةػͷࡍʹ͸༗ޮͳखஈɻ ଞʹબ୒ࢶ͕ແ͍৔߹

    • අ༻͋ͨΓͷޮՌΛվળ͢ΔͨΊʹߦ͏ɻ
    • ޮՌ͕ݟࠐΊΔͷͰ͋Ε͹Ұ࣌తͳඅ༻૿େ΋ೝΊΔɻ
    • த௕ظతʹඅ༻͸૿େ͢Δ͕ɺޮՌ͸ߋʹ૿େ͢Δɻ
    ʮ01&9ͷ࡟ݮʯͷͨΊͷࢦ਑

    View Slide

  22. ΩϟογϡΞ΢τ࡟ݮ͢ΔͱͲ͏ͳΔ͔
    22
    Operation Lab
    ӡ༻ઃܭϥϘ
    • ʮ࡟ݮ͞Εͨ޻਺ʯ͕ࢦඪʹͳΔͨΊɺ࠷ऴతʹ01&9θϩΛ໨ࢦ͢ྗ
    ֶ͕ಇ͘ɻ
    • ݁Ռɺʮ01&9ʯ͚ͩͰ͸ͳ͘ʮӡ༻Ձ஋ʯͷ࡟ݮεύΠϥϧʹೖΔɻ
    ຖ೥ΩϟογϡΞ΢τͷΛ࡟ݮ͢Δྫ Πϝʔδ

    ۀ຿ͷ΍ΓํΛม͑ͣʹ
    ΩϟογϡΞ΢τΛݮΒ͢ͱ
    ࣌ؒࠩͰӡ༻Ձ஋΋௿ݮ͢Δ
    0
    20
    40
    60
    80
    100
    2017 2018 2019 2020 2021 2022



    ઈରత࡟ݮ
    ʮ01&9ͷ࡟ݮʯͷͨΊͷࢦ਑

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  23. 23
    ʮ޻਺࡟ݮ੒ޭʯ
    զʑͷखฑ
    ޻਺࡟ݮεύΠϥϧ͕ൃੜ
    ӅΕ޻਺ͷ૿ՃɾӬଓԽ
    ਓһ࡟ݮͷ܁Γฦ͠ʹΑΔۭಎԽ
    ϝϯόʔ
    ӡ༻ݱ৔ͷݱ࣮
    Operation Lab
    ӡ༻ઃܭϥϘ
    ʮ࡟ݮ͞ΕͨΩϟογϡΞ΢τ ޻਺
    ʯ͚͕ͩࢦඪʹͳΔͨΊ
    ۀ຿Λվળ͢ΔͨΊʹඞཁͳʮҰ࣌తͳ޻਺૿Ճʯ ࢦඪ΁ͷٯߦ

    ΋ೝΊΔ͜ͱ͕Ͱ͖ͳ͘ͳΔɻ
    ΩϟογϡΞ΢τ࡟ݮͷ໰୊఺
    ؅ཧ৬ ࣮૷ऀ
    ʮ޻਺࡟ݮ੒ޭʯ
    զʑͷखฑ
    ʮ޻਺࡟ݮ੒ޭʯ
    զʑͷखฑ
    ʮ޻਺࡟ݮ੒ޭʯ
    զʑͷखฑ ݟͨ໨ͷ੒Ռ
    ӡ༻ͷՁ஋௿ݮɺۭಎԽεύΠϥϧʹͭͳ͕ΔՄೳੑ͕ߴ͍
    ઈରత࡟ݮ
    ʮ01&9ͷ࡟ݮʯͷͨΊͷࢦ਑

    View Slide

  24. ʮඅ༻ରޮՌվળʯͱ͢ΔͱͲ͏ͳΔ͔
    24
    Operation Lab
    ӡ༻ઃܭϥϘ
    අ༻ରޮՌ
    අ༻
    ޮՌ Quality
    Cost
    Delivery
    ඼࣭ͱ͍͏Ձ஋؍
    ࣌ؒͱ͍͏෺ੑ
    ֹۚͱ͍͏෺ੑ
    0
    20
    40
    60
    80
    100
    120
    140
    160
    180
    2017 2018 2019 2020 2021 2022



    ۀ຿ͷ΍ΓํΛม͑Δ͜ͱͰ
    ΩϟογϡΞ΢τʹର͢Δ
    ӡ༻Ձ஋͕૿Ճ͢Δ
    ૬ରత࡟ݮ
    ޮՌΛ૿΍ͨ͢Ίʹ౤ࢿ͢Δɺͱ͍͏બ୒ࢶ͕ੜ·ΕΔɻ
    ೥౓ʹඅ༻Λ௥Ճ͠ɺҎޙඅ༻૿ͰޮՌ૿ʹ੒ޭͨ͠৔߹ ͋͘·Ͱ΋Πϝʔδ

    ʮ01&9ͷ࡟ݮʯͷͨΊͷࢦ਑

    View Slide

  25. Operation Lab
    ӡ༻ઃܭϥϘ
    ࢀߟϦιʔεΛԿ΋ม͑ͣʹվળ͢Δͷ͸ʮແཧʯ
    25
    ग़య:ʮϦΫϧʔτྲྀSRE Πϯϑϥӡ༻͕αʔϏεΛม͑Δੈքʯ
    https://speakerdeck.com/rtechkouhou/rikurutoliu-sre-inhurayun-yong-gasabisuwobian-erushi-jie?slide=46
    ޮՌΛ૿΍ͨ͢Ίʹ౤ࢿ͢Δɺͱ͍͏બ୒ࢶ͸ඞཁɻ
    ૬ରత࡟ݮ
    ʮ01&9ͷ࡟ݮʯͷͨΊͷࢦ਑

    View Slide

  26. Operation Lab
    ӡ༻ઃܭϥϘ
    26
    Ͳ͜ʹରͯ͠
    ͲΜͳՁ஋Λಧ͚Δ͔
    Deliver
    y ࣌ؒͱ͍͏Ձ஋
    ࣌ؒͱ͍͏ʮ෺ੑʹΑΔධՁʯͳͷͰ٬؍Խ͠΍͍͢
    ·ͣʮೲظʯͷݱঢ়ͱظ଴஋Λ೺Ѳ͢Δɻ
    ʮඅ༻ରޮՌվળʯͷ໰୊఺
    ޮՌ Quality
    Delivery
    ඼࣭ͱ͍͏Ձ஋؍
    ࣌ؒͱ͍͏෺ੑ
    ૬ରత࡟ݮ
    ʮޮՌʯΛద੾ʹ೺ѲɺධՁ͢Δ͜ͱ͕೉͍͠
    ʮ01&9ͷ࡟ݮʯͷͨΊͷࢦ਑

    View Slide

  27. Operation Lab
    ӡ༻ઃܭϥϘ
    ·ͱΊʮ01&9ͷ࡟ݮʯͷͨΊͷࢦ਑
    27
    0
    20
    40
    60
    80
    100
    120
    140
    160
    180
    2017 2018 2019 2020 2021 2022


    ( )

    ( )
    ઈରత࡟ݮ
    ૬ରత࡟ݮ
    ࣄۀܧଓ͕લఏͳΒ͹ɺ૬ରత࡟ݮͱଊ͑Δ΂͖
    ʮ01&9ͷ࡟ݮʯͷଊ͑ํͰະདྷ͸ҟͳΔ
    ʮ01&9ͷ࡟ݮʯͷͨΊͷࢦ਑

    View Slide

  28. Operation Lab
    ӡ༻ઃܭϥϘ
    28
    ʮೲظ୹ॖʯͰ৚݅ಆ૪
    ʮ01&9ͷ࡟ݮʯΛཁٻ͞Εͨͱ͖͸
    Λߟ͑ͯΈ·͠ΐ͏
    Cost ֹۚͱ͍͏෺ੑ
    Delivery ࣌ؒͱ͍͏෺ੑ
    • Ϣʔβͷຬ଍౓͕޲্͢Δɻ
    • αʔϏεͷεϧʔϓοτ͕޲্͢Δɻ ച্͕޲্͢ΔՄೳੑ

    ૬ରత࡟ݮ

    View Slide

  29. Operation Lab
    ӡ༻ઃܭϥϘ
    ʮαʔϏεఏڙՁ஋ͷ૿େʯͷͨΊͷࢦ਑
    29
    ࣗ෼ୡͷʮӡ༻ʯʹର͢Δࢦ਑ΛܾΊΔ

    View Slide

  30. Operation Lab
    ӡ༻ઃܭϥϘ
    30
    ग़యܦӦ৘ใֶձ೥य़قશࠃݚڀൃදେձʮӡ༻ۀ຿ϓϩηεͷϞσϧԽʯ
    ސ٬ɾ֎෦αʔϏε
    outbound
    inbound
    outbound
    inbound
    ֎෦ࢧԉ૊৫
    inbound
    inbound
    ӡ༻ϝϯόʔ
    outbound
    inbound
    ಺෦ڠௐ/ࢧԉ૊৫
    inbound
    outbound
    ϦΫΤετ
    σϦόϦ
    σϦόϦ
    σϦόϦ
    σϦόϦ
    ϦΫΤετ
    ϦΫΤετ
    ϦΫΤετ
    ӡ༻ݱ৔
    ૭ޱ ϑϩϯτΤϯυ
    όοΫΤϯυ
    outbound
    outbound
    ʮӡ༻ʯΛʮαʔϏεσϦόϦʯͱଊ͑Δ
    ϦΫΤετʹର͢ΔσϦόϦͷ܁Γฦ͠
    ى఺͔ͭऴ఺
    ʮαʔϏεఏڙՁ஋ͷ૿େʯͷͨΊͷࢦ਑

    View Slide

  31. Operation Lab
    ӡ༻ઃܭϥϘ
    ͜͜ʹରͯ͠
    ͲΜͳՁ஋Λಧ͚Δ͔
    αʔϏεՁ஋͸ސ٬ʹͲ͏Өڹ͢Δ͔Ͱܾ·Δ
    31
    ૊৫಺෦͚ͩΛҙࣝͨ͠ӡ༻ʹ͸αʔϏεՁ஋͕ແ͍
    ग़యܦӦ৘ใֶձ೥य़قશࠃݚڀൃදେձʮӡ༻ۀ຿ϓϩηεͷϞσϧԽʯ
    ސ٬ɾ֎෦αʔϏε
    outbound
    inbound
    outbound
    inbound
    ֎෦ࢧԉ૊৫
    inbound
    inbound
    ӡ༻ϝϯόʔ
    outbound
    inbound
    ಺෦ڠௐ/ࢧԉ૊৫
    inbound
    outbound
    ϦΫΤετ
    σϦόϦ
    σϦόϦ
    σϦόϦ
    σϦόϦ
    ϦΫΤετ
    ϦΫΤετ
    ϦΫΤετ
    ӡ༻ݱ৔
    ૭ޱ ϑϩϯτΤϯυ
    όοΫΤϯυ
    outbound
    outbound
    ֤૊৫͕ͲΜͳ
    ෇ՃՁ஋Λ෇༩
    ͢Δͷ͔
    Quality
    Deliver
    y
    ඼࣭ͱ͍͏Ձ஋
    ࣌ؒͱ͍͏Ձ஋
    Cost
    ίετ͸ೲظͱ඼࣭ʹର͢Δ݁ՌͰ͋Δɻ
    ೺Ѳ͸Ͱ͖Δ੍͕ޚͰ͖ͳ͍
    ɻ
    ֹۚͱ͍͏෺ੑ
    ʮαʔϏεఏڙՁ஋ͷ૿େʯͷͨΊͷࢦ਑

    View Slide

  32. Operation Lab
    ӡ༻ઃܭϥϘ
    ωοτϫʔΫӡ༻ͷՁ஋දݱͷ೉͠͞
    32
    • ೉҆͠͞ఆ͍ͯͯ͋ͨ͠Γ·͑
    • ௿ϨΠϠʔʹର͢Δӡ༻ͷͨΊɺ্ҐϨΠϠʔશͯʹӨڹͯ͠͠·͏ɻ
    • τϥϒϧ࣌ʹ͋ΒΏΔͱ͜Ζ͔ΒౖΒΕΔ͕ɺ҆ఆ࣌͸๨ΕΒΕ͕ͪɻ
    • ೉͠͞ʮαʔϏεσϦόϦʯͱݴ͍੾Εͳ͍
    • ωοτϫʔΫӡ༻ͦͷ΋ͷ͸ʮঢ়ଶͷఏڙʯʹ͍ۙɻ
    • ύέοτૹड৴ΛσϦόϦͱݴ͑ͳ͘΋ͳ͍͕ɺཻ౓͕ۃ୺ʹখ͗͢͞Δɻ
    • ೉͠͞Πϯλʔωοτӡ༻͸૬ޓ઀ଓӡ༻
    • ࣗ෼͚ͩ׬ᘳͳӡ༻͍ͯͯ͠΋ɺର޲ଆىҼͷো֐ʹӨڹΛड͚Δɻ
    • ͱݴͬͯର޲ଆʹखΛग़͢͜ͱ͕Ͱ͖ΔΘ͚Ͱ΋ͳ͍ɻ ੍ޚൣғ֎

    ʮαʔϏεఏڙՁ஋ͷ૿େʯͷͨΊͷࢦ਑

    View Slide

  33. Operation Lab
    ӡ༻ઃܭϥϘ
    ωοτϫʔΫӡ༻ͷՁ஋දݱͷ೉͠͞Λ෼ղ
    33
    • ೉҆͠͞ఆ͍ͯͯ͋ͨ͠Γ·͑
    • ௿ϨΠϠʔʹର͢Δӡ༻ͷͨΊɺ্ҐϨΠϠʔશͯʹӨڹͯ͠͠·͏ɻ
    • τϥϒϧ࣌ʹ͋ΒΏΔͱ͜Ζ͔ΒౖΒΕΔ͕ɺ҆ఆ࣌͸๨ΕΒΕ͕ͪɻ
    • ೉͠͞ʮαʔϏεσϦόϦʯͱݴ͍੾Εͳ͍
    • ωοτϫʔΫӡ༻ͦͷ΋ͷ͸ʮঢ়ଶͷఏڙʯʹ͍ۙɻ
    • ύέοτૹड৴ΛσϦόϦͱݴ͑ͳ͘΋ͳ͍͕ɺཻ౓͕ۃ୺ʹখ͗͢͞Δɻ
    ωοτϫʔΫӡ༻ͷछྨΛঢ়ଶมߋͰ෼ྨ͢Δ
    ʮαʔϏεఏڙՁ஋ͷ૿େʯͷͨΊͷࢦ਑

    View Slide

  34. Operation Lab
    ӡ༻ઃܭϥϘ
    ωοτϫʔΫӡ༻ͷՁ஋දݱͷ೉͠͞Λ෼ղ
    34
    • ೉͠͞Πϯλʔωοτӡ༻͸૬ޓ઀ଓӡ༻
    • ࣗ෼͚ͩ׬ᘳͳӡ༻͍ͯͯ͠΋ɺର޲ଆىҼͷো֐ʹӨڹΛड͚Δɻ
    • ͱݴͬͯର޲ଆʹखΛग़͢͜ͱ͕Ͱ͖ΔΘ͚Ͱ΋ͳ͍ɻ ੍ޚൣғ֎

    ωοτϫʔΫӡ༻ͷൣғΛ؅ཧՄೳੑͰ෼͚Δ
    ʮαʔϏεఏڙՁ஋ͷ૿େʯͷͨΊͷࢦ਑

    View Slide

  35. Operation Lab
    ӡ༻ઃܭϥϘ
    ωοτϫʔΫӡ༻ͷछྨΛঢ়ଶมߋͰ෼͚Δ
    35
    Quality
    Cost
    Delivery
    ඼࣭ͱ͍͏Ձ஋؍
    ࣌ؒͱ͍͏෺ੑ
    ֹۚͱ͍͏෺ੑ
    Ϣʔβ
    αʔϏε
    σϦόϦ
    αʔϏεσϦόϦͱ2$%
    ʮαʔϏεఏڙՁ஋ͷ૿େʯͷͨΊͷࢦ਑
    ঢ়ଶ؅ཧ ωοτϫʔΫӡ༻ͦͷ΋ͷ͸ʮঢ়ଶͷఏڙʯʹ͍ۙɻ
    Քಇ཰͔ΒͷҾ͖ࢉͰͷධՁʹͳΓ͕ͪɻ
    Ձ஋ෆ໌ྎɺ௿Ϧλʔϯ
    ඇαʔϏεσϦόϦ
    มߋ؅ཧ αʔϏεσϦόϦͱͯ͠දݱ͢Δ͜ͱ͸Մೳɻ
    2 ඼࣭
    ΍% ೲظ
    ʹΑͬͯՁ஋Λ໌ࣔͰ͖Δɻ
    Ձ஋໌ྎɺߴϦλʔϯ
    αʔϏεσϦόϦ

    View Slide

  36. Operation Lab
    ӡ༻ઃܭϥϘ
    ωοτϫʔΫӡ༻ͷൣғΛ؅ཧՄೳੑͰ෼͚Δ
    36
    ओʹɺ؅ཧձܭ ۀ੷ධՁج४ͳͲ
    Ͱ࢖ΘΕΔ༻ޠͰ
    ʮ؅ཧऀ͸ࣗΒ੍ޚͰ͖Δൣғʹ͓͍ͯͷΈ੹೚Λ໰ΘΕΔʯ
    ͱ͍͏൑அج४
    ؅ཧՄೳੑͱ͸
    ૬ޓ઀ଓ໢ ωοτϫʔΫ؅ཧऀ͕ࣗΒ੍ޚͰ͖Δൣғ͕ڱ͍ɻ
    ϦεΫͷ૝ఆ΍੍ޚ͕೉͍͠ɻ
    ؅ཧෆՄೳɺߴϦεΫ
    ࣗ໢಺ ؅ཧऀ͕ࣗΒઃܭɾ࣮૷Ͱ͖Δൣғ͕޿͍ɻ
    ϦεΫͷ૝ఆ΍੍ޚ͕ൺֱత༰қͰ͋Δɻ
    ؅ཧՄೳɺ௿ϦεΫ
    ʮαʔϏεఏڙՁ஋ͷ૿େʯͷͨΊͷࢦ਑

    View Slide

  37. Operation Lab
    ӡ༻ઃܭϥϘ
    ωοτϫʔΫӡ༻ͷՁ஋දݱϞσϧ
    37
    ૬ޓ઀ଓ໢ ࣗ໢಺
    ঢ়ଶ؅ཧ
    มߋ؅ཧ
    ؅ཧෆՄೳ
    ؅ཧෆՄೳ
    ؅ཧՄೳ
    ؅ཧՄೳ
    Ձ஋ෆ໌ྎ Ձ஋ෆ໌ྎ
    Ձ஋໌ྎ
    Ձ஋໌ྎ
    αʔϏεσϦόϦ
    ؅ཧՄೳੑࢹ఺
    αʔϏεσϦόϦࢹ఺
    ඇαʔϏεσϦόϦ
    ௿ϦεΫ௿Ϧλʔϯ
    ௿ϦεΫߴϦλʔϯ
    ߴϦεΫ௿Ϧλʔϯ
    ߴϦεΫߴϦλʔϯ
    ʮαʔϏεఏڙՁ஋ͷ૿େʯͷͨΊͷࢦ਑

    View Slide

  38. Operation Lab
    ӡ༻ઃܭϥϘ
    ·ͱΊʮαʔϏεఏڙՁ஋ͷ૿େʯͷͨΊͷࢦ਑
    38
    ૬ޓ઀ଓ໢ ࣗ໢಺
    ঢ়ଶ؅ཧ
    มߋ؅ཧ
    αʔϏεσϦόϦ
    ؅ཧՄೳੑࢹ఺
    αʔϏεσϦόϦࢹ఺
    ඇαʔϏεσϦόϦ
    ͲͷྖҬͷఏڙՁ஋Λ
    ૿େ͍ͤͯ͘͞ͷ͔
    ϦεΫͱϦλʔϯ͸໨҆Ͱ͢ɻݱ৔ͷࣄ৘ʹΑͬͯҟͳΔ৔߹͕͋Γ·͢ɻ
    ௿ϦεΫ௿Ϧλʔϯ
    ௿ϦεΫߴϦλʔϯ
    ߴϦεΫ௿Ϧλʔϯ
    ߴϦεΫߴϦλʔϯ
    Ͳ͜Λબ୒ͯ͠΋ྑ͍͕ɺಉ࣌ʹෳ਺ྖҬΛ໨ࢦ͞ͳ͍
    ʮαʔϏεఏڙՁ஋ͷ૿େʯͷͨΊͷࢦ਑
    ʮޮ཰Խʯର৅ͷܾఆ

    View Slide

  39. Operation Lab
    ӡ༻ઃܭϥϘ
    ʮӡ༻ࣗಈԽʯͷͨΊͷࢦ਑
    39
    ࣗ෼ୡͷʮӡ༻ʯʹର͢Δࢦ਑ΛܾΊΔ

    View Slide

  40. Operation Lab
    ӡ༻ઃܭϥϘ
    40
    ʮ͍ͬͨΜࣗಈԽͯ͠͠·͑͹
    ͋ͱ͸໘౗ΛݟΔඞཁ͕ͳ͍ʯ
    ͱࢥ͍ͬͯ·ͤΜ͔

    View Slide

  41. Operation Lab
    ӡ༻ઃܭϥϘ
    ʮӡ༻ࣗಈԽʯͷϥΠϑαΠΫϧ
    41
    ઃܭɾ࣮૷
    ܧଓతͳอक
    Ҿ͖ܧ͗
    ʮӡ༻ࣗಈԽʯͷϥΠϑαΠΫϧશମΛ
    ӡ༻ݱ৔Ͱ໘౗ݟΔඞཁ͕͋Δ
    ʮӡ༻ࣗಈԽʯͷͨΊͷࢦ਑
    ࣗಈԽ

    View Slide

  42. ద੾ʹʮӡ༻ࣗಈԽʯͰ͖Δͷ͸ݱ৔͚ͩ
    Operation Lab
    ӡ༻ઃܭϥϘ
    42
    ࢖͏ਓ͕ࣗ෼Ͱઃܭɾ࣮૷͢Δ͔͠ͳ͍
    গͳ͘ͱ΋ઃܭ੹೚͸ӡ༻ݱ৔ʹ͋Δ
    ϝϯόʔ
    • ӡ༻ۀ຿Λద੾ʹந৅Խ ϞσϧԽ
    ͢Δඞཁ͕͋Δɻ
    • ந৅Խ͞ΕͨϞσϧΛɺݱ৔࠷దͳܗͰ࣮૷͢Δඞཁ͕͋Δɻ
    • ؀ڥͷมԽʹ߹ΘͤͯઃܭΛਵ࣌มߋ͢Δඞཁ͕͋Δɻ
    ࣗ෼Ͱ࢖Θͳ͍ਓͷઃܭɾ࣮૷͸͙͢ݱ৔ͱဃ཭͢Δ
    جຊ͸಺੡
    ʮӡ༻ࣗಈԽʯͷͨΊͷࢦ਑ ઃܭɾ࣮૷

    View Slide

  43. ʮӡ༻ࣗಈԽʯʹ͸ܧଓతͳอक͕ඞཁ
    Operation Lab
    ӡ༻ઃܭϥϘ
    43
    ࣮૷΍ಋೖ͢Ε͹͢Δ΄Ͳɺอक޻਺͸ਹΉ
    • ಠ࣮ࣗ૷΍ΧελϚΠζ͸࠷௿ݶʹ͢Δɻ
    • ߹ཧੑ͕͋Ε͹ɺπʔϧʹ࠷దԽ͢ΔͨΊʹۀ຿Λมߋ͢Δɻ
    • ੈͷதͷ΍Γํʹ߹Θͤͨํ͕ɺαϙʔτ΋ड͚΍͘͢ɺ৘ใ΋ଟ͍ɻ
    • ࣗಈԽ͸ಋೖ౰ॳ͕࠷ߴͷՁ஋ɺৗʹ௠෗Խ΍ෛ࠴Խ͍ͯ͘͠ɻ
    • ৗʹݱ৔࠷దԽ͍ͯͨ͘͠Ίʹ͸ɺਝ଎ͳมߋ͕ඞཁɻ
    • ੬ऑੑ͕ൃ֮ͨ͠৔߹ʹ΋ɺਝ଎ͳमਖ਼͕ඞਢɻ
    ʮӡ༻ࣗಈԽʯͷͨΊͷࢦ਑ ܧଓతͳอक
    ඞཁे෼ͳอक޻਺Λʮӡ༻ࣗಈԽʯʹ੝ΓࠐΉ
    อक޻਺Λ཈੍͢Δ޻෉

    View Slide

  44. ʮӡ༻ࣗಈԽʯ͸ʮҾ͖ܧ͗ʯ·Ͱ͕είʔϓ
    Operation Lab
    ӡ༻ઃܭϥϘ
    44
    ٽ͖ͳ͕Βɺప໷Ͱ
    ϦόʔεΤϯδχΞϦϯά
    ࣍ͷ୲౰ऀ
    ࣮૷ऀ
    ҟಈ΍స৬Ͱ΋͏͍ͳ͍
    ݱ࣮ʹ͸Ҿ͖ܧ͗Ͱ͖ͳ͍ʮӡ༻ࣗಈԽʯ͸ଟ͍
    8IZ͸෮ݩͰ͖ͳ͍͜ͱ͕ଟ͍ɻ
    ॲཧ಺༰͸Θ͔ͬͯ΋ɺ໨త͸Θ͔Βͳ͍

    ʮӡ༻ࣗಈԽʯͷͨΊͷࢦ਑ Ҿ͖ܧ͗

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  45. Operation Lab
    ӡ༻ઃܭϥϘ
    ·ͱΊʮӡ༻ࣗಈԽʯͷͨΊͷࢦ਑
    45
    ʮӡ༻ࣗಈԽʯͷͨΊͷࢦ਑
    ʮӡ༻ࣗಈԽʯΛ࣮ࡍʹ࢖͏ਓ͕ઃܭɾ࣮૷͢Δ
    • ࣗ෼Ͱ࢖Θͳ͍ਓͷઃܭɾ࣮૷͸͙͢ݱ৔ͱဃ཭͢Δɻ
    • গͳ͘ͱ΋ઃܭ੹೚͸ӡ༻ݱ৔͕࣋ͭඞཁ͕͋Δɻ
    ઃܭɾ࣮૷
    ܧଓతͳอक
    Ҿ͖ܧ͗
    ඞཁे෼ͳอक޻਺Λʮӡ༻ࣗಈԽʯʹ੝ΓࠐΉ
    • ʮࣗಈԽͯ͠͠·͑͹͋ͱ͸໘౗ΛݟΔඞཁ͕ͳ͍ʯ͜ͱ͸ͳ͍ɻ
    • ৗʹݱ৔࠷దԽ͍ͯͨ͘͠Ίʹ͸ɺਝ଎ͳมߋͰ͖Δ޻਺͕ඞཁɻ
    ʮӡ༻ࣗಈԽʯ͸Ҿ͖ܧ͗·Ͱ͕ඞਢൣғͱߟ͑Δ
    • ݱ࣮ʹ͸Ҿ͖ܧ͗Ͱ͖ͳ͍ʮӡ༻ࣗಈԽʯ͸ଟ͍ɻ
    • ʮٽ͖ͳ͕Βɺప໷ͰϦόʔεΤϯδχΞϦϯάʯ͸͋Γ͕ͪɻ
    ʮӡ༻ࣗಈԽʯͷϥΠϑαΠΫϧશମΛ
    ӡ༻ݱ৔Ͱ؅ཧɾ੍ޚ͢Δ

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  46. Operation Lab
    ӡ༻ઃܭϥϘ
    ·ͱΊ
    46

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  47. ʮӡ༻ࣗಈԽʯʹࣦഊ͢ΔՄೳੑ͸ߴ͍
    47
    ೔ຊͷʮӡ༻ࣗಈԽʯ͸ɺԿΒ͔ͷܗͰࣦഊ͢Δ͜ͱ͕ଟ͍ɻ
    ϚωδϝϯτىҼͷʮӡ༻ࣗಈԽʯࣦഊ
    ·ͱΊ
    ݱ৔ىҼͷʮӡ༻ࣗಈԽʯࣦഊ
    ࣗಈԽʹΑͬͯߗ௚Խ͢Δɻ
    ਎͔ۙΒ࢝ΊͯෳࡶոحԽ͢Δɻ
    ࣗಈԽͷण໋͕୹͔͘ɺ޻਺͕ແବʹͳΔɻ
    ʮӡ༻ࣗಈԽ͕໨తʯʹͳΓ໎૸͢Δɻ
    ʮϢʔβʹϝϦοτͷແ͍ӡ༻ࣗಈԽʯΛ͢Δɻ
    ʮ޻਺࡟ݮ໨తͷӡ༻ࣗಈԽʯͰӡ༻Ձ஋͕ݮ໣͢Δɻ
    Operation Lab
    ӡ༻ઃܭϥϘ

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  48. Operation Lab
    ӡ༻ઃܭϥϘ
    ࢦ਑01&9ͷ࡟ݮ
    48
    0
    20
    40
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    80
    100
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    180
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    ઈରత࡟ݮ
    ૬ରత࡟ݮ
    ࣄۀܧଓ͕લఏͳΒ͹ɺ૬ରత࡟ݮͱଊ͑Δ
    ʮ01&9ͷ࡟ݮʯͷଊ͑ํͰະདྷ͸ҟͳΔ
    ·ͱΊ

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  49. Operation Lab
    ӡ༻ઃܭϥϘ
    ࢦ਑αʔϏεఏڙՁ஋ͷ૿େ
    49
    ૬ޓ઀ଓ໢ ࣗ໢಺
    ঢ়ଶ؅ཧ
    มߋ؅ཧ
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    ؅ཧՄೳੑࢹ఺
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    ͲͷྖҬͷఏڙՁ஋Λ
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    ϦεΫͱϦλʔϯ͸໨҆Ͱ͢ɻݱ৔ͷࣄ৘ʹΑͬͯҟͳΔ৔߹͕͋Γ·͢ɻ
    ௿ϦεΫ௿Ϧλʔϯ
    ௿ϦεΫߴϦλʔϯ
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    ߴϦεΫߴϦλʔϯ
    Ͳ͜Λબ୒ͯ͠΋ྑ͍͕ɺಉ࣌ʹෳ਺ྖҬΛ໨ࢦ͞ͳ͍
    ·ͱΊ
    ʮޮ཰Խʯର৅ͷܾఆ
    ωοτϫʔΫӡ༻

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  50. Operation Lab
    ӡ༻ઃܭϥϘ
    ʮӡ༻ࣗಈԽʯΛ࣮ࡍʹ࢖͏ਓ͕ઃܭɾ࣮૷͢Δ
    • ࣗ෼Ͱ࢖Θͳ͍ਓͷઃܭɾ࣮૷͸͙͢ݱ৔ͱဃ཭͢Δɻ
    • গͳ͘ͱ΋ઃܭ੹೚͸ӡ༻ݱ৔͕࣋ͭඞཁ͕͋Δɻ
    ඞཁे෼ͳอक޻਺Λʮӡ༻ࣗಈԽʯʹ੝ΓࠐΉ
    • ʮࣗಈԽͯ͠͠·͑͹͋ͱ͸໘౗ΛݟΔඞཁ͕ͳ͍ʯ͜ͱ͸ͳ͍ɻ
    • ৗʹݱ৔࠷దԽ͍ͯͨ͘͠Ίʹ͸ɺਝ଎ͳมߋͰ͖Δ޻਺͕ඞཁɻ
    ʮӡ༻ࣗಈԽʯ͸Ҿ͖ܧ͗·Ͱ͕ඞਢൣғͱߟ͑Δ
    • ݱ࣮ʹ͸Ҿ͖ܧ͗Ͱ͖ͳ͍ʮӡ༻ࣗಈԽʯ͸ଟ͍ɻ
    • ʮٽ͖ͳ͕Βɺప໷ͰϦόʔεΤϯδχΞϦϯάʯ͸͋Γ͕ͪɻ
    ࢦ਑ʮӡ༻ࣗಈԽʯͷͨΊͷࢦ਑
    50
    ઃܭɾ࣮૷
    ܧଓతͳอक
    Ҿ͖ܧ͗
    ·ͱΊ
    ʮӡ༻ࣗಈԽʯͷϥΠϑαΠΫϧશମΛ
    ӡ༻ݱ৔Ͱ؅ཧɾ੍ޚ͢Δ

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  51. Operation Lab
    ӡ༻ઃܭϥϘ
    51
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    OperationLab
    ӡ༻ઃܭ

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