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レジリエントな運用を実現する 「運用エンジニアリング」/20250904-itmedia-op...
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opelab
September 04, 2025
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レジリエントな運用を実現する 「運用エンジニアリング」/20250904-itmedia-operation-resilience
2025年9月4日に開催された「@IT Operator Live」での講演資料です。
(運用設計ラボ合同会社 波田野 裕一)
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Transcript
ӡ༻ઃܭϥϘ߹ಉձࣾ Operation Lab ӡ༻ઃܭϥϘ ʮӡ༻ΤϯδχΞϦϯάʯ 1 ా༟Ұ !*50QFSBUPS-JWF ϨδϦΤϯτͳӡ༻Λ࣮ݱ͢Δ
Operation Lab ӡ༻ઃܭϥϘ ӡ༻ઃܭϥϘ߹ಉձࣾ 2 γχΞΞʔΩςΫτ ຊ.41ڠձಛผձһ ా༟Ұ "84$PNNVOJUZ)FSP "844BNVSBJ
ݸਓ "844BNVSBJ $-*ઐࢧ෦ Պֶతֶతͳߟ͑ํʹجͮ͘ߨٛͱϫʔΫγϣοϓͰ ઌ׆͖Δӡ༻ઃܭεΩϧΛʹ͚Δ ੈքͰ࠷"84"1*ͷ༷ʹ࣮ͳFϥʔχϯάͰ ઌ׆͖Δ"84εΩϧΛʹ͚Δ Πϯϓοτ͝ࢧԉ Ξτϓοτ͝ࢧԉ ݱͰͷ࣮ફ͝ࢧԉ ϗϫΠτϖʔύΨΠυϥΠϯͷ੍࡞Λ͝ࢧԉ͍ͨ͠·͢ɻ ϗϫΠτϖʔύʔΨΠυϥΠϯࡦఆࢧԉ ӡ༻ઃܭࢧԉ ΑΖͣ૬ஊ
Operation Lab ӡ༻ઃܭϥϘ ֓ཁ 3 ͋ΒΏΔࣄ͕·͙Δ͘͠มΘΔࠓʹ͓͍ͯɺӡ༻෦ಥൃతͳࣄ ٸܹͳมԽʹॊೈʹରԠͯ͠ϏδωεΛ҆ఆՔಇ͍ͤͯ͘͜͞ͱ͕ٻΊΒΕ ·͢ɻ ࠓճΤϯδχΞϦϯάͱ͍͏؍͔ΒʮϨδϦΤϯτͳӡ༻ʯΛ࣮ݱ͢Δ ͨΊͷߟ͑ํΛ͓͑͠·͢ɻ
Operation Lab ӡ༻ઃܭϥϘ ʮϨδϦΤϯτʯͱԿ͔ 4
Operation Lab ӡ༻ઃܭϥϘ ϨδϦΤϯτͱԿ͔ 5 • γϣοΫոզͳͲɺԿ͔ෆշͳग़དྷࣄͷޙʹ͙͢ʹؾ͕ྑ͘ͳΔ͜ͱ ͕Ͱ͖Δɻ • (࣭͕
ۂ͛ΒΕͨΓɺ৳͞ΕͨΓɺԡ͞ΕͨΓͨ͠ޙʹݩͷܗʹΔ ͜ͱ SFTJMJFOU ܗ༰ࢺ ग़యΦοΫεϑΥʔυݱӳӳࣙయୈ൛͔Β༁ ϨδϦΤϯτྗੑͷ͋Δ˓˓ ʮϨδϦΤϯτʯͱԿ͔ ରޠWVMOFSBCJMJUZ ੬ऑత
Operation Lab ӡ༻ઃܭϥϘ ʮྗੑͷ͋Δʯͱʮॊೈੑͷ͋Δʯͷҧ͍ 6 ྗੑͷ͋Δ˓˓ ॊೈੑͷ͋Δ˓˓ ݩͷܗʹΔ ࣭͕ ۂ͛ΒΕͨΓɺ৳͞ΕͨΓɺԡ͞ΕͨΓͨ͠ޙʹݩͷܗʹΔ͜ͱ
• ৽͍݅͠ঢ়گʹ߹ΘͤͯมԽͰ͖Δ • յΕΔ͜ͱͳ͘؆୯ʹۂ͛ΒΕΔ ݩͷܗʹΒͳ͍͜ͱ͕͋Δଟ͍ SFTJMJFOU ܗ༰ࢺ fl FYJCMF ܗ༰ࢺ ʮϨδϦΤϯτʯͱԿ͔ ʮྗੑʯͱʮॊೈੑʯࣅͯඇͳΔͷ
Operation Lab ӡ༻ઃܭϥϘ ʮϨδϦΤϯτͳӡ༻ʯͱͲͷΑ͏ͳͷ͔ 7
Operation Lab ӡ༻ઃܭϥϘ ʮϨδϦΤϯτͳӡ༻ʯͱ 8 ϨδϦΤϯτͳӡ༻ྗੑͷ༗Δӡ༻ ۂ͛ΒΕͨΓɺ৳͞ΕͨΓɺԡ͞ΕͨΓͨ͠ޙʹ ݩͷܗʹΔ ્͢Δࣄ͕ൃੜͨ͠ޙʹ ݩͷܗʹΔӡ༻
ϨδϦΤϯτྗੑͷ͋Δ˓˓ ʮϨδϦΤϯτͳӡ༻ʯͱͲͷΑ͏ͳͷ͔
Operation Lab ӡ༻ઃܭϥϘ ʮϨδϦΤϯτͳӡ༻ʯͱ Ұൠతͳ્ࣄΠϝʔδ 9 ϨδϦΤϯτͳӡ༻ྗੑͷ༗Δӡ༻ ્͢Δࣄ͕ൃੜͨ͠ޙʹ ݩͷܗʹΔӡ༻ ʮϨδϦΤϯτͳӡ༻ʯͱͲͷΑ͏ͳͷ͔
્͢Δࣄ ͋Δ͖࢟ͷ෮ݩ • ఱࡂ ɺՐࣄɺਫͳͲ • ো ωοτϫʔΫɺϋʔυΣΞɺιϑτΣΞͳͲ • ֎෦͔Βͷ߈ܸ Ұൠʹೝ͞Ε͍ͯΔʮϨδϦΤϯτʯ ֎෦ࣄ *5ͷϨδϦΤϯε %3 σΟβελʔϦΧόϦʔ ͱڞʹޠΒΕΔ͜ͱ͕ଟ͍
Operation Lab ӡ༻ઃܭϥϘ ʮϨδϦΤϯτͳӡ༻ʯͱ ෦ࣄ 10 ϨδϦΤϯτͳӡ༻ྗੑͷ༗Δӡ༻ ્͢Δࣄ͕ൃੜͨ͠ޙʹ ݩͷܗʹΔӡ༻ ્͢Δࣄ
• ྫ֎ରԠ ۓٸɺಠಛͷϑϩʔɺෳࡶͳखॱͳͲ • ϒϥοΫϘοΫεԽͨ͠πʔϧϑϩʔ ܦҢ͕ෆ໌ͰมߋෆՄ • ʮӡ༻ͰΧόʔʯ ͋Δ͖࢟ͷ෮ݩ Ұൠʹؾ͍͍ͯͳ͍ʮϨδϦΤϯτʯ ෦ࣄ ʮϨδϦΤϯτͳӡ༻ʯͱͲͷΑ͏ͳͷ͔ ࣮ɺࡂҎ֎ʹ ʮӡ༻Λ્͢Δࣄʯଟ͍
Operation Lab ӡ༻ઃܭϥϘ • ఱࡂ ɺՐࣄɺਫͳͲ • ো ωοτϫʔΫɺϋʔυΣΞɺιϑτΣΞͳͲ
• ֎෦͔Βͷ߈ܸ ʮϨδϦΤϯτͳӡ༻ʯͱ छྨͷࣄ 11 ϨδϦΤϯτͳӡ༻ྗੑͷ༗Δӡ༻ ્͢Δࣄ͕ൃੜͨ͠ޙʹ ݩͷܗʹΔӡ༻ ્͢Δࣄ • ྫ֎ରԠ ۓٸɺಠಛͷϑϩʔɺෳࡶͳखॱͳͲ • ϒϥοΫϘοΫεԽͨ͠πʔϧϑϩʔ ܦҢ͕ෆ໌ͰมߋෆՄ • ʮӡ༻ͰΧόʔʯ ͋Δ͖࢟ͷ෮ݩ ෦ࣄ ֎෦ࣄ ʮϨδϦΤϯτͳӡ༻ʯͱͲͷΑ͏ͳͷ͔
Operation Lab ӡ༻ઃܭϥϘ • ఱࡂ ɺՐࣄɺਫͳͲ • ো ωοτϫʔΫɺϋʔυΣΞɺιϑτΣΞͳͲ
• ֎෦͔Βͷ߈ܸ ʮϨδϦΤϯτͳӡ༻ʯͱ ྗੑͷқ 12 ϨδϦΤϯτͳӡ༻ྗੑͷ༗Δӡ༻ ્͢Δࣄ • ྫ֎ରԠ ۓٸɺಠಛͷϑϩʔɺෳࡶͳखॱͳͲ • ϒϥοΫϘοΫεԽͨ͠πʔϧϑϩʔ ܦҢ͕ෆ໌ͰมߋෆՄ • ʮӡ༻ͰΧόʔʯ ෦ࣄ ֎෦ࣄ ෦ࣄʹରͯ͠ྗੑͷແ͍৫ʹ ֎෦ࣄʹର͢ΔྗੑΛظͰ͖Δ͔ ʮϨδϦΤϯτͳӡ༻ʯͱͲͷΑ͏ͳͷ͔ ৗతʹྗੑͷ͋Δӡ༻Λ͍ͯ͠ͳ͍৫͕ɺʹճͷ֎෦ࣄʹରͯ͠ྗੑͷ͋Δӡ༻͕Ͱ͖ΔͩΖ͏͔
Operation Lab ӡ༻ઃܭϥϘ 13 ྗੑͱॊೈੑͷؔ ߟ͑Δඞཁ͕͋Δ
Operation Lab ӡ༻ઃܭϥϘ ʮॊೈੑͷ͋Δӡ༻ʯͷඞཁੑ 14 աڈ ະདྷ ӡ༻ΛऔΓר͘Ϗδωεɾٕज़ڥมԽ͠ଓ͚Δ ॊೈੑͷ͋Δӡ༻ ৽͍݅͠ঢ়گʹ߹Θͤͯ
ʮ͋Δ͖ӡ༻ʯΛมԽͤ͞Δ͜ͱͰ͖Δ ʮϨδϦΤϯτͳӡ༻ʯͱͲͷΑ͏ͳͷ͔ ߗͨ͠ӡ༻ ৽͍݅͠ঢ়گʹ߹Θͤͯ ʮ͋Δ͖ӡ༻ʯΛมԽͤ͞Δ͜ͱ͕Ͱ͖ͳ͍ɾ͠ͳ͍
Operation Lab ӡ༻ઃܭϥϘ ʮॊೈੑͷ͋Δӡ༻ʯͷඞཁੑͱ෭࡞༻ 15 աڈ ະདྷ ӡ༻ΛऔΓר͘Ϗδωεɾٕज़ڥมԽ͠ଓ͚Δ ॊೈੑͷ͋Δӡ༻ ৽͍݅͠ঢ়گʹ߹Θͤͯ
ʮ͋Δ͖ӡ༻ʯΛมԽͤ͞Δ͜ͱͰ͖Δ • ྫ֎ରԠ ۓٸɺಠಛͷϑϩʔɺෳࡶͳखॱͳͲ • ϒϥοΫϘοΫεԽͨ͠πʔϧϑϩʔ ܦҢ͕ෆ໌ͰมߋෆՄ • ʮӡ༻ͰΧόʔʯ ৽͍݅͠ঢ়گ͕ɺҎԼΛੜΈग़͢ ʮϨδϦΤϯτͳӡ༻ʯͱͲͷΑ͏ͳͷ͔ Ұ࣌తʹڐ༰͢Δඞཁ͕͋Δ͕ɺӡ༻ͷ્ཁҼͱͳΔ ෦ࣄ ෭࡞༻ ્ࣄ ્ࣄ ્ࣄ ્ࣄ ્ࣄ
Operation Lab ӡ༻ઃܭϥϘ ʮॊೈੑͷ͋Δӡ༻ʯͷ෭࡞༻Λ͑Δʮྗੑͷ͋Δӡ༻ʯ 16 աڈ ະདྷ ӡ༻ΛऔΓר͘Ϗδωεɾٕज़ڥมԽ͠ଓ͚Δ ॊೈੑͷ͋Δӡ༻ ৽͍݅͠ঢ়گʹ߹Θͤͯ
ʮ͋Δ͖ӡ༻ʯΛมԽͤ͞Δ͜ͱͰ͖Δ ྗੑͷ͋Δӡ༻ Կ્͔ࣄ͕ى͖ͨͱͯ͠ ͦͷ࣌Ͱͷʮ͋Δ͖ӡ༻ʯʹ෮ݩ͢Δ͜ͱ͕Ͱ͖Δ • ྫ֎ରԠ ۓٸɺಠಛͷϑϩʔɺෳࡶͳखॱͳͲ • ϒϥοΫϘοΫεԽͨ͠πʔϧϑϩʔ ܦҢ͕ෆ໌ͰมߋෆՄ • ʮӡ༻ͰΧόʔʯ ղফ ʮϨδϦΤϯτͳӡ༻ʯͱͲͷΑ͏ͳͷ͔ Ұ࣌తʹڐ༰ͨ͠ӡ༻ͷ્ཁҼΛɺਝʹղফ͢ΔΈΛඋ͢Δ ෮ݩ ෮ݩ ෮ݩ ෮ݩ ෮ݩ ෦ࣄ
Operation Lab ӡ༻ઃܭϥϘ ࢀߟʮߗͨ͠ӡ༻ʯʹ͓͚Δʮྗੑʯͷඞཁੑ 17 ະདྷ ߗͨ͠ӡ༻ ৽͍݅͠ঢ়گʹ߹Θͤͯ ʮ͋Δ͖ӡ༻ʯΛมԽͤ͞Δ͜ͱ͕Ͱ͖ͳ͍ɾ͠ͳ͍ ࡂ࣌ͳͲʹɺաڈͷҰͰͷ
ʮ͋Δ͖ӡ༻ʯʹͤΕΑ͍ • ྫ֎ରԠ ۓٸɺಠಛͷϑϩʔɺෳࡶͳखॱͳͲ • ϒϥοΫϘοΫεԽͨ͠πʔϧϑϩʔ ܦҢ͕ෆ໌ͰมߋෆՄ • ʮӡ༻ͰΧόʔʯ ۃʹߗతͩͱൃੜ͠ͳ͍ ӡ༻ΛऔΓר͘Ϗδωεɾٕज़ڥมԽ͠ଓ͚Δ ྗੑͷ͋Δӡ༻ ݱࡏඇৗʹك ʮϨδϦΤϯτͳӡ༻ʯͱͲͷΑ͏ͳͷ͔ ෦ࣄ
Operation Lab ӡ༻ઃܭϥϘ ʮϨδϦΤϯτͳӡ༻ʯʮॊೈੑͷ͋Δӡ༻ʯͷ͜͏ʹ͋Δ 18 ॊೈੑͷ͋Δӡ༻ ৽͍݅͠ঢ়گʹ߹Θͤͯ ʮ͋Δ͖ӡ༻ʯΛมԽͤ͞Δ͜ͱͰ͖Δ ߗͨ͠ӡ༻ ৽͍݅͠ঢ়گʹ߹Θͤͯ
ʮ͋Δ͖ӡ༻ʯΛมԽͤ͞Δ͜ͱͰ͖ͳ͍ ӡ༻ΛऔΓר͘Ϗδωεɾٕज़ڥมԽ͠ଓ͚Δ ॊೈੑ ྗੑͷ༗Δӡ༻ ϨδϦΤϯτͰͳ͍ӡ༻ ʮϨδϦΤϯτͳӡ༻ʯͱͲͷΑ͏ͳͷ͔ ϨδϦΤϯτͳӡ༻ ʮྗੑʯʮॊೈੑʯͷ͜͏ʹ͋Δ Կ્͔ࣄ͕ى͖ͨͱͯ͠ ͦͷ࣌Ͱͷʮ͋Δ͖ӡ༻ʯʹ͢͜ͱ͕Ͱ͖Δ
Operation Lab ӡ༻ઃܭϥϘ ਅͷʮϨδϦΤϯτͳӡ༻ʯͱͲͷΑ͏ͳͷ͔ 19 ॊೈੑͷ͋Δӡ༻ ৽͍݅͠ঢ়گʹ߹Θͤͯ ʮ͋Δ͖ӡ༻ʯΛมԽͤ͞Δ͜ͱͰ͖Δ ߗͨ͠ӡ༻ ৽͍݅͠ঢ়گʹ߹Θͤͯ
ʮ͋Δ͖ӡ༻ʯΛมԽͤ͞Δ͜ͱͰ͖ͳ͍ ӡ༻ΛऔΓר͘Ϗδωεɾٕज़ڥมԽ͠ଓ͚Δ ॊೈੑ ྗੑͷ༗Δӡ༻ ྫ֎ରԠɾϒϥοΫϘοΫεɾӡ༻ͰΧόʔ ͳͲͷࣄ͔Βͷ෮ݩ ղফ ॊೈੑ ྗੑͷ༗Δӡ༻ ෦ࣄ͔Βͷ෮ݩ ෦ࣄ ֎෦ࣄ͔Βͷ෮ݩ ྫ֎ରԠɾϒϥοΫϘοΫεɾӡ༻ͰΧόʔ ఱࡂɾোɾ֎෦͔Βͷ߈ܸ ͳͲͷࣄ͔Βͷ෮ݩ ղফPS෮چ ϨδϦΤϯτͰͳ͍ӡ༻ ʮϨδϦΤϯτͳӡ༻ʯͱͲͷΑ͏ͳͷ͔ ϨδϦΤϯτͳӡ༻
Operation Lab ӡ༻ઃܭϥϘ ·ͱΊʮϨδϦΤϯτͳӡ༻ʯͱͲͷΑ͏ͳͷ͔ 20 ॊೈੑ ྗੑͷ༗Δӡ༻ ྫ֎ରԠɾϒϥοΫϘοΫεɾӡ༻ͰΧόʔ ͳͲͷࣄ͔Βͷ෮ݩ ղফ
ॊೈੑ ྗੑͷ༗Δӡ༻ ෦ࣄ͔Βͷ෮ݩ ෦ࣄ ֎෦ࣄ͔Βͷ෮ݩ ྫ֎ରԠɾϒϥοΫϘοΫεɾӡ༻ͰΧόʔ ఱࡂɾোɾ֎෦͔Βͷ߈ܸ ͳͲͷࣄ͔Βͷ෮ݩ ղফPS෮چ ϨδϦΤϯτͳӡ༻ ϨδϦΤϯτͳӡ༻ྗੑͷ༗Δӡ༻ ્͢Δࣄ͕ൃੜͨ͠ޙʹݩͷܗʹΔӡ༻ ৗʹཧͷঢ়ଶͰӡ༻Ͱ͖Δ ӡ༻ΛऔΓר͘Ϗδωεɾٕज़ڥมԽ͠ଓ͚Δ ϑΣΠζ ϑΣΠζ ʮϨδϦΤϯτͳӡ༻ʯͱͲͷΑ͏ͳͷ͔ ॊೈੑͷ͋Δӡ༻ʮ͋Δ͖ӡ༻ʯΛมԽͤ͞Δ͜ͱͰ͖Δ ྗੑͷ͋Δӡ༻ʮ͋Δ͖ӡ༻ʯʹ͙͢෮ݩ͢Δ͜ͱͰ͖Δ
Operation Lab ӡ༻ઃܭϥϘ 21 ʮ͋Δ͖ӡ༻ʯͱԿ͔ ॊೈੑͷ͋Δӡ༻ʮ͋Δ͖ӡ༻ʯΛมԽͤ͞Δ͜ͱͰ͖Δ ྗੑͷ͋Δӡ༻ʮ͋Δ͖ӡ༻ʯʹ͙͢෮ݩ͢Δ͜ͱͰ͖Δ
Operation Lab ӡ༻ઃܭϥϘ ϨδϦΤϯεͷͱͳΔʮΤϯδχΞϦϯάʯ 22
Operation Lab ӡ༻ઃܭϥϘ ʮϨδϦΤϯεͳӡ༻ʯΛ࣮ݱ͢Δݪଇ 23 ϨδϦΤϯεͷͱͳΔʮΤϯδχΞϦϯάʯ ਓ͕ཧղ͍͢͠ۀͰ͋Δ γεςϜ͕ѻ͍͍͢ۀͰ͋Δ ཧతʹਖ਼͍͜͠ͱΛݕূ͍ͯ͠Δ ʮϨδϦΤϯεͳӡ༻ʯΛ࣮ݱ͢ΔʹɺͭͷݪଇΛຬͨ͢ඞཁ͕͋Δ
23 ਓ͕ཧղ͠ʹ͍͘ۀΛ มߋɾ෮ݩ͢Δ͜ͱࠔͰ͋Δ γεςϜ͕ѻ͍ʹ͍͘ۀΛ มߋɾ෮ݩ͢Δ͜ͱࠔͰ͋Δ ཧతʹਖ਼͘͠ͳ͍ۀΛ มߋɾ෮ݩ͢Δ͜ͱࠔͰ͋Δ ͋Δ͖ӡ༻ۀ ॊೈੑ ྗੑͷ༗Δӡ༻
Operation Lab ӡ༻ઃܭϥϘ ʮ͋Γ͕ͪͳӡ༻ʯͱ͍͏ݱ࣮ 24 ϨδϦΤϯεͷͱͳΔʮΤϯδχΞϦϯάʯ ࣮ࡍʹʮϨδϦΤϯεͳӡ༻ʯͷͭͷݪଇΛຬͨͤͳ͍৫͕ଟ͍ 24 ਓ͕ཧղ͍͢͠ۀͰͳ͍ γεςϜ͕ѻ͍͍͢ۀͰͳ͍
ཧഁɾໃ६ʹΑΔແବɾແҙຯ͕ଟ͍ ͋Γ͕ͪͳӡ༻ۀ ॊೈੑ ྗੑͷ༗Δӡ༻ ਓ͕ཧղ͠ʹ͍͘ۀΛ มߋɾ෮ݩ͢Δ͜ͱࠔͰ͋Δ γεςϜ͕ѻ͍ʹ͍͘ۀΛ มߋɾ෮ݩ͢Δ͜ͱࠔͰ͋Δ ཧతʹਖ਼͘͠ͳ͍ۀΛ มߋɾ෮ݩ͢Δ͜ͱࠔͰ͋Δ
Operation Lab ӡ༻ઃܭϥϘ ਓ͕ཧղ͍͢͠ۀͰ͋Δɻ γεςϜ͕ѻ͍͍͢ۀͰ͋Δɻ ཧతʹਖ਼͍͜͠ͱΛݕূ͍ͯ͠Δɻ ࢀߟӡ༻ઃܭʹΑΔӡ༻৫ͷมԽ
෦ 25 ϨδϦΤϯεͷͱͳΔʮΤϯδχΞϦϯάʯ ਓ͕ཧղ͍͢͠ۀͰͳ͍ɻ γεςϜ͕ѻ͍͍͢ۀͰͳ͍ɻ ཧഁɾໃ६ʹΑΔແବɾແҙຯ͕ଟ͍ɻ ͋Γ͕ͪͳӡ༻ۀ ͋Δ͖ӡ༻ۀ దͳӡ༻ઃܭ͕͞Ε͍ͯΔ దͳӡ༻ઃܭ͕͞Ε͍ͯͳ͍ • υΩϡϝϯτԽ͕େʹͳΔɻ • த్ɾ৽ਓͷઓྗԽʹ͕͔͔࣌ؒΔɻ • ڥมԽͷରԠʹΕ͕ͪʹͳΔɻ • 8IZ͕ࣦΘΕΔͱߗԽʹܨ͕Δɻ • πʔϧΛಋೖͯ͠ޮՌ͕ग़ʹ͍͘ɻ ࿈ܞ͠ʹ͍͘ • υΩϡϝϯτԽΛඞཁ࠷খݶʹͰ͖Δɻ • த్ɾ৽ਓͷઓྗԽʹ͕͔͔࣌ؒΒͳ͍ɻ • ڥมԽͷରԠ͕ൺֱత༰қʹͰ͖Δɻ • 8IZ͕ࣦΘΕʹ͍͘ͷͰߗԽΛආ͚͍͢ɻ • πʔϧΛಋೖͨ͠ͱ͖ʹޮՌ͕ग़͍͢ɻ ࿈ܞ͍͢͠ ਓࡐ͕εέʔϧ͢Δ ۀ͕εέʔϧ͢Δ Λ࠷େ׆༻Ͱ͖Δ ਓࡐ͕εέʔϧ͠ͳ͍ ۀ͕εέʔϧ͠ͳ͍ Λ࠷େ׆༻Ͱ͖ͳ͍ ਓࡐ໘ ҭҾ͖ܧ͗ ɺγεςϜ໘ ࣗಈԽ Ͱେ͖ͳมԽ͕ى͖Δɻ Ҿ༻*5NFEJBϥΠϒ৴ηϛφʔʮੵͷ՝Λղܾʙӡ༻มֵΛ્Ήͷʯͷਖ਼ମͱɺʮ໌͔ΒͲ͏͢Δ͔ʯ 25
Operation Lab ӡ༻ઃܭϥϘ ۙͷԾઆʮ͋Γ͕ͪͳӡ༻ۀʯʹͳΓ͕ͪͳཧ༝ 26 ϨδϦΤϯεͷͱͳΔʮΤϯδχΞϦϯάʯ ਓ͕ཧղ͍͢͠ۀͰ͋Δɻ γεςϜ͕ѻ͍͍͢ۀͰ͋Δɻ
ཧతʹਖ਼͍͜͠ͱΛݕূ͍ͯ͠Δɻ ਓ͕ཧղ͍͢͠ۀͰͳ͍ɻ γεςϜ͕ѻ͍͍͢ۀͰͳ͍ɻ ཧഁɾໃ६ʹΑΔແବɾແҙຯ͕ଟ͍ɻ ͋Γ͕ͪͳӡ༻ۀ ͋Δ͖ӡ༻ۀ దͳӡ༻ઃܭ͕͞Ε͍ͯΔ దͳӡ༻ઃܭ͕͞Ε͍ͯͳ͍ ਓࡐ͕εέʔϧ͢Δ ۀ͕εέʔϧ͢Δ Λ࠷େ׆༻Ͱ͖Δ ਓࡐ͕εέʔϧ͠ͳ͍ ۀ͕εέʔϧ͠ͳ͍ Λ࠷େ׆༻Ͱ͖ͳ͍ ਖ਼͍͠ʮΤϯδχΞϦϯάʯ͕ߦΘΕ͍ͯͳ͍ͷͰͳ͍͔ 26 ਖ਼͍͠ʮΤϯδχΞϦϯάʯ͕ ߦΘΕ͍ͯͳ͍ ਖ਼͍͠ʮΤϯδχΞϦϯάʯ͕ ߦΘΕ͍ͯΔ
Operation Lab ӡ༻ઃܭϥϘ 27 ʮΤϯδχΞϦϯάʯ ͱԿ͔
Operation Lab ӡ༻ઃܭϥϘ ͜ΜͳʮΤϯδχΞϦϯάʯʹࠔͬͨ͜ͱ͋Γ·ͤΜ͔ 28 ಠΓࣄ νʔϜࣄΛݏ͕ΓɺಠΓͰࣄΛ͠Α͏ͱ͢Δ ઈٕ͕ྑ͍͜ͱͰɺଞਓ͕ཧղͰ͖Δ͜ͱՁ͕͍ͱߟ͑Δ ʮΘ͔ͬͯ͘ΕΔਓ͕Θ͔Εྑ͍ʯͱઆ໌Λܰࢹ͢Δ Ϗδωε
త ΑΓٕज़ खஈ Λॏࢹ͢Δ ਆൿओٛ ࣼʹߏ͑ͯઆ໌͠ͳ͍ ٕज़͔͠ڵຯͳ͍ ͜ΕΒΤϯδχΞϦϯά Ͱͳ͘ ѱ͍ҙຯͰͷ ʮ৬ਓٕʯ ϨδϦΤϯεͷͱͳΔʮΤϯδχΞϦϯάʯ
Operation Lab ӡ༻ઃܭϥϘ ͜ΜͳʮΤϯδχΞϦϯάʯʹࠔͬͨ͜ͱ͋Γ·ͤΜ͔ 29 ৽͍ٕ͠ज़͔͠ڵຯແ͍ ಠΓࣄ νʔϜࣄΛݏ͕ΓɺಠΓͰࣄΛ͠Α͏ͱ͢Δ ઈٕ͕ྑ͍͜ͱͰɺଞਓ͕ཧղͰ͖Δ͜ͱՁ͕͍ͱߟ͑Δ ʮΘ͔ͬͯ͘ΕΔਓ͕Θ͔Εྑ͍ʯͱઆ໌Λܰࢹ͢Δ
Ϗδωε త ΑΓٕज़ खஈ Λॏࢹ͢Δ ਆൿओٛ ࣼʹߏ͑ͯઆ໌͠ͳ͍ ٕज़͔͠ڵຯͳ͍ ࣮͕͋Δ҆ఆͨ͠ͷΑΓɺઌਐੑಠࣗੑΛ༏ઌ͢Δ ҆ఆੑޙճ͠ ϓϩτλΠϓ৺ʹ࡞Δ͕ɺຊ൪ڥͷܧଓੑʹ͋·Γڵຯ͕ແ͍ ͘͢͠ྫྷΊ͍͢ ϏδωεΑΓɺٕज़ͷ৽͠͞ݟΛࢍ͞ΕΔ͜ͱΛॏࢹ͢Δ ͜ΕΒΤϯδχΞϦϯά Ͱͳ͘ ѱ͍ҙຯͰͷ ʮ৬ਓٕʯ ͜ΕΒΤϯδχΞϦϯά Ͱͳ͘ ѱ͍ҙຯͰͷ ʮݚڀʯ ϨδϦΤϯεͷͱͳΔʮΤϯδχΞϦϯάʯ
Operation Lab ӡ༻ઃܭϥϘ ʮΤϯδχΞϦϯάʯͷྺ࢙ 30 ϨδϦΤϯεͷͱͳΔʮΤϯδχΞϦϯάʯ ʮΤϯδχΞϦϯάʯͱ͍͏ݴ༿ͷੜ ੈل ࢈ۀֵ໋։࢝ͷेલ͕ॳग़ ΠΪϦεͰۀ͕ٸʹଟ༷Խͨ࣌͠
ৠؾػؔͷᴈ໌ظ ࢈ۀֵ໋ͷಛ৭ʮେྔੜ࢈ͷ࣮ݱʯ ࢈ۀֵ໋ʹΑΓɺେྔͷΛҰఆͷޮͰ҆ఆతɾ࣋ଓతʹੜ࢈Ͱ͖ΔΑ͏ʹͳͬͨ ࢈ۀֵ໋ͷૅͱͳͬͨʮΤϯδχΞϦϯάʯ ΤϯδχΞϦϯά దͳ2$% ࣭ɺίετɺೲظ Ͱ ෮࠶ݱతͳํ๏Ͱ ࣋ଓՄೳͳܗͰ ۀͷେྔੜ࢈Λ࣮ݱͨ͠ େͳ͜ͱɺΤϯδχΞϦϯάʹΑͬͯʮʯͱ͍͏Ϗδωε্ͷՁ͕ੜ·ΕΔ͜ͱ
Operation Lab ӡ༻ઃܭϥϘ *5ʹ͓͚ΔʮΤϯδχΞϦϯάʯ 31 *5 ใٕज़ ͷಛ৭ʮେྔͷใॲཧͷ࣮ݱʯ *5ʹΑΓɺେྔͷใΛҰఆͷޮͰ҆ఆతɾ࣋ଓతʹॲཧͰ͖ΔΑ͏ʹͳͬͨ *5ʹ͓͚ΔʮΤϯδχΞϦϯάʯ
*5ͷΤϯδχΞϦϯά దͳ2$% ࣭ɺίετɺೲظ Ͱ ෮࠶ݱతͳॲཧํ๏Ͱ ࣋ଓՄೳͳܗͰ ใͷେྔॲཧΛ࣮ݱ͢Δ *5ʹ͓͚ΔʮΤϯδχΞϦϯάʯɺ࢈ۀʮΤϯδχΞϦϯάʯͷԠ༻ ͦͷຊ࣭ େྔͷੜ࢈ɾॲཧ ʹҧ͍ແ͍ ରྖҬ͕ཧ͔ΒཧʹมΘΔ͚ͩ େͳ͜ͱɺΤϯδχΞϦϯάʹΑͬͯʮใʯͱ͍͏Ϗδωε্ͷՁ͕ੜ·ΕΔ͜ͱ ϨδϦΤϯεͷͱͳΔʮΤϯδχΞϦϯάʯ *&ख๏Λࢀߟʹͨ͠ࢲݟ
Operation Lab ӡ༻ઃܭϥϘ *5ʹ͓͚ΔʮΤϯδχΞϦϯάʯͱԿ͔ 32 Ҿ͖ܧ͗Λॏࢹ͢Δ దͳ2$%Ͱ ෮࠶ݱతͳॲཧํ๏Ͱ ࣋ଓՄೳͳܗͰ *5Ͱେͳ͜ͱɺΤϯδχΞϦϯάʹΑͬͯʮใʯͱ͍͏Ϗδωε্ͷՁ͕ੜ·ΕΔ͜ͱ
ϏδωεࢹͰόϥϯεΛऔΔ νʔϜͰ׆ಈ͢Δ ۀΛݴޠԽɾ٬؍Խ͢Δ ԽͷճආΛॏࢹ͢Δ ޱΑΓσʔλʹޠΒͤΔ ใͷେྔॲཧΛ࣮ݱ ϨδϦΤϯεͷͱͳΔʮΤϯδχΞϦϯάʯ
Operation Lab ӡ༻ઃܭϥϘ ʮΤϯδχΞϦϯάʯͰͳ͍ͷWTͰ͋Δͷ ྫ 33 w ϏδωεΑΓٕज़༏ઌ w ৫͔Βဃͨ͠ݸਓ׆ಈ
w ݴޠԽ͞Εͣओ؍త w ࣋ଓੑܰࢹ Խड༰ w ࣋ଓੑܰࢹ Ҿ͖ܧ͗͠ͳ͍ ΤϯδχΞϦϯάͰͳ͍ͷ ྫ w Ϗδωε͕ओɺٕज़͕ै w νʔϜͰڠௐ࣮ͨ͠ફ׆ಈ w ݴޠԽ͞Εͯ٬؍త w ࣋ଓੑॏࢹ Խճආ w ࣋ଓੑॏࢹ Ҿ͖ܧ͗ॏࢹ ΤϯδχΞϦϯάͰ͋Δͷ ྫ ϨδϦΤϯεͷͱͳΔʮΤϯδχΞϦϯάʯ
Operation Lab ӡ༻ઃܭϥϘ ʮΤϯδχΞϦϯάʯͰͳ͍ͷ͔Β࢈·ΕΔͷ 34 w ϏδωεΑΓٕज़༏ઌ w ৫͔Βဃͨ͠ݸਓ׆ಈ w
ݴޠԽ͞Εͣओ؍త w ࣋ଓੑܰࢹ Խड༰ w ࣋ଓੑܰࢹ Ҿ͖ܧ͗͠ͳ͍ ΤϯδχΞϦϯάͰͳ͍ͷ ྫ • ྫ֎ରԠ • ϒϥοΫϘοΫεԽͨ͠πʔϧϑϩʔ • ʮӡ༻ͰΧόʔʯ ӡ༻Λ્͢Δ෦ࣄͷଟ͘ ΤϯδχΞϦϯάͰͳ͍ͷ͔Β࢈·ΕΔ ظతͳൃੜํແ͍͕ɺ์ஔ͍͚ͯ͠ͳ͍ ϨδϦΤϯεͷͱͳΔʮΤϯδχΞϦϯάʯ
Operation Lab ӡ༻ઃܭϥϘ ʮΤϯδχΞϦϯάʯ͔Β࢈·ΕΔϨδϦΤϯτͳӡ༻ 35 w Ϗδωε͕ओɺٕज़͕ै w νʔϜͰڠௐ࣮ͨ͠ફ׆ಈ w
ݴޠԽ͞Εͯ٬؍త w ࣋ଓੑॏࢹ Խճආ w ࣋ଓੑॏࢹ Ҿ͖ܧ͗ॏࢹ ΤϯδχΞϦϯάͰ͋Δͷ ྫ ॊೈੑ ྗੑͷ༗Δӡ༻ ॊೈੑ ྗੑͷ༗Δӡ༻ ෦ࣄ͔Βͷ෮ݩ ෦ࣄ ֎෦ࣄ͔Βͷ෮ݩ ϨδϦΤϯτͳӡ༻ ϨδϦΤϯεͷͱͳΔʮΤϯδχΞϦϯάʯ ֎෦ࣄ͔Βͷ෮ݩ %3ͱ͍͏؍͔Β࣋ଓੑॏࢹͱݴ͑Δ
Operation Lab ӡ༻ઃܭϥϘ ·ͱΊϨδϦΤϯεͷʹͳΔʮΤϯδχΞϦϯάʯͱ 36 ϨδϦΤϯεͷͱͳΔʮΤϯδχΞϦϯάʯ దͳ2$%Ͱ ෮࠶ݱతͳॲཧํ๏Ͱ ࣋ଓՄೳͳܗͰ ΤϯδχΞϦϯάʮϏδωεʯͱʮ࣋ଓੑʯΛॏࢹ͢Δ
ใͷେྔॲཧΛ࣮ݱ͢Δ͜ͱ ॊೈੑ ྗੑͷ༗Δӡ༻ ϨδϦΤϯτͳӡ༻
Operation Lab ӡ༻ઃܭϥϘ ΤϯδχΞϦϯά͔Βੜ·ΕΔӡ༻ͷՁ 37
Operation Lab ӡ༻ઃܭϥϘ اըͱ։ൃͱӡ༻ͷҧ͍Կ͔ 38 ΤϯδχΞϦϯά͔Βੜ·ΕΔӡ༻ͷՁ اը୲ ڠྗͯ͠ ࣄ ӡ༻୲
։ൃ୲
Operation Lab ӡ༻ઃܭϥϘ اը։ൃͱʮӡ༻ʯͷҧ͍Λߟ͑ͯΈ·ͨ͠ 39 اը͔ΒϦϦʔε·Ͱ͕ࣄ ϓϩδΣΫτܕۀ اը୲ ։ൃ୲ ඇϓϩδΣΫτܕۀ
ϦϦʔε͔ΒαʔϏεഇࢭ·Ͱ͕ࣄ ӡ༻୲ શ͘ಉ͡ϓϩδΣΫτ શ͘ಉ͡ϦϦʔε ଘࡏ͠ͳ͍ ຖճΓํ͕ҧ͏ӡ༻ ҡ࣋Ͱ͖ͳ͍ ຖճ݁Ռ͕ҧ͏ӡ༻ ධՁ͞Εͳ͍ ຖճΓํ͕ҧ͏ ຖճ݁Ռ͕ҧ͏ ඇ෮తͳۀ ඇ࠶ݱతͳۀ ෮తͳۀ ࠶ݱతͳۀ Ռʹ۠Γ ϦϦʔε ͕͋ΔͷͰ ಛ͕ʹ͖͍͢ Ռʹ۠Γ͕ແ͍ͷͰ ಛ͕ʹ͖ʹ͍͘ ʮ࣌ؒʯͷ׆ಈ ͕ظ͞Ε͍ͯΔ ΤϯδχΞϦϯά͔Βੜ·ΕΔӡ༻ͷՁ
Operation Lab ӡ༻ઃܭϥϘ ʮΤϯδχΞϦϯάʯͱʮӡ༻ʯ૬ੑ͕ྑ͍ 40 ඇϓϩδΣΫτܕۀ ϦϦʔε͔ΒαʔϏεഇࢭ·Ͱ͕ࣄ ӡ༻୲ ຖճΓํ͕ҧ͏ӡ༻ ҡ࣋Ͱ͖ͳ͍
ຖճ݁Ռ͕ҧ͏ӡ༻ ධՁ͞Εͳ͍ ෮తͳۀ ࠶ݱతͳۀ Ռʹ۠Γ͕ແ͍ͷͰ ಛ͕ʹ͖ʹ͍͘ ʮ࣌ؒʯͷ׆ಈ ͕ظ͞Ε͍ͯΔ దͳ2$%Ͱ ෮࠶ݱతͳॲཧํ๏Ͱ ࣋ଓՄೳͳܗͰ ใͷେྔॲཧΛ࣮ݱ͢Δ͜ͱ *5ʹ͓͚ΔʮΤϯδχΞϦϯάʯͱ ʮΤϯδχΞϦϯάʯͱʮӡ༻ʯ૬ੑ͕ྑ͍ ΤϯδχΞϦϯά͔Βੜ·ΕΔӡ༻ͷՁ
Operation Lab ӡ༻ઃܭϥϘ ͓ΘΓʹ 41
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ਓ͕ཧղ͍͢͠ۀͰ͋Δɻ γεςϜ͕ѻ͍͍͢ۀͰ͋Δɻ ཧతʹਖ਼͍͜͠ͱΛݕূ͍ͯ͠Δɻ ॊೈੑ ྗੑͷ༗Δӡ༻ ϨδϦΤϯτͳӡ༻ ͋Δ͖ӡ༻ۀ Ҿ͖ܧ͗Λॏࢹ͢Δ ϏδωεࢹͰόϥϯεΛऔΔ νʔϜͰ׆ಈ͢Δ ۀΛݴޠԽɾ٬؍Խ͢Δ ԽͷճආΛॏࢹ͢Δ ޱΑΓσʔλʹޠΒͤΔ
Operation Lab ӡ༻ઃܭϥϘ ࢀߟաڈͷൃදࢿྉ 43 IUUQTXXXPQTMBCKQQVCMJTI աڈͷൃදࢿྉ 0QT-BCKQͱ͍͏αΠτʹஔ͍ͯ͋Γ·͢ɻ
Operation Lab ӡ༻ઃܭϥϘ 44 Operation ӡ༻ઃܭ IUUQXXXPQFSBUJPOMBCDPKQ Lab