⭾኱䛺ㄽᩥ䛾ᒣ䛾୰䛛䜙▱ぢ䠄ᐆ䠅䜢᥈䛩䝃䝇䝔䝘䝡䝸䝔䜱䛻㛵䛩䜛䠏䠌୓ᮏ䛾Ꮫ⾡ㄽᩥ䜢ᘬ⏝㛵ಀ䜢ඖ䛻ศ㢮䛧䚸▱㆑䜢ᵓ㐀໬ᡭἲ䠖 䜽䝷䝇䝍䝸䞁䜾䠄䜾䝹䞊䝥ศ䛡䠅䜔≉ᚩㄒ䛾䝁䝃䜲䞁㢮ఝᗘ䛻䜘䜚䝕䞊䝍䛾ព࿡䜢▱䜛䖾 ୡ⏺䛾䝃䝇䝔䝘䝡䝸䝔䜱䛻㛵䛩䜛䛂▱㆑䛾ᵓ㐀໬䛃䜔ෆ㒊䛾㆟ㄽ䛾ᢕᥱ(ฟ඾) K. Asatani, H. Takeda, H. Yamano and I. Sakata, “Scientific attention devoted to sustainability
and SDGs: Meta-analysis of academic papers”, Energies vol.13(4) (2020),᫬⣔ิ䛷䜏䜛▱䛾ఏ᧛䛾ᵓ㐀ᘬ⏝䠙ⴭ⪅䛻䜘䜛ෆᐜ䛾㛵㐃ᛶ䛻㛵䛩䜛ุ᩿䛸ᤊ䛘䛶䚸ᘬ⏝㛵ಀ䜔䛭䜜䛻䜘䜛ᘬ⏝㛵ಀ䝛䝑䝖䝽䞊䜽䜢䚸▱㆑䛾ᵓ㐀໬䛰䛡䛷䛺䛟䚸ከ䛟䛾◊✲䛷ά⏝䛧䛶䛔䜛䚹䜶䝹䝊䝡䜰♫Scopus䛾඲䝕䞊䝍䜢⏝䛔䛯ᘬ⏝㛵ಀ䛾᫬⣔ิᒎ㛤㸦ฟ඾㸧T. Mira, K. Asatani, I. Sakata, "Large-scale "analysis of delayed recognition using sleeping beaty and prince",
Applied Network Science 6:48 (2021)

ከᵝᛶ㔜ど䛧䛯䝛䝑䝖䝽䞊䜽⛉Ꮫ䛾᪂ᣦᶆPW䖾ᆅᇦ䛻䛚䛡䜛௻ᴗ㛫䛾ྲྀᘬ㛵ಀ䝛䝑䝖䝽䞊䜽䛾ྍど໬䠄ୗグ䛿䚸ᮾ໭ᆅ᪉䛾౛䠅⛥ᑡ䛺䝟䝇䜢ᣢ䛱䚸䝁䝭䝳䝙䝔䜱䛾᝟ሗከᵝᛶ䛻㈉⊩䛩䜛䝤䝻䞊䜹䞊௻ᴗ䜢≉ᐃᆅᇦⓗ䛺⏘ᴗ㞟✚ᨻ⟇䚸ᆅᇦᮍ᮶≌ᘬ௻ᴗ䛾㑅ᐃ䛻ά⏝▱ⓗᑐὶ䛻㔜せ䛺௻ᴗ䛾ᢳฟᣦᶆ㸦ฟ඾㸧H. Yamano, K. Asatani, I. Sakata, "Evaluating Nodes of Latent Mediators in Heterogeneous Communities",
Scientific Reports 10 (2020), 8456.

Twitterෆ䛾᝟ሗఏ᧛䛾ᵓ㐀䜢≉ᐃಖᏲᐃᖖⓗ‫ܓ‬䝸䝧䝷䝹▷ᮇⓗ䝒䜲䝑䝍䞊䠐,䠎䠌䠌୓ே䛾䝴䞊䝄䞊䠄䠏䠕䠒᪥䚸䠎䠑൨䝒䜲䞊䝖䠅䛾ศ㢮䜢⾜䛔䚸ᨻ⟇䛻㛵䛧䛶⃰ᗘ䛾㧗䛔㆟ㄽ䜢⾜䛳䛶䛔䜛䜽䝷䝇䝍䠄䝴䞊䝄䞊䛾䜾䝹䞊䝥䠅䜢≉ᐃ䛧䚸ヲ⣽䛻ศᯒ䚹ᕷẸ䛾఍ヰ䛛䜙䛾ᨻ⟇ㄢ㢟䛾ᢳฟ䚹㔝ඪᐤ䜚䝒䜲䝑䝍䞊4,200୓ே䛾䝬䝑䝥‫ܓ‬୚ඪᐤ䜚䠎䜽䝷䝇䝍ෆ䛾≉ᚩⓗ䛺ヰ㢟(ฟ඾) K. Asatani, T. Sakaki, H. Yamano, I. Sakata, "Dense and influential core promotes daily viral information spreadingin political echo chambers", Scientific Reports 11 (2021), 7491.

◊䛞⃈䜎䛥䜜䜛䝕䝆䝍䝹䛸䝸䜰䝹䝕䝆䝍䝹໬䛜㐍䜐ୡ⏺䛾⏘ᴗ⏺
䠘ୡ⏺䛾ᰴᘧ᫬౯⥲㢠䝖䝑䝥䠓䠚 䝬䜲䜽䝻䝋䝣䝖 䜰䝑䝥䝹 䝃䜴䝆䜰䝷䝮䝁 䜰䝹䝣䜯䝧䝑䝖䠄Google䠅 䜰䝬䝌䞁䞉䝗䝑䝖䞉䝁䝮 䝔䝇䝷 䝯䝍䞉䝥䝷䝑䝖䝣䜷䞊䝮䝈䠄Facebook䠅䜾䝷䝇䝂䞊䛻㞟䛳䛯䜲䞁䝣䝹䜶䞁䝃䞊 䝛䝑䝖䞉䝊䝻䜹䞊䝪䞁䜈䛾ᑐ㠃㆟ㄽ ▼Ⅳ฼⏝䜔䝯䝍䞁᤼ฟ䛾๐ῶ䛾㆟ㄽ ⮬↛㈨ᮏ䜈䛾ὀ┠䠄䝛䜲䝏䝱䞊䝫䝆䝔䜱䝤䠅 䝬䝹䝏䝇䝔䞊䜽䝩䝹䝎䞊䞉䝁䜰䝸䝅䝵䞁➼䝕䝆䝍䝹㠉࿨䛻䜘䜛䝟䝷䝎䜲䝮䝅䝣䝖9 ᶵᲔᏛ⩦䞉῝ᒙᏛ⩦9 䝝䜲䝟䝣䜷䞊䝬䞁䝇䞉䝁䞁䝢䝳䞊䝍9 䝕䞊䝍䞉䜽䝷䜴䝗䞉䝃䞊䝡䝇 ➼䝁䞁䝉䝥䝖䛜ぢ䛘䛴䛴䛒䜛➨䠐ḟ⏘ᴗ㠉࿨㟁ຊ䜢⏝䛔䛯኱㔞⏕⏘➨䠏ḟ㠉࿨9 䝕䝆䝍䝹㠉࿨9 䝇䝬䞊䝖♫఍9 䜲䞁䝎䝇䝖䝸䞊 4.0
9 䝋䝃䜶䝔䜱 5.0䝁䞁䝢䝳䞊䝍䛻䜘䜛⮬ື໬➨䠎ḟ㠉࿨➨䠍ḟ㠉࿨AI 䛸䛿䠛
The term AI refers to a set of computer science techniques that enable systems
To perform tasks normally requiring human intelligence, such as visual perception,
Speech recognition, decision-making and language translation.
(Source)The Economist “Artificial intelligence in the real world”(2016)⵨Ẽᶵ㛵䜢⏝䛔䛯ᶵᲔ໬䝕䝆䝍䝹㠉࿨䜢ᨭ䛘䜛䠏せ⣲Social media
ServerEC site

SensorDigitized publication㟁Ꮚ໬䛥䜜䛯᝟ሗ䛾ᛴቑHPCCloud, Storage䝃䜲䝞䞊✵㛫䛾ᣑ䛜䜚ேᕤ▱⬟(AI)䛾㠉᪂Deep learning

Image recognition

Text analysis䠲䠮䠏䛴䛾㻭㻵䝤䞊䝮䛾Ἴ➨䠍ḟ䛂᥈⣴䞉᥎ㄽ䛃 㻝㻥㻡㻜ᖺ௦ᚋ༙䡚㻢㻜ᖺ௦⮬↛ゝㄒฎ⌮䛾㯪᫂ᮇ䚸ேᕤᑐヰ䝅䝇䝔䝮䚸䝙䝳䞊䝷䝹䝛䝑䝖䝽䞊䜽➨䠎ḟ䛂▱㆑⾲⌧䛃 㻝㻥㻤㻜ᖺ௦⏑฼ಇ୍ඛ⏕ 䠄⌮໬Ꮫ◊✲ᡤ䠅䠄䝙䝳䞊䝷䝹䝛䝑䝖䝽䞊䜽䛻㛵䛩䜛⌮ㄽ䛾ඛ㥑⪅䠅⏬ീㄆ㆑䛾䜶䝷䞊⋡䛾๻ⓗᨵၿ▱㆑䝧䞊䝇䚸㡢ኌㄆ㆑䚸䝕䞊䝍䝬䜲䝙䞁䜾➨䠏ḟ䛂ᶵᲔᏛ⩦䛃 㻞㻜㻝㻜ᖺ௦䡚䝡䝑䜾䝕䞊䝍ά⏝䚸䝕䜱䞊䝥䝷䞊䝙䞁䜾䚸㡢ኌㄆ㆑䚸⏬ീㄆ㆑䚸䝧䜲䝈⤫ィ䚸䜰䝹䝣䜯◻䛜ୡ⏺᭱ᙉᲦኈ䛻຾฼䠄㻞㻜㻝㻣䠅

25.7%
25.7%

䝕䜱䞊䝥䝷䞊䝙䞁䜾
䛾Ⓩሙ2015ᖺ䛻ே㛫䛾⢭ᗘ䠄5.1䠂䠅䜢
㉸䛘䛯

2.3%
2.3%

2011 2012 2013 2014 2015 2016 2017ᮾி኱Ꮫ ᯇᑿ㇏ᩍᤵసᡂ㈨ᩱ䜘䜚䠄ཧ⪃䠅ᖹᡂ㻞㻤ᖺ∧᝟ሗ㏻ಙⓑ᭩䛺䛬䚸௒䛺䛾䛛䐟 䡚䝁䞁䝢䝳䞊䝍䛾㐍Ṍ1980ᖺ௦

䝇䝬䝩2018ᖺ⌧ᅾCPUᛶ⬟䝯䝰䝸ᐜ㔞CPUᛶ⬟䝯䝰䝸ᐜ㔞――

18 GFLOPS┦ᙜ6 GB

5 MFLOPS┦ᙜ640KB

27 GFLOPS┦ᙜ28 GB䠄㻡㻠㻜㻜ಸ䠅䠄㻝㻚㻟୓ಸ䠅䠄ͤ䠍䠅䝟䝋䝁䞁䠄ͤ䠎䠅䝇䝟䝁䞁

1.3 GFLOPS

256MB

200 PFLOPS

10 PB䠄㻝㻚㻡൨ಸ䠅䠄㻠༓୓ಸ䠅䠄ͤ䠏䠅䠄㻝㻥㻤㻜ᖺᖺ௦ẚ䛾ᛶ⬟䠅䠄䈜䠍䠅 䝇䝬䝩䠖㻿㼛㼚㼥㻌㻿㻻㻙㻜㻠㻷䠄䈜䠎䠅 䝟䝋䝁䞁䠖㻼㻯㻙㻥㻤㻜㻝㻌㻔㻝㻥㻤㻞ᖺ㻕䛸㻺㻱㻯㻌㻸㼍㼢㼕㼑 㻰㼕㼞㼑㼏㼠㻌㻴㼆䜢ẚ㍑
䠄䈜䠏䠅 䝇䝟䝁䞁䠖㻺㻱㻯㻌㻿㼄㻙㻞㻌㻔㻝㻥㻤㻟ᖺ㻕㻌䛸㻵㻮㻹㻌㻿㼡㼙㼙㼕㼠䜢ẚ㍑

䛺䛬௒䛺䛾䛛䐠 䡚㻮㼕㼓㻌㻰㼍㼠㼍 䛾⵳✚䡚᪥ᮏ䛾௻ᴗ䛜ά⏝䛩䜛䝡䝑䜾䝕䞊䝍䠄ͤ䠅䛾᥎⛣᪥ᮏ䛾䜲䞁䝍䞊䝛䝑䝖ᖹᆒ䝖䝷䝠䝑䜽䛾᥎⛣ 䠄᥎ᐃ䠅(TB)
16,000,000
14,000,000
12,000,000
10,000,000

㻥ᖺ㛫䛷
⣙㻥㻚㻟ಸ

8,000,000
6,000,000
4,000,000
2,000,0000䠄⥲ົ┬㻞㻜㻝㻣㻚㻞㻚㻣䠅䠄⥲ົ┬䛂 䠎䠌䠍䠑ᖺ∧᝟ሗ㏻ಙⓑ᭩䛃䠅䠄䈜䠅 ௻ᴗ䛜ཷಙ䛩䜛ᴗົ䝕䞊䝍䚸㈍኎グ㘓䚸㢳ᐈ➼䛸䛾䝁䝭䝳䝙䜿䞊䝅䝵䞁䚸㻳㻼㻿➼䝕䞊䝍➼䛾⮬ືⓗ䛻ྲྀᚓ䛩䜛䝕䞊䝍䚹䝕䞊䝍ᙧᘧ䛿䝔䜻䝇䝖䚸㡢ኌ䚸⏬ീ䚸ື⏬䚹䛺䛬௒䛺䛾䛛䐡 䡚ᡭἲ䛾ᡂ⇍䡚䠎䠌䠍䠔ᖺ᫬Ⅼ䛾ேᕤ▱⬟䛜䛷䛝䜛䛣䛸䞉䛷䛝䛺䛔䛣䛸䛆┠䛇⏬ീ䛾୰䛻෗䛳䛶䛔䜛䜒䛾䜢ṇ☜䛻ㄆ㆑䛩䜛䠄⏬ീㄆ㆑䠅 䖂䛆⪥䛇఍ヰ䜢ᩥ❶䛻ኚ᥮䛩䜛䠄㡢ኌㄆ㆑䠅䖂⮬↛ᩥ䛾ព࿡䜢⌮ゎ䛩䜛䚽⮬↛ᩥ䛷఍ヰ䛩䜛䕦㌿䜀䛺䛔䜘䛖䛻Ṍ䛟䞉㉮䜛䖂஦ᨾ䜢㉳䛣䛥䛺䛔䜘䛖䛻⮬㌿㌴䞉⮬ື㌴䜢㐠㌿䛩䜛䕦䠄ฟ඾䠅䝅䝞䝍䝘䜸䜻䞉ྜྷᕝḠஓ䛂䝔䜽䝜䝻䝆䞊䛾ᆅᨻᏛ䛃᪥⤒BP♫(2018)䠄ഛ⪃䠅䖂௒䛩䛷䛻ฟ᮶䛶䛔䜛䚸䚽䠎䡚䠏ᖺ௨ෆ䛻ฟ᮶䛭䛖䚸䕦 䠑ᖺ䛛䛛䛳䛶䜒㞴䛧䛭䛖䛻㛵䛩䜛䝅䝞䝍䝘䜸䜻Ặ䛾ホ౯䛂䝕䝆䝍䝹䛃䛜䜒䛯䜙䛩䝝䜲䝃䜲䜽䝹໬
ᚊ㏿せᅉ䛸䛧䛶䛾䛂≀㉁䛃䛾ᙳ㡪䛜ᑠ䛥䛟䛺䜚䚸䝝䜲䝃䜲䜽䝹໬䛩䜛䟿PDCA䜢ᘔ䛧䛶䛔䛶䛿䝃䜲䜽䝹䛻㐺ྜ䛫䛪䚸ᖖ䛻ಟṇ䜢䛧䛺䛜䜙䚸䝇䝢䞊䝗ឤ䜢ᣢ䛳䛶ḟ䚻䛸⾜ື䜢㉳䛣䛧䛶䛔䛟䛣䛸䛜ồ䜑䜙䜜䜛ୡ⏺䚹๓ᥦ䛸䛧䛶≀㉁ⓗ䛺⵳✚䜢ồ䜑䜙䜜䛺䛔䛾䛷䚸㒔ᕷ䛛䜙㞳䜜䛯ᆅᇦ䜔䝇䝍䞊䝖䜰䝑䝥௻ᴗ䜒༑ศ䛻ཧຍ䛾ᶵ఍䛜㛤䛛䜜䛶䛔䜛䚹䛂ᮇᚅ್䝡䝆䝛䝇䛃䛾ྎ㢌᫬౯⥲㢠㻛኎ୖ㧗䛾ẚ㍑䛾౛䠄㻮㻭㼀㻘㻌䝖䝶䝍⮬ື㌴䠅BATᖹᆒBaidu

AlibabaTencent䝖䝶䝍⮬ື㌴

16.6ಸ8.0ಸ19.2ಸ22.6ಸ

0.8ಸ

䠄ฟᡤ䠅㼅㻯㻴㻭㻾㼀㻿䠄᫬౯⥲㢠䠖㻞㻜㻝㻣ᖺᮎ᫬Ⅼ䠅䚸 㼀㼔㼑㻌㻳㼘㼛㼎㼍㼘㻌㻵㼚㼚㼛㼢㼍㼠㼕㼛㼚㻌㻝㻜㻜㻜㻌㼟㼠㼡㼐㼥䠄኎ୖ㧗䠖㻞㻜㻝㻣ᖺぢ㎸䜏䠅㻮㻭㼀䛿኎ୖ㧗䛻ẚ䜉䛶኱䛝䛺᫬౯⥲㢠䋻 ኎ୖ㧗䞉฼┈䛜ᑠ䛥䛟䛶䜒䚸ᰴ୺䛛䜙䛾䛂ᮇᚅ್䛃䛻䜘䛳䛶䚸㈨㔠䜢ྲྀ䜚㎸䜏ୡ⏺ⓗ䛻ᡂ㛗䛩䜛䝰䝕䝹᪥ᮏ䛷䜒ⱆ䛜ฟ䛶䛝䛶䛔䜛᫬౯⥲㢠㻛኎ୖ㧗䛾ẚ㍑䠄ᮾ኱㛵㐃䝧䞁䝏䝱䞊䛾౛䠅䝨䝥䝏䝗䝸䞊䝮

䝴䞊䜾䝺䝘䠬䠧䠯䠤䠝䠰䡁䠿䡄䡊䡋䡈䡋䡃䡕112.4ಸ5.1ಸ169.8ಸ

ᮾ኱㛵㐃䝧䞁䝏䝱䞊9 㻠㻟㻜♫௨ୖ䠄ᖺ㛫㻠㻜♫䝨䞊䝇䠅9 ᫬౯⥲㢠ྜィ䛿䠍඙䠑༓൨௨ୖ9 䠥䠬䠫䛧䛯௻ᴗ䛿㻞㻜♫㉸9 ᮏ㒓䜽䝷䝇䝍䞊䛂ᮇᚅ䛃䜢ఙ䜀䛩ຊ䛾㔜せᛶḟ䛾ẁ㝵䠖㏆ᮍ᮶䛾㻭㻵ά⏝䛾᪉ྥᛶ㻭㻵ά⏝䛸䛿䝕䞊䝍䜢ྲྀ䜛䚸㞟䜑䜛䚸ゎᯒ䛩䜛䝃䞊䝡䝇䛾ᒎ㛤䠄䠍䠅䝸䜰䝹䝍䜲䝮䝕䞊䝍฼ά⏝ືⓗ䝕䞊䝍䠄Ẽ㇟䚸⛣ືయ䛛䜙཰㞟䛧䛯䝕䞊䝍䠅᪤Ꮡ䛾䝡䝑䜾䝕䞊䝍ศᩓ䛩䜛䝕䞊䝍䜢⤖ྜ䛧䚸䝸䜰䝹䝍䜲䝮䛷᝟ሗᢕᥱ䚸ண 䝍䝇䜽䚸ไᚚ➼䛻฼⏝䠄䠎䠅䛂ㄝ᫂ྍ⬟䛺㻭㻵䛃䛾ᵓ⠏䇾䛺䛬 㼃㼛㼞㼗㻌䛩䜛䛾䛛䇿䜢⌮ゎ䛩䜛㻭㻵䛿䝤䝷䝑䜽䝪䝑䜽䝇 䊻 ⤖ᯝ䛾ㄝ᫂䛜䛷䛝䛺䛔㻛ᛂ⏝⠊ᅖ䜢ไ⣙䝸䜰䝹䝍䜲䝮䝡䝑䜽䝕䞊䝍䛾ຊ᪤Ꮡ䛾㞀ቨ⩌䝞䜲䝟䝇 ཪ䛿 ㊴㌍
ㅖㄢ㢟• ேⓗ㈨※䛾୙㊊• ᢏ⾡䞉▱ぢ䛾୙㊊• ⤒㦂▱䛾୙㊊• ⤒῭ᛶ䛾୙㊊• ᆅ⌮ⓗ䛺㊥㞳• ᙉᅛ䛺つไ• 㐣ཤ䜈䛾౫ᏑᛶゎỴ⟇➼empowering᪂▱㆑, AI, 䝃䜲䝞䞊✵㛫䞉䞉䝸䜰䝹䝍䜲䝮䝕䞊䝍䛾ຊ㈍኎ᨭ᥼䞉஦ᚋ䛷䛾᮶ᗑ⪅䛾㉎㈙ศᯒ䞉኎ୖ䛾ண 䚸௙ධ䜜䛾ㄪᩚ䞉㢳ᐈ᮶ᗑ୰䛾ၟရ᥎⸀䞉⮬ື໬ᗑ⯒Ἑᕝ⟶⌮䞉⅏ᐖ䛾ཎᅉ䛾ゎ᫂䞉Ἑᕝ⟶⌮䜔㜵⅏ィ⏬䛾❧᱌䞉䝎䝮䛾㈓Ỉ㔞䛾⮬ື᧯స䞉ఫẸ䜈䛾⮬ື䛷䛾㑊㞴ᣦ♧ேⓗ஺ὶ䞉ཝᐦ䛺ྠ᫬ᛶ䜢㏣ồ䛧䛺䛔஺ὶ䞉␗䛺䜛ሙᡤ䛻ᒃ䜛ᴦᅋဨ䛻䜘䜛䜸䞊䜿䝇䝖䝷䛾₇ዌ䛱䛔䛝䞉䜰䝞䝍䞊䜢⏝䛔䛯㌟యឤぬ䛻㏆䛔஺ὶ஦౛ 㻦↓㟁໬ᆅᖏ䛾㟁໬ఏ⤫ⓗ䛺ᡭẁ㟁ຊ⥙䛾㧗䛔㟁ຊ䝁䝇䝖䝇䝬䝩䛸㟁Ꮚ䝬䝛䞊ᬑཬ䝇䝬䞊䝖䛺䜰䝥䝻䞊䝏↓㟁໬ᆅᖏ䝋䞊䝷䞊䜻䝶䝇䜽ᮾ኱Ⓨ䝧䞁䝏䝱䞊㼃㻭㻿㻿㻴㻭㻌
௬᝿㏻㈌ࠊࣜ࢔ࣝࢱ࢖࣒ࢹ࣮ࢱ➼↓㟁໬ᆅᖏ䛷䛾ᑡ㔞㟁ຊ䛾㔞䜚኎䜚㻔⣙㻡㻜㻜㻜ᗑ㻕䝇䝔䞊䜽䝩䝹䝎䞊ᆺ⤒Ⴀ䛸౯್๰ฟ䠉⤒῭䛸♫఍ⓗ䝂䞊䝹䛸䛾䜘䜚ᐦ䛺ㄪᩚ䠉䞉䝃䝇䝔䝘䝤䝹/䜶䝁䞉䜲䞁䜽䝹䞊䝅䝤 ♫఍䞉䝦䝹䝅䞊௙⤌䜏ᐃ╔♫఍ⓗ㉳ᴗ♫఍䛻ᗈ䛟Ἴཬୡ⏺䛾ඹឤ䚸ຍ㏿䛧䛶ᙉ䛟䛺䜛ὶ䜜䞉䝡䝆䝵䞁䜔ᯟ⤌䜏䠄౛䠖䠯䠠䠣s䚸Society5.0䚸䠰䠥䠟䠝䠠䠅䞉⤒῭䛸♫఍䛾ㄪᩚ䝅䝇䝔䝮䠄䠡䠯䠣ᢞ㈨䚸EU䝍䜽䝋䝜䝭䞊䠅䞉᪂ᢏ⾡䛸᪂䝡䝆䝛䝇䝰䝕䝹䠄♫఍㉳ᴗᐙ䛺䛹䠅䞉ESG/SDG⤒Ⴀᕷሙୗ䛾⤒῭άື⤒Ⴀ䛻䛚䛡䜛䠎䛴䛾౯್䛾᥋㏆⤒῭ⓗ౯್๰ฟ

♫఍ⓗ౯್๰ฟ

௨ୗ䛻㈉⊩䛩䜛άື䛾ᣢ⥆ྍ⬟䛺䝡䝆䝛䝇໬䖃ᆅ⌫䛾䝃䝇䝔䝘䝡䝸䝔䜱䖃♫఍㛵ಀ㈨ᮏ䛾⥔ᣢ䞉ᙉ໬䖃೔⌮䚸ேᶒಖㆤ䚸♫఍ⓗබṇ䚸♫఍䛾ໟᦤᛶ䖃ᚰ㌟䛾೺ᗣ䜔㛗ᑑ➼䝃䝇䝔䝘䝡䝸䝔䜱䛻㛵䛩䜛▱䛾⇿Ⓨ2015೧
ࠅ࿊SDGs, ϏϨ‫ڢ‬ఈ2000೧
ࠅ࿊MDGs1989೧Exxon Valdez‫ݬ‬་ླྀड़ࣆ‫ބ‬2016೧

Society 5.0䠄ഛ⪃䠅Scopus䜘䜚sustainability㛵㐃䛾ㄽᩥ(50୓௳ᙅ)䜢ྲྀᚓ䛧ศᯒ䝥䝷䝇䝏䝑䜽䛤䜏ၥ㢟䜈䛾ୡ⏺䛾ඹឤ䝥䝷䝇䝏䝑䜽䛤䜏䛻䜘䜛ᾏὒởᰁ䛾㢧ᅾ໬䛻䜘䛳䛶䚸䝥䝷䝇䝏䝑䜽䛾䝇䝖䝻䞊ᗫṆ䛾ື䛝䛸⣬䜔⏕ศゎᛶ䝥䝷䛾䝇䝖䝻䞊䛾౯್໬䚹䛂ᆅ⌫䛾䝃䝇䝔䜲䝘䝡䝸䝔䜱䛃䜈䛾♫఍ⓗ䛺ὀど䛾ഴྥ䚹䛂䝁䝇䝖䛃䚸䛂ᶵ⬟ᛶ䛃䚸䛂ရ㉁䛃䚸䛂⪏ஂᛶ䛃䚸䛂㓄㏦㏿ᗘ䛃➼䛸䛿ู䛾౯್㍈䛸䛧䛶䛾䛂ே㛫䛾ឤᛶ䛃䜈䛾ッồ䚹౛䛘䜀䚸䛂ಙ㢗ឤ䛃䚸䛂೔⌮ⓗ䛃䚸䛂㦫䛝䛃䚸䛂௚䛷䛿ᡭ䛻ධ䜙䛺䛔䛃䚸䛂ᚰᆅⰋ䛔䛃䚸䛂ඹឤ䛷䛝䜛≀ㄒ䛃䚹᪂䛧䛟⏕䜏ฟ䛥䜜䛯♫఍ⓗ౯್䛾஦౛䝔䝇䝷䠄䜶䝁䜹䞊䠅䝇䝫䝔䜱䝣䜯䜲䠄㡢ᴦ㓄ಙ䠅䝴䞊䜾䝺䝘䠄㣗ရ➼䠅TBM
䠄▼⅊▼䜢⏝䛔䛯᪂⣲ᮦ䠅䝅䝱䝹䝬䞁䠄║㙾䚸་⒪⏝ල䠅ᅄ୓༑䝗䝷䝬䠄㣗䠅• 䝝䜲䝉䞁䝇䛺䜶䝁䜹䞊• IT䝡䝆䝛䝇䛾ឤぬ䛷䛾䜰䝣䝍䞊䝃䞊䝡䝇• ಙ㢗ឤ䛾䛒䜛ᴦ᭤䛾㓄ಙ䝃䞊䝡䝇• 䜰䞊䝔䜱䝇䝖䜈䛾฼┈㑏ඖ䠄ṇ⩏䚸බṇ䛥䠅• 䛂ே䛸ᆅ⌫䜢೺ᗣ䛻䛩䜛䛃䛂㏵ୖᅜ䛾ᰤ㣴ኻㄪၥ㢟䛻㈉⊩䛃• 㣗ရ䚸໬⢝ရ➼䛛䜙䝞䜲䜸⇞ᩱ䜈• ▼⅊▼䜢฼⏝䛧䛯⣬䞉䝥䝷䝇䝏䝑䜽䛾௦᭰⣲ᮦ• ୡ⏺䛾Ỉ䚸᳃ᯘ㈨※䛾ᯤῬၥ㢟䛻㈉⊩• ㍍䛔᥃䛡ᚰᆅ䚸㰯䛻㊧䛜䛴䛛䛺䛔• 䛂ᢏ⾡䜢ᴟ䜑䜜䜀䜰䞊䝖䛻䛺䜛䛃• 䛧䜎䜣䛸ᆅᰩ䛸ᅜ㝿Ỉ‽䛷⾨⏕⟶⌮䛥䜜䛯ᕤሙ• ㏫Amazon 䞉Ύὶᅄ୓༑䛾䜲䝯䞊䝆஦౛䠖㟁ື䜻䝑䜽䝪䞊䝗䛾䝅䜵䜰䝸䞁䜾䐟䝇䝬䝩䜰䝥䝸䠄✵䛔䛶䛔䜛䝇䜽䞊䝍䞊䛾᥈⣴䚸㛤㘄䚸㏉༷䚸ᨭᡶ䛔䠅䐠⟶⌮ཬ䜃ㄢ㔠䝅䝇䝔䝮䐡඘㟁䝯䜹䝙䝈䝮䠄䜲䞁䝉䞁䝔䜱䝤䛸✵䛔䛶䛔䜛ఫẸ䛾ά⏝䠅䐢Ṍ㐨䛸ู䛾⮬㌿㌴ᑓ⏝䝺䞊䞁䐣චチ䚸䐤ఫẸ䛾䝰䝷䝹 䐥Lime♫䚸Bird♫䛾䜘䛖䛺ᡂ㛗௻ᴗ
Copyright © Ichiro Sakata, the University of Tokyo䝡䝆䝛䝇䝏䝱䞁䝇䠖䠑䛴䛾どⅬ䚸ᆅᇦ䛜ཧຍྍ⬟䝻䞊䝗䝬䝑䝥䛾ᾘኻ౯್㍈䛾ኚ໬ᮇᚅ್䝡䝆䝛䝇䛾ᡂ㛗஦ᴗ䝗䝯䜲䞁䛾෌ᐃ⩏䝸䜰䝹䝍䜲䝮䝕䞊䝍• 䛂ணᐃㄪ࿴䛺䛝▱ⓗᑐὶ䛃䛂അ↛䛾ᖾ㐠䛺ฟ఍䛔䛃• 䜰䝆䝱䜲䝹䛺ᙧ䛷᪉ྥᛶ䛾㑅ᐃ• ᖜᗈ䛔♫఍䛾ኚ໬䜈䛾㗦ᩄ䛺䜰䞁䝔䝘• ௬ㄝ䛾❧᱌⬟ຊ䛸䝡䝆䝵䞁ᙧᡂຊ• ὶ䜜䜢ㄞ䜣䛰௬ㄝ䜢஦ᴗ䛻㌿᥮䛩䜛๰㐀ຊ• ୡ⏺䛾ඹឤ/ཷᐜ䜢๰䜚ฟ䛩ຊ• 䛂㐲㊥㞳஺ὶຊ䛃䚸␗ศ㔝䛾▱㆑䛾⤖ྜ• ಙ㢗㛵ಀ䜢䝧䞊䝇䛸䛧䛯༠ാ䠄䝕䞊䝍ඹ᭷䠅• 㧗䛔䝺䝧䝹䛷䛾䝃䜲䝞䞊䞉䝣䜱䝆䜹䝹䛾⼥ྜ㻿㼛㼏㼕㼑㼠㼥㻌㻠㻚㻜䛸㻡㻚㻜⛣⾜ᮇ䛾ᡓ␎䝃䜲䝞䞊䝣䜱䝆䜹䝹䠄䝕䞊䝍䚸㻭㻵䚸䝣䜱䞁䝔䝑䜽䚸䝉䜻䝳䝸䝔䜱䚸䠑㻳➼䠅䠄᪂ᮦᩱ䚸䝉䞁䝃䞊䚸䝻䝪䝑䝖ᶵᲔ⿦⨨䚸 ᐃᡭἲ➼䠅▱㆑໬᫬௦䛾䜲䞁䝣䝷ᩥ⌮䛾Ꮫ⾡▱㆑䠄䝕䞊䝍㻼㻲䚸▱ⓗ஺ὶᣐⅬ䠅䠄ᕤᏛ䚸㻭㻵䚸ேᩥ♫఍䞉䞉䞉䠅䝡䝆䝵䞁䞉ᆅᇦⓎ䛾䛂᪂䛧䛔♫఍ⓗ౯್䛃䛾ㄆ▱䞉♫఍䛾ᮇᚅ䛾๰㐀䠄䛂ᕤᴗ໬᫬௦䛾౯್䛃䠇䛂᪂䛧䛔౯್䛃䠅䞉᪥ᮏ㻛ᮾ䜰䝆䜰ὶ䛾䜰䝥䝻䞊䝏䛷䛥䜙䛺䜛௜ຍ౯್䛂ᡂ㛗ຊ䛃䛸䛂ᆅᇦ䛾➇தඃ఩䛃䛾๰ฟAI㠉࿨䛻䜘䜛䝟䝷䝎䜲䝮䝅䝣䝖䛾䜲䝯䞊䝆䇾▱䞉᝟ሗ䇿䝃䞊䝡䝇㻘䝕䝄䜲䞁㻘䇾䝰 䝜䇿㈨ᮏ㞟⣙ᆺ䝬䞊䜿䝑䝖ᡓ␎䇾▱䞉᝟ሗ䇿䇾䝰 䝜䇿▱㆑㞟⣙ᆺ〇ရ㻘㻌㒊ရ㻘⣲ᮦ㻘䈈䝃䞊䝡䝇䞉䝋䝸䝳䞊䝅䝵䞁䈈䈈〇ရ౯್㧗䛔୺ᐈ䛾㌿᥮㒊ရ⮬ ື㐠 ㌿䇾᪥ᮏ䛾ᙉ䜏䇿䜢ά䛛䛩ᡓ␎䛜ᚲせ㻭㻵䛻䜘䜛ゎᯒ⣲ᮦ䝂䝮⏘ᴗ䜲䞁䝣䝷㔠ᒓ

㐨㊰, 㕲㐨,䝕䞊䝍䜺䝷䝇⏬ീ‴, …

㡢ኌ䞉 ⮬ື㌴䞉 ༙ᑟయ㛵㐃⏘ᴗゝㄒฎ⌮ᮦᩱ䚸〇㐀⿦⨨䚸タィ䚸䝉䞁䝃䞊➼䠖㧗㏿᝟ሗ䝛䝑䝖䝽䞊䜽,䝰䝞䜲䝹⥙䠄5G䞉B5G䠅䝕䞊䝍PF,…

䠄ฟ඾䠅஬⚄┿๓ᮾ኱⥲㛗㈨ᩱ䛻ຍ➹䜲䞁䜽䝹䞊䝅䝤䛺䝇䝬䞊䝖䞉䜰䜲䝷䞁䝗໬኱㒔ᕷ䞉ᆅ᪉䛾ᕪ␗䛜ᑠ䛥䛔㏻ಙ䜲䞁䝣䝷SINET䜢ά⏝䛧䛯䝕䝆䝍䝹㏻ಙ⥙ᵓ᝿䞊▱㆑㞟⣙᫬௦䛾ᇶᖿ䜲䞁䝣䝷䞊䛆༙ᓥ㒊䛻䛚䛡䜛⛣ື⣔㉸㧗㏿䝤䝻䞊䝗䝞䞁䝗฼⏝ྍ⬟ேཱྀ⋡䠄ᖹᡂ䠏䠌ᖺᗘ䠅䛇䠄ฟ඾䠅⥲ົ┬㈨ᩱ䠄ฟ඾䠅ᮾி኱Ꮫ䝕䝆䝍䝹㻛䝸䝰䞊䝖ά⏝䛾㢮ᆺ䛸㧗ᗘ໬䠘㢮ᆺ䠍䠚䝣䜱䝆䜹䝹䛺άື䛾௦᭰䖃ᑐ㠃䛾఍㆟䛾䜸䞁䝷䜲䞁఍㆟䛻䜘䜛௦᭰䖃Ἑᕝ䛾Ỉ఩➼䛻㛵䛩䜛ேⓗ⟶⌮䛛䜙䝸䝰䞊䝖⟶⌮䜈䛾㌿᥮䠘㢮ᆺ䠎䠚䝣䜱䝆䜹䝹䛺άື䛸䛾」ྜ䠄ᗈ⩏䛾䝕䝆䝍䝹䝒䜲䞁䠅䖃䝇䝬䞊䝖ᕤሙ䚸⮬ື㎰ሙ⟶⌮䚸ᘓタᶵᲔ䛾㐲㝸ไᚚ䖃㟁ື䜻䝑䜽䝪䞊䝗䛾䝅䜵䜰䝸䞁䜾䖃㧗ᗘ䛺䜶䝑䝆ฎ⌮䛻䜘䜛᪂䝃䞊䝡䝇䛾ᥦ౪䠘㢮ᆺ䠏䠚䝃䜲䝞䞊䛸䝣䜱䝆䜹䝹䛾⼥ྜ䖃䜰䝞䝍䞊䜢౑䛳䛯䝸䜰䝹䛾⨾⾡㤋ゼၥ䠘㢮ᆺ䠐䠚ୖグ䛷⏕䜎䜜䛯䝕䝆䝍䝹䝕䞊䝍䛾௚䛾㡿ᇦ䛷䛾ά⏝䖃஺㏻䞉⛣ື⣔䝕䞊䝍䜢ά⏝䛧䛯䝇䝬䞊䝖䝅䝔䜱㛤Ⓨ
Copyright © Ichiro Sakata, the University of Tokyo᪂᫬௦䛾䜸䞊䝥䞁䞉䜲䝜䝧䞊䝅䝵䞁䜸䞊䝥䞁䜲䝜䝧䞊䝅䝵䞁䝍䝇䜽䛸ゎỴ᪉⟇䛜ඹ䛻᫂☜䝍䝇䜽䛿᫂☜䛰䛜ゎỴ᪉⟇䛿୙᫂䝍䝇䜽䜒ゎỴ᪉⟇ඹ䛻୙᫂☜ồ䜑䜛ᢏ⾡䝅䞊䝈䜢᥈⣴ᢏ⾡䝅䞊䝈䜢ᗈ䛟᥈⣴䠄ᑓ㛛㡿ᇦእ䜢ྵ䜐䠅ணᐃㄪ࿴䛺䛝▱ⓗᑐὶ䠄ྵ䝷䜴䞁䝗䝔䞊䝤䝹䠅ᢏ⾡ᑟධཪ䛿▷ᮇඹྠ◊✲」ᩘ㑅ᢥ⫥䛷ඹྠ◊✲௬ㄝ䛾❧᱌▱㆑⤖ྜ㧗ᗘ䛺▱㆑⤖ྜ▱ⓗ㐲㊥㞳䜢ྵ䜑䛯ඹྠ◊✲䚸䝧䞁䝏䝱䞊㐃ᦠ䛂ணᐃㄪ࿴䛺䛝▱ⓗᑐὶ䛃䜈䛾㌿᥮ィ⏬ᆺ䛾▱ⓗᑐὶ䖃ᚑ᮶䛾ᨻᗓ䝥䝻䝆䜵䜽䝖䜔⤌⧊䖃┠ᶆ䛿᫂☜䚸䝯䞁䝞䞊䞉㐍䜑᪉䛿ィ⏬ⓗ䖃ᐃ䜎䛳䛯⠊ᅖ䛾୰䛷䛾ຊ䛾⤖㞟䖃ᡂ㛗䝰䝕䝹䛜ぢ䛘䛶䛔䜛㝿䛻ຠᯝⓗணᐃㄪ࿴䛺䛝▱ⓗᑐὶ䖃౛䛂ᆅᇦᮍ᮶≌ᘬ௻ᴗ䝃䝭䝑䝖䛃䚸䝁䝽䞊䜻䞁䜾䖃䝡䝆䝵䞁䛛䜙㆟ㄽ䚸䝯䞁䝞䞊䞉㐍䜑᪉䛿ᰂ㌾䖃䝣䜱䝆䜹䝹䚸䝃䜲䝞䞊䚸᪂䛧䛔౯್䛾ฟ఍䛔䖃ᡂ㛗䝰䝕䝹䛜୙᫂䛺ሙྜ䛻ᚲ㡲䠄ཧ⪃䠅ᅜᅵᑂ㆟఍ ✌䛢䜛ᅜᅵᑓ㛛ጤဨ఍ሗ࿌᭩㛵ᮾ⏥ಙ㉺䛾ᕧ኱䝛䝑䝖䝽䞊䜽䠄䜒䛾䛵䛟䜚䠎୓䠓༓♫䠅ྛⅬ䛿䚸௻ᴗ⩌䛾䝃䝤䜽䝷䝇䝍䞊䜢♧䛩䠄ྲྀᘬ㛵ಀ䛜ᐦ䛺ᖹᆒ䠍䠌䠌♫⛬ᗘ䛷ᵓᡂ䠅⮬ື㌴䚸㔠ᒓ䝁䞁䜽䝸䞊䝖䚸໬Ꮫ〇ရ䚸䝂䝮ගᏛᶵჾ䚸㟁Ꮚ㒊ရ䚸䝥䝸䞁䝖ᅇ㊰ฟ∧䚸༳ๅ㛵ᮾ䛾䝛䝑䝖䝽䞊䜽ෆ䛻䛚䛡䜛௻ᴗ䛾఩⨨ྲྀ䜚䛂ᮾᡂ䜶䝺䜽䝖䝻䝡䞊䝮䛃䛾㐲㊥㞳஺ὶ⿵᏶ⓗ䛺㛵ಀ䛾ᅜᅵ䛾ᕥྑ䛸䛾ᐦ䛺㐃⤖㎰ᯘỈ⏘ᴗ㟁Ẽ䞉㟁Ꮚ⏘ᴗ⮬ື㌴⏘ᴗ ➼ূ਎‫ع‬পଚ৑岶৺‫ڭ‬ৎ৑ 嵣嵣嵣䠄ฟ඾䠅ᅜᅵ஺㏻┬ᅜᅵᨻ⟇ᒁ㈨ᩱ䛻ຍ➹ಟṇ㎰ᯘỈ⏘ᴗ㟁Ẽ䞉㟁Ꮚ⏘ᴗ㔠ᒓຍᕤ ➼ᒣᡭ⥺䠍࿘䛻┦ᙜ䜲䞁䜽䝹䞊䝅䝤䛺ᡂ㛗䜢ᨭ䛘䜛᪂Ꮫ⩦ᆅᇦㄽ䞉ඛ⾜ᢞ㈨㈨㔠䞉ᕷሙ䛸䛾䛴䛺䛜䜚䞉ᑓ㛛ேᮦ䞉䝕䞊䝍䝥䝷䝑䝖䝣䜷䞊䝮䛺䛹ᆅᇦእ䝸䝋䞊䝇ணᐃㄪ࿴䛺䛝▱ⓗᑐὶ䝃䜲䝞䞊䞉䝣䜱䝆䜹䝹⼥ྜྛᆅᇦ䛾኱Ꮫ䛾ᙺ๭䛾ᣑᙇ᪂Ꮫ⩦ᆅᇦ♫఍䞉ᢏ⾡䜈䛾㧗䛔䜰䞁䝔䝘㒔ᕷேᮦ䛾྾ᘬຊ䝝䜲䝤䝸䝑䝗ᆺேᮦ⫱ᡂຊ䛂Ꮫ⩦ᆅᇦㄽ(Learning region)䛃䛿䚸
䛂Knowledge-based economy䛃䜢OECD䛜ᥦၐ䛧䛯䠍䠕䠕䠌ᖺ௦䛻┒䜣䛻㆟ㄽ䛥䜜䛯ᴫᛕ䚹䜰䝆䞊䝹䠄⮬⏤㡿ᇦ䠅䛸䛧䛶䛾኱Ꮫ䛾ᙺ๭෌⯆⌥⌽߱Ϊ‫ঁܪ‬ʠ⌾␆␾␭␀⏯⏾⌤‫ۋ‬഑⏿వࡵਘ␂ӡІʓۡ␂ऒ۴␀␆‫߈␆⏜ͥݎ‬ऻк೏⑒⌤⑊␆κയԚ՛ತെ␆̵ॿ‫۔‬㉳ᴗᐙ䝁䝭䝳䝙䝔䜱ඛ㐍䝙䞊䝈᥈⣴⑵⌤③ԉ␆হࢇओഫ␂‫ۀ‬І‫۔‬ථ‫⌏⑶⌤⑃␭␆߁ڍ‬⌽‫ۋ‬഑ੂ‫ږ‬⌾⌊⌽ά‫ږ‬ά‫ئ‬⌾⌊⌽̅ࡲ‫ڽ‬⌾␂␁