屋内測位と行動計測に基づく従業員スキルの把握・評価に向けて

(1)

National Institute of Advanced Industrial Science and Technology

ᒇෆ ఩䛸⾜ືィ䛻ᇶ䛵䛟ᚑᴗဨ䝇䜻䝹

䛾ᢕᥱ䞉ホ౯䛻ྥ䛡䛶

䕿ⶶ⏣Ṋᚿ ⚟ཎ▱ᏹ ኳ┠㝯ᖹ

∾⏣ᏕႹ ⯆ᲆṇඞ ኱㝰㝯ྐ

⏘ᴗᢏ⾡⥲ྜ◊✲ᡤ

ᒇෆእ᫬✵㛫᝟ሗ

䝡䝑䜾䝕䞊䝍䛾ᵓ㐀໬䞉 ព࿡௜䛡䛻┤᥋ⓗ䛻ᐤ୚

䝡䝑䜾䝕䞊䝍䛾ᵓ㐀໬䞉ព࿡௜䛡䛸

ᒇෆእ᫬✵㛫᝟ሗ䠄⾜ື᝟ሗ䠅

ሙ

䠄⎔ቃ่⃭䠅

⾜ື

⤖ᯝ

ᙳ㡪 ᒇෆ⎔ቃ᝟ሗᩚഛ䛿 ᮍ㛤ᣅ㡿ᇦ䟿 ᙳ㡪 ពᛮỴᐃ䝥䝻䝉䝇䝰䝕䝹䠄㝈ᐃྜ⌮ᛶ䚸‶㊊໬ཎ⌮䠅㢳ᐈ䛾㉎㈙䚸໅ᛰ᝟ሗ䚸ᕤሙ ෆ䛾ྛ⿦⨨䛾✌ാ≧ἣ䚸䜸䝣䜱䝇ᶵჾ䛾ᾘ㈝㟁ຊ ᒇෆ⾜ືィ䛿 ᮍ㛤ᣅ㡿ᇦ䟿䝺䜲䜰䜴䝖䚸☢ሙ䚸 ᗘ䚸‵ ᗘ䚸↷ᗘ䚸┳ᯈ䚸㞺ᅖẼ 䝇䜻䝹 ▱ぬ䝇䜻䝹 POS ᙳ㡪 ᙳ㡪䝇䜻䝹 ▱ぬ䝇䜻䝹 PDR ௬᝿໬⌧ᐇ3D䝰䝕䝹 ᪤Ꮡ䛾䝡䝑䜾䝕䞊䝍䠄ᚑ᮶䛛䜙ྍほ䛺䝕䞊䝍䠅 ே㛫䛾᝟ሗ 䛂⾜ື䛃 • ఩⨨䞉ጼໃ᝟ሗ • ព࿡᝟ሗ䠄⾜ື✀ู䚸స ᴗෆᐜ䠅㛵ಀ௜䛡䠄䝸䞁䜽䠅 ᵓ㐀໬䠄ព࿡௜䛡䠅 ᆅ⌮✵㛫᝟ሗ 䛂ሙ䛃 • ᒇෆእᗄఱ᝟ሗ • ᆅ㉁᝟ሗ • ⎔ቃ᝟ሗ䠄☢ሙ䚸 ᗘ䚸 ‵ᗘ䚸↷ᗘ➼䠅 • Ᏻ඲䚸㜵⅏᝟ሗ • ᕪศ䠄ືⓗ䠅᝟ሗ 2

ASPR

ASPR:

Augmented Service Process Reengineering

䠄ᣑᙇ䝃䞊䝡䝇䞉䝥䝻䝉䝇䞉䝸䜶䞁䝆䝙䜰䝸䞁䜾䠅

⾜ືィ䞉ᥦ♧ᢏ⾡䛾㐺⏝䛻䜘䛳䛶

䝬䝛䞊䝆䝯䞁䝖䜔ᨵၿάື䠈

䝃䞊䝡䝇䜸䝨䝺䞊䝅䝵䞁෌タィ䠄䝃䞊䝡䝇䞉

䝥䝻䝉䝇䞉䝸䜶䞁䝆䝙䜰䝸䞁䜾䠅䛾ᨭ᥼

3

ASPRᢏ⾡

4

人工知能学会第２種研究会資料 SIG-KST-2013-02-04(2013-10-24)

(2)

CSQCC: ⤖ᯝ䞉⾜ື䞉⎔ቃ่⃭䛾⥲ྜศᯒ

≉ᐃᚑᴗဨ䛾ᗑෆ䜶䝸䜰䛤䛸䛾⁫ᅾ᫬㛫๭ྜ ⾜ືᣦᶆ䛸఍ィᣦᶆ䜢⤌䜏ྜ䜟䛫䛯ྍど໬䝒䞊䝹 ᐈᐊ䛷㒊ᒇ䛷 ∦䛵䛡䛧䛴䛴䚸㏣ຍὀᩥ䜢ཷ䛡䜛ᚑᴗဨ 䝔䞊䝤䝹䛤䛸䛾 ᐈᩘ䜢♧䛩䜰䜲䝁䞁䛭䛾㏣ຍὀᩥ䛾 POSᒚṔ ≉ᐃᚑᴗဨ䛾ᗑෆ䜶䝸䜰䛤䛸䛾ὀᩥཷὀᩘ 5

(CSQCC: Computer Supported Quality Control Circle)

CSQCC䠖ᑐ⟇᳨ウ᫬䛾஦౛

䠍䠎䡚䠍䠐᫬䛾᫨㣗᫬䛾ື⥺ ᥋ᐈಀ䛾ㄪ⌮ሙ䞉஦ົᐊ䜈䛾⾜䛝᮶䛜Ẽ䛻䛺䜛 э᥋ᐈ䛻㞟୰䛷䛝䛶䛔䛺䛔ྍ⬟ᛶ䛒䜚䠄ண⣙ᖒ⡙䛜䛣䛣䛻䛧䛛䛺䛔䠅 эண⣙ᖒ⡙䛾㟁Ꮚ໬䚸ᗑ⯒ෆඹ᭷䛺䛹䛾ᚲせᛶ ஦ົᐊ པᡣ ᐈᐊ (༠ຊ䠖䛜䜣䛣㖟ᗙᅄ୎┠ᗑ) 6

䛜䜣䛣䠖CSQCC

(Computer-Supported QC Circle)

7 ᥋ᐈ䜶䝸䜰⁫ᅾ᫬㛫๭ྜ 30% 35% 40% 45% 50% 55% 11 12 13 14 15 16 17 18 19 20 21 22 ⛣ື㊥㞳[m] 1,000 1,500 2,000 2,500 11 12 13 14 15 16 17 18 19 20 21 22 ΰ㞧ᗘ䛷ṇつ໬䛧䛯㏣ຍὀᩥᩘ 0.0 0.4 0.8 1.2 11 12 13 14 15 16 17 18 19 20 21 22 ᫬ ᫬ ᫬ Before After ᕤ⛬⤌䜏᥮䛘䛻䜘䜚 ኪ䛾᫬㛫ᖏ䛾‽ഛ䛻 ὀຊ䛧䛯䛯䜑ῶᑡ ኪ䛾᫬㛫ᖏ䛾᥋ᐈ᫬㛫䛜 ‽ഛ䛷ῶ䜙䛧䛯᫬㛫䜘䜚኱ᖜ䛻ቑຍ ᫨䛿ඖ䚻ᛁ䛧䛟 ኚ໬䛺䛧 ‽ഛ䛾䛯䜑䛻᥋ᐈ᫬㛫䜢 ῶ䜙䛧䛯䛜䚸㏣ຍὀᩥᩘ䛿⥔ᣢ ኪ䛾᫬㛫ᖏ䛾㏣ຍὀᩥᩘቑຍ ኚ໬䛺䛧 ⌧≧ᢕᥱ 䠄䝬䝛䞊䝆䝱ഃ䛾᝿ᐃ䜘䜚䠅᥋ᐈ᫬㛫䛜▷䛔 ᑐ⟇ (1)ᕤ⛬⤌䜏᥮䛘䠈(2)ᙺ๭ศᢸᚭᗏ䠈(3)ᚰ䛜䛡 ᨵၿຠᯝ ኪ䛾᫬㛫ᖏ䛾᥋ᐈ䜶䝸䜰⁫ᅾ᫬㛫ĺ ቑຍ Ἴཬຠᯝ ኪ䛾᫬㛫ᖏ䛾㏣ຍὀᩥĺ ቑຍ 䝖䝺䞊䝗䜸䝣䠄๪స⏝䠅 (1)ᚑᴗဨ㈇Ⲵ䠄⛣ື㊥㞳䠅ĺ ኚ໬䛺䛧 (2)15᫬ྎ䠖㏣ຍὀᩥᩘĺ ῶᑡ䛺䛧

䝡䝕䜸䜹䝯䝷䠄ィ5ྎ䠅䜰䜽䝔䜱䝤RFID䝍䜾䠄ィ74ಶ䠅タ⨨ᆺ⎔ቃ䝉䞁䝃䠄ィ10ྎ䠅

䝇䞊䝟䞊䝁䞊䝖䛷䛾ᐇドᐇ㦂

• 䝇䞊䝟䞊䝁䞊䝖ᖹ㔝䠄᪋タᆺ䠅䚸༡ⰼᒇᩜ䠄㞟ྜఫᏯᆺ䠅䛾䠎᪋

タ䛷䛾ᚑᴗဨ䠄䝦䝹䝟䚸┳ㆤ፬䚸䜿䜰䝬䝛➼䠅䛾⾜ື䜢ィ

• ィ ᪥⛬

– 2010ᖺ䠍᭶䠕䡚䠍䠒᪥䠖ᖹ㔝

– 2010ᖺ䠍᭶䠍䠔䡚䠎䠐᪥䠖༡ⰼᒇᩜ

䝇䞊䝟䞊䝁䞊䝖ᖹ㔝䠐㝵ᘓ䛶䠑䠒ᐊ ᘏᗋ㠃✚䠖䠍䠔䠒䠐.䠒䠏䟝䠎㝵䛾䝉䞁䝃㓄⨨ 䠬䠠䠮䝉䞁䝃䝰䝆䝳䞊䝹 ⿦╔ᆺ⎔ቃ䝉䞁䝃

(3)

᫬⣔ิ䝏䝱䞊䝖䛾⾲♧౛1䠄1ே᪥ศ䛾䝕䞊䝍䠅

䝣䝻䜰

䜶䝸䜰

SO

Ⓨヰ㔞

12

10

11

14

16

9

13

15

17

18 ᫬้

1F

2F

3F

4F

௓ㆤᒃᐊ ᗯୗ 䝇䝍䝑䝣䝹䞊䝮㣗ᇽ 㢼࿅䞉⬺⾰ᡤ 䝖䜲䝺㝵ẁ䞉EV ᑡ ከ

䝣䝻䜰

䜶䝸䜰

SO

Ⓨヰ㔞

஦ົᡤ ⛣ື⣔ 㣗஦⣔ ᝟ሗඹ᭷ 䝺䜽グ㘓సᡂ ᤼ἥ ┳ㆤ⣔ Ύ₩⣔ ఇ᠁ 䝁䝭䝳䠄༠ຊ䠖䝇䞊䝟䞊䝁䞊䝖ᖹ㔝䠅 9

᫬⣔ิ䝏䝱䞊䝖䛾⾲♧౛2䠄ྠ᪥」ᩘே䛾SO䠅

A

B

12

10

11

14

16

9

13

15

17 ᫬้

ఇ᠁ ㄏᑟ䞉 ⛣ື௓ຓ ධᾎ௓ຓ ᤼ἥ௓ຓ 䝅䞊䝒஺᥮䞉_{Ύᤲ䚸Ὑ℆} ⎔ቃᩚഛ ኱ ⑂ປᗘ ᑠ ͤ௓ㆤ䝦䝹䝟䞊䜈䛾⪺䛝ྲྀ䜚ㄪᰝ䛷ྛSO䛾⑂ປᗘ䜢タᐃ

¾

A䛿⑂ປᗘ䛾㧗䛔SO䜢䛒䜎䜚⾜䛳䛶䛔䛺䛔䛜䚸༑ศ䛺ఇ᠁䛜䛸䜜䛶䛔䛺䛔

¾

B䛿⑂ປᗘ䛾㧗䛔SO䛻ከ䛟䛾᫬㛫䜢㈝䜔䛧䛶䛔䜛䛜䚸䜎䛸䜎䛳䛯ఇ᠁䛜

䛸䜜䛶䛔䜛

䠄༠ຊ䠖䝇䞊䝟䞊䝁䞊䝖ᖹ㔝䠅 10

A : 䝸䞊䝎䞊䠖 ධᒃ⪅䛾䝞䜲䝍䝹 ᐃ䛸グ㘓ᴗົ䛜୺䛺సᴗ䠄≉䛻グ㘓ᴗົ䠅 B : 䝣䝸䞊 䠖 ẚ㍑ⓗື䛝ᅇ䜛సᴗ 0 20 40 60 80 100 Ṍᩘ 䝣䝻䜰⛣ືᅇᩘ Ⓨヰᅇᩘ ௓ㆤᒃᐊ 䝇䝍䝑䝣䜶䝸䜰 R S ¾Ṍᩘ䚸䝣䝻䜰⛣ືᅇᩘ䚸 Ⓨヰᅇᩘ䚸䜶䝸䜰䛤䛸䛾 ⁫ᅾ᫬㛫䜢⟬ฟ䛧䚸䝺䞊䝎䞊䝏䝱䞊䝖䛷⾲♧ A B A B 䜶䝸䜰 Ⓨヰ䜶䝸䜰 Ⓨヰ䠄༠ຊ䠖䝇䞊䝟䞊䝁䞊䝖ᖹ㔝䠅

᫬⣔ิ䝏䝱䞊䝖䛸䝺䞊䝎䞊䝏䝱䞊䝖

11

ᐈほ(⾜ື)䠇୺ほ䠙CCE Lite

䠄ᚑᴗဨ䝇䜻䝹䛻㛵䛩䜛௬ㄝ⟇ᐃᨭ᥼䠅

᪑㤋䠄ᇛᓮ Ἠ䠅䛾௰ᒃ䝇䝍䝑䝣䛾⾜ືィ ⤖ᯝ䠄ୖ䠅䛸䜲䞁䝍䝡䝳䞊㢼ᬒ䠄ᕥ䠅䞉᪤Ꮡ䛾䝍䜲䝮䝇䝍䝕䜱䛾ே ⓗ䞉᫬㛫ⓗ䝁䝇䝖䛻ẚ䜉䛶㻡㻜䠂௨ୖ䛾䝁䝇䝖䝎䜴䞁䞉䜹䝯䝷䜢⏝䛔䛺䛔䛣䛸䛻䜘䜛㢳ᐈ䛾䝥䝷䜲䝞䝅䞊䜢㓄៖ 䞉ᫎീ䛷䛾㓉䛔䜢ᢚไ 䞉グ᠈᝿㉳䛾ຠᯝ䛜༑ศ䛻䛒䜛䛣䛸䜢☜ㄆ䞉⿦⨨䛾䜲䝙䝅䝱䝹䝁䝇䝖䛿 ศᩓ໬䛥䛫䜛䛣䛸䛷㍍ῶ

CCE: Cognitive Chrono Ethnography

(4)

ከᒱ䛻ர䜛 ఩䝉䞁䝃䛾≉ᛶẚ㍑

13

• PDR (Pedestrian Dead-Reckoning)

– ⮬ⶶ䝉䞁䝃䝰䝆䝳䞊䝹䛛䜙䛾ィ䝕䞊䝍䜢ᇶ䛻Ṍ⾜ື స᳨ฟ䚸⛣ື㏿ᗘ䝧䜽䝖䝹䞉┦ᑐ㧗ᗘኚ໬㔞᥎ᐃ䜢⾜䛖

• ⭜㒊䛻䝉䞁䝃䝰䝆䝳䞊䝹䜢⿦╔

– ⿦╔䞉䝯䞁䝔䝘䞁䝇䛜ᐜ᫆ – 㔜ᚰ⛣ື䛾䛒䜛ືస䛾ㄆ㆑䛜ᐜ᫆ – 䝝䞁䝗䝦䝹䝗䛻ᣑᙇྍ⬟䠄㊊⿦╔ᆺ䛸䛾ẚ㍑䠅

• PDRplus

– Ṍ⾜ືస௨እ䛾ືస䜒ㄆ㆑ 䠄Boosting䛻䜘䜛Ꮫ⩦䠅 – ఩⢭ᗘ䛸ືసㄆ㆑⢭ᗘ䜢ඹ䛻ྥୖ

⾜ືィ䠖PDRplus

PDR䛛䜙PDRplus䜈 ⮬ⶶ䝉䞁䝃䝰䝆䝳䞊䝹䞉ຍ㏿ᗘ䝉䞁䝃䞉䝆䝱䜲䝻䝉䞁䝃䞉☢Ẽ䝉䞁䝃䞉Ẽᅽ䝉䞁䝃䠎ືస䛷䛾ணഛホ౯䠖ືసㄆ㆑⋡89% ĺ 96%䛻ྥୖ ఩ㄗᕪ4.3%ĺ 2%䛻ῶᑡ 14

PDR䛾ୡ⏺ືྥ

15

䝉䞁䝃䝝䝤

• 䝉䞁䝃䞊䝝䝤䛸䛔䛖⪃䛘᪉

䛜䝉䞁䝃䝯䞊䜹䜔䝏䝑䝥䝯䞊

䜹䛾㛫䛷ᗈ䛜䜚ጞ䜑䛶䛔䜛

(Apple, CSR & St micro,

InvenSense, Kionics, Intel,

Qualcomm, ᪫໬ᡂ䛺䛹)

– ➃ᮎ୰䛷ྛ䝉䞁䝃䛜䠄HW,

OS, APIⓗ䛻䠅ศ

ศᩓ䛧䛩䛞䛶

䛔䜛䠖GPS䛸10㍈䝉䞁䝃䛿

ู䚻䛻ᢅ䜟䜜䛶䛔䜛

– 䝉䞁䝃䛾⏕䝕䞊䝍䛾ᢅ䛔䛿

㞴䛧䛔䠄䜻

䜻䝱䝸䝤䝺䞊䝅䝵䞁䛺

䛹䠅

– 䝉䞁䝃䝣䝳䞊䝆䝵䞁䛻䛿⥅

⥅⥆

ⓗ䛺(always-on)ィ⟬ 䛜ᚲ

せ (Kalman filtering,

particle filtering, etc.)

(5)

䝉䞁䝃䝕䞊䝍䝣䝳䞊䝆䝵䞁䠄䠯䠠䠢䠅䛻䜘䜛

┦ᑐ ఩䛸⤯ᑐ ఩䛾⼥ྜ

PDR (Pedestrian dead-reckoning) ⮬ⶶ䝉䞁䝃䝰䝆䝳䞊䝹 RFID䝸䞊䝎䜰䜽䝔䜱䝤 RFID䝍䜾 ID ID RSSI ຍ㏿ᗘ/ ゅ㏿ᗘ 䝡䝕䜸 3D䝰䝕䝹 ☢Ẽ䝧䜽䝖䝹 ☢Ẽ䝉䞁䝃 ఩⨨/᪉఩䛾ฟຊ ⤯ᑐ఩⨨᥎ᐃ ┘ど䜹䝯䝷 Ẽᅽ ㌶㊧᝟ሗ 䝉䞁䝃/䝕䞊䝍䝣䝳䞊䝆䝵䞁䠄䝟䞊䝔䜱䜽䝹䝣䜱䝹䝍䠅 ຍ㏿ᗘ/ 䝆䝱䜲䝻䝉䞁䝃 Ṍ⾜㏿ᗘ ఩⨨/᪉఩ ㌶㊧↷ྜ/ Ṍ⾜㏿ᗘ᥎ᐃ ᥎ᐃ఩⨨ 3ḟඖ⎔ቃ䝰䝕䝹 ⛣ື㏿ᗘ䝧䜽䝖䝹 ┦ᑐ㧗ᗘኚ໬㔞 ືస✀ู Ẽᅽ䝉䞁䝃 ID-LED ཷග㒊 ID 17

䝃䞊䝡䝇䜸䝨䝺䞊䝅䝵䞁᥎ᐃ䠄SOE䠅

PDR䝉䞁䝃䝰䝆䝳䞊䝹㦵ఏᑟ䝬䜲䜽 IC䝺䝁䞊䝎

ᚑᴗဨ䛾⾜ື䝕䞊䝍䛸ᴗົ䝕䞊䝍䛛䜙

ྛᚑᴗဨ䛾⌧ሙ䞉ᙺ๭ᅛ᭷䛾సᴗෆᐜ䜢

᥎ᐃ

䞉఍ィ䝕䞊䝍䞉䠬䠫䠯䝕䞊䝍䞉ᴗົ䝇䜿䝆䝳䞊䝹䞉䝘䞊䝇䝁䞊䝹䛾䝻䜾䝕䞊䝍 SO䛾᥎ᐃᮦᩱ 䛻䛺䜚ᚓ䜛䝕䞊䝍䛺䜙 ఱ䛷䜒฼⏝ྍ⬟

ᚑᴗဨ䛾⾜ື䝕䞊䝍

ᴗົ䝕䞊䝍

ᶵᲔᏛ⩦䛾ᡭἲ䠄AdaBoost䠅䜢฼⏝䛧䛶ᐇ⌧

఩⨨䚸᪉఩䚸ືస✀ู䚸Ⓨヰ༊㛫➼ 18

䝺䝇䝖䝷䞁᥋ᐈಀ䛾SOE

⤒Ⴀ㝕䛸ᡴ䛱ྜ䜟䛫䛾ୖ䚸8✀㢮䛾䝃䞊䝡䝇䜸䝨䝺䞊䝅䝵䞁䜢ᐃ⩏

SO ⿵㊊ [1] ὀᩥఛ䛔 ᐈᖍ䛷ᩱ⌮䞉䝗䝸䞁䜽➼䛾ὀᩥ䜢⪺䛔䛶䝝䞁䝕䜱➃ᮎ䛻ධຊ [2] 㓄⮃ 䛷䛝䛒䛜䛳䛯ᩱ⌮䞉䝗䝸䞁䜽䜢ᐈᖍ䛷䝃䞊䝤 [3] ⛣ື/≀䜢㐠䜆 ୺䛻㏻㊰䛷 [4] ఍ィ䝺䝆䜎䛯䛿ᐈᐊ䛷 [5] ᣵᣜ/᱌ෆ ධཱྀ䜔䜶䝺䝧䞊䝍䛛䜙ᐈᖍ䜎䛷䛚ᐈ䛥䜣䜢᱌ෆ䚸ᐈᖍ䛻ᣵᣜ [6] ∦௜䛡/䝉䝑䝔䜱䞁䜾 ᐈᖍ䛾∦௜䛡䚸ᐗ఍䜔䝁䞊䝇䛾ሙྜ䛿‽ഛ䜒 [7] 䛚ᐈ䛥䜣䛸఍ヰ ୺䛻ᐈᖍ䚸㏻㊰䛷 [8] 䝇䝍䝑䝣䛸఍ヰ ୺䛻䝟䞁䝖䝸䞊䚸ㄪ⌮ሙ䛷 ὀᩥఛ䛔㓄⮃ 䝝䞁䝕䜱➃ᮎ ∦௜䛡䝉䝑䝔䜱䞁䜾 19

䝺䝇䝖䝷䞁᥋ᐈಀ䛾䠯䠫䠡⤖ᯝ

SO [1] ὀᩥఛ䛔 [2] 㓄⮃ [3] _≀䜢㐠䜆⛣ື/ [4] ఍ィ [5] ᣵᣜ/᱌ෆ [6] _{䝉䝑䝔䜱䞁䜾}∦௜䛡/ [7] 䛚ᐈ䛥䜣_䛸఍ヰ [8] 䝇䝍䝑䝣䛸఍ヰ

᥎ ᐃ

್

_෌⌧⋡

[%]

[1]

[2]

[3]

[4]

[5]

[6]

[7]

[8]

┿

್

[1]

㻞㻝㻤

㻝㻢

㻟

㻝㻝

㻞㻝

㻞

㻟

㻣㻤㻚㻣㻌

[2]

㻞㻝㻟㻝㻞

㻜

㻠

㻞㻠

㻜

㻤㻢㻚㻠㻌

[3]

㻢

㻝㻞

㻠㻠

㻜

㻝㻥

㻠㻢

㻜

㻢

㻟㻟㻚㻝㻌

[4]

㻝

㻠

㻜

㻤㻡

㻞

㻠

㻜

㻤㻤㻚㻡㻌

[5]

㻠

㻜

㻠㻞㻟㻠

㻟㻝

㻜

㻣

㻤㻟㻚㻢㻌

[6]

㻤

㻢

㻜

㻟

㻤㻡㻡㻝

㻜

㻞

㻥㻡㻚㻟㻌

[7]

㻝㻞

㻢

㻜

㻝㻠

㻢

㻡㻝

㻝

㻡㻢㻚㻣㻌

[8]

㻝㻞

㻝㻜

㻜

㻢

㻟㻜

㻝㻣

㻜㻝㻤㻠

㻣㻝㻚㻜㻌

㐺ྜ⋡

[%]

㻣㻣㻚㻟㻌㻤㻡㻚㻞㻌㻥㻟㻚㻢㻌㻤㻠㻚㻞㻌㻣㻞㻚㻣㻌㻣㻤㻚㻣㻌㻥㻢㻚㻞㻌㻥㻜㻚㻢㻌

㻤㻝㻚㻜

¾ 㐺ྜ⋡

䠖ṇ䛧䛔᥎ᐃ⤖ᯝ䛾ᩘ/᥎ᐃ⤖ᯝ䛾ᩘ

¾ ෌⌧⋡

䠖ṇ䛧䛔᥎ᐃ⤖ᯝ䛾ᩘ/┿್䝕䞊䝍䛾ᩘ

20

(6)

⪁ே䝩䞊䝮௓ㆤ䝦䝹䝟䞊䛾䠯䠫

(ͤ)䛂௓ㆤ䞉┳ㆤ ⌧ሙ䛾䝃䞊䝡䝇䝥䝻䝉䝇ศ㢮䛃䜢䜒䛸䛻䚸⌧ሙ䛷័౛ ⓗ䛻௓ㆤ䝦䝹䝟䞊䛜⾜䛳䛶䛔䜛14 ✀㢮䛾SO䜢ᐃ⩏ SP based SO(ͤ) SO ௓ㆤ [1] ᭦⾰䞉ᩚᐜ ᭦⾰䞉ᩚᐜ [2] ⛣ື ⛣ື䞉≀䜢㐠䜆_{ㄏᑟ䞉⛣ື௓ຓ} [3] ᤼ἥ ᤼ἥ௓ຓ [4] 㣗஦ 㣗஦௓ຓ_{㣗஦䞉㣧䜏≀䞉⸆䛾⏝ព䠈∦䛵䛡} [5] Ύ₩ 䝅䞊䝒஺᥮䞉Ύᤲ ධᾎ௓ຓ [6] 䝁䝭䝳䝙䜿䞊䝅䝵䞁 ධᒃ⪅䜈䛾ኌ᥃䛡_{䝘䞊䝇䝁䞊䝹ᑐᛂ} [7] ⎔ቃᩚഛ ⎔ቃᩚഛ [8] Ὑ℆ Ὑ℆ [9] 䝺䜽䝸䜶䞊䝅䝵䞁 ཱྀ⭍䜿䜰_{䝺䜽䝸䜶䞊䝅䝵䞁} ┳ㆤ [10] ⸆ရ⟶⌮ ᭹⸆௓ຓ [11] 䝞䜲䝍䝹 ᐃ 䝞䜲䝍䝹 ᐃ [12] ᝟ሗඹ᭷ 䝇䝍䝑䝣䛸䛾఍ヰ_⏦䛧㏦䜚 [13] グ㘓సᡂ グ㘓ᴗົ [14] ఇ᠁ ఇ᠁ 21

⪁ே䝩䞊䝮௓ㆤ䝦䝹䝟䞊䛾䠯䠫䠡⤖ᯝ

SO [1] ᭦⾰䞉ᩚᐜ [2] ⛣ື [3] ᤼ἥ [4] 㣗஦ [5] Ύ₩ [6] _{䜿䞊䝅䝵䞁}䝁䝭䝳䝙 [7] ⎔ቃᩚഛ [8] Ὑ℆ [9] _{䜶䞊䝅䝵䞁}䝺䜽䝸 [10] ⸆ရ⟶⌮ [11] 䝞䜲䝍䝹 ᐃ [12] ᝟ሗඹ᭷ [13] グ㘓సᡂ [14] ఇ᠁ ᥎ ᐃ ್ ෌⌧ ⋡[%] [1] [2] [3] [4] [5] [6] [7] [8] [9] [10] [11] [12] [13] [14] ┿ ್ [1] 㻞㻟㻟㻜㻡㻢㻠㻜㻜㻜㻜㻜㻜㻜㻜㻜㻥㻠㻚㻜㻌 [2] 㻝㻞㻡㻥㻝㻢㻥㻟㻣㻜㻝㻢㻜㻝㻜㻞㻜㻤㻠㻚㻥㻌 [3] 㻝㻠㻞㻥㻜㻝㻜㻝㻝㻜㻜㻜㻜㻜㻜㻜㻥㻣㻚㻟㻌 [4] 㻜㻟㻞㻢㻤㻞㻟㻜㻜㻜㻢㻟㻝㻜㻠㻜㻥㻢㻚㻥㻌 [5] 㻜㻜㻜㻜㻞㻤㻞㻜㻜㻝㻜㻜㻜㻜㻜㻜㻥㻥㻚㻢㻌 [6] 㻟㻣㻝㻠㻝㻞㻡㻣㻢㻜㻟㻜㻞㻢㻞㻥㻜㻡㻠㻚㻣㻌 [7] 㻜㻝㻞㻝㻟㻞㻝㻞㻟㻝㻜㻜㻜㻜㻜㻜㻥㻞㻚㻡㻌 [8] 㻜㻟㻡㻡㻝㻝㻠㻜㻞㻟㻝㻜㻜㻜㻜㻜㻜㻤㻥㻚㻞㻌 [9] 㻜㻝㻜㻝㻜㻜㻜㻜㻜㻝㻟㻤㻜㻝㻜㻜㻜㻥㻞㻚㻜㻌 [10] 㻜㻜㻝㻞㻣㻜㻜㻜㻜㻜㻢㻤㻢㻜㻜㻜㻢㻢㻚㻣㻌 [11] 㻜㻜㻜㻝㻜㻝㻜㻜㻜㻜㻟㻢㻜㻜㻜㻥㻠㻚㻣㻌 [12] 㻜㻟㻝㻥㻟㻠㻜㻝㻜㻟㻡㻞㻞㻤㻞㻜㻜㻤㻞㻚㻟㻌 [13] 㻜㻤㻡㻝㻣㻞㻜㻜㻡㻜㻜㻠㻠㻟㻢㻥㻜㻤㻥㻚㻝㻌 [14] 㻜㻜㻜㻜㻜㻜㻜㻜㻜㻜㻜㻜㻜㻟㻥㻤㻝㻜㻜㻌㐺ྜ⋡ [%] 㻥㻣㻚㻥㻌㻤㻥㻚㻢㻌㻤㻡㻚㻜㻌㻤㻣㻚㻠㻌㻤㻥㻚㻞㻌㻤㻜㻚㻜㻌㻥㻥㻚㻞㻌㻥㻡㻚㻝㻌㻥㻞㻚㻜㻌㻤㻥㻚㻡㻌㻢㻜㻚㻜㻌㻥㻣㻚㻠㻌㻥㻝㻚㻟㻌㻝㻜㻜

㻤㻤㻚㻝

¾

䝺䝇䝖䝷䞁᥋ᐈಀ䠖

8 ✀䛾䠯䠫䚸

81%

¾

⪁ே䝩䞊䝮௓ㆤ䝦䝹䝟䞊䠖

14 ✀䛾SO䚸

88%

22

SOE䛾ᐇ⌧䛻䜘䛳䛶ᚓ䜙䜜䜛ᣦᶆ

¾

ື⥺䜈䛾⮬ື䜰䝜䝔䞊䝅䝵䞁䛜ྍ⬟

䝽䞊䜽䝃䞁䝥䝸䞁䜾䚸㐃⥆ほ ἲ➼䛾ຠ⋡໬

ᴗົグ㘓䚸⏦䛧㏦䜚➼䛾䝗䜻䝳䝯䞁䝖సᡂᨭ᥼䛻⧅䛜䜛

ᚑᴗဨ䛻䛸䛳䛶䛾኱䛝䛺䝯䝸䝑䝖

¾

ᚑᴗဨ䛤䛸䛾㌟యⓗ㈇Ⲵ䛾ぢ✚䜚䛜ྍ⬟

᰿ᣐ䛻ᇶ䛵䛔䛯䝅䝣䝖⟶⌮䚸ᚑᴗဨ‶㊊ᗘ䛾ྥୖ䛻⧅䛜䜛

¾

ྛᚑᴗဨ䛾௙஦䛾䜔䜚᪉䚸ྛ௙஦䛻䛛䛛䜛᫬㛫

ᚑᴗဨᩍ⫱䚸䝜䜴䝝䜴䞉䝇䜻䝹ఏ㐩

¾

๭䜚㎸䜏సᴗⓎ⏕䛾᭷↓

ᖹᖖ᫬䛾సᴗ䝥䝻䝉䝇䛾䝰䝕䝹໬

๭䜚㎸䜏సᴗ䛾㢖ᗘ䜔䝟䝍䞊䞁䛾Ⓨぢ䚸๭䜚㎸䜏సᴗ

䛾ไᚚ

23

ཧ⪃ᩥ⊩

䈄䇾䝃䞊䝡䝇ᕤᏛ 䇷㻡㻝䛾ᢏ⾡䛸ᐇ㊶䇷䇿㻘㻌㉥ᯇᖿஅ 䞉᪂஭Ẹኵ 䞉ෆ⸨⪔ 䞉ᮧୖ㍤ᗣ 䞉ྜྷᮏ ୍✑ ┘ಟ㻘㻌ᮅ಴᭩ᗑ㻘㻌㻞㻜㻝㻞㻚䈄㻹㻚㻌㻷㼛㼡㼞㼛㼓㼕㻘㻌㼍㼚㼐㻌㼀㻚㻌㻷㼡㼞㼍㼠㼍㻘㻌䇾㻼㼑㼞㼟㼛㼚㼍㼘㻌㻼㼛㼟㼕㼠㼕㼛㼚㼕㼚㼓㻌㻮㼍㼟㼑㼐㻌㼛㼚㻌㼃㼍㼘㼗㼕㼚㼓㻌㻸㼛㼏㼛㼙㼛㼠㼕㼛㼚㻌㻭㼚㼍㼘㼥㼟㼕㼟㻌㼣㼕㼠㼔㻌㻿㼑㼘㼒㻙㻯㼛㼚㼠㼍㼕㼚㼑㼐㻌㻿㼑㼚㼟㼛㼞㼟㻌㼍㼚㼐㻌㼍㻌㼃㼑㼍㼞㼍㼎㼘㼑㻌㻯㼍㼙㼑㼞㼍䇿㻘㻌㻵㼚㻌㻼㼞㼛㼏㻚㻌㻵㻿㻹㻭㻾㻞㻜㻜㻟㻘㻌㼜㼜㻚㻌㻝㻜㻟㻙㻝㻝㻞㻘㻌㻞㻜㻜㻟㻚䈄㻹㻚㻌㻷㼛㼡㼞㼛㼓㼕㻘㻌㼀㻚㻌㻵㼟㼔㼕㼗㼍㼣㼍㻘㻌㼍㼚㼐㻌㼀㻚㻌㻷㼡㼞㼍㼠㼍㻘㻌㻎㻭㻌㻹㼑㼠㼔㼛㼐㻌㼛㼒㻌㻼㼑㼐㼑㼟㼠㼞㼕㼍㼚㻌㻰㼑㼍㼐㻌㻾㼑㼏㼗㼛㼚㼕㼚㼓㻌㼁㼟㼕㼚㼓㻌㻭㼏㼠㼕㼛㼚㻌㻾㼑㼏㼛㼓㼚㼕㼠㼕㼛㼚㻎㻘㻌㻵㼚㻌㻼㼞㼛㼏㻚㻌㻵㻱㻱㻱㻛㻵㻻㻺㻌㻼㼛㼟㼕㼠㼕㼛㼚㻘㻌㻸㼛㼏㼍㼠㼕㼛㼚㻌㼍㼚㼐㻌㻺㼍㼢㼕㼓㼍㼠㼕㼛㼚㻌㻿㼥㼙㼜㼛㼟㼕㼡㼙㻌㻔㻼㻸㻭㻺㻿㻕㻘㻌㼜㼜㻚㻤㻡㻙㻤㻥㻘㻌㻞㻜㻝㻜㻚䈄㻾㻚㻌㼀㼑㼚㼙㼛㼗㼡㻘㻌㻾㻚㻌㼁㼑㼛㼗㼍㻘㻌㻷㻚㻌㻹㼍㼗㼕㼠㼍㻘㻌㼀㻚㻌㻿㼔㼕㼚㼙㼡㼞㼍㻘㻌㻹㻚㻌㼀㼍㼗㼑㼔㼍㼞㼍㻘㻌㻿㻚㻌㼀㼍㼙㼡㼞㼍㻘㻌㻿㻚㻌㻴㼍㼥㼍㼙㼕㼦㼡㻘㻌㼍㼚㼐㻌㼀㻚㻌㻷㼡㼞㼍㼠㼍㻘㻌䇾㻿㼑㼞㼢㼕㼏㼑㻙㻻㼜㼑㼞㼍㼠㼕㼛㼚㻌㻱㼟㼠㼕㼙㼍㼠㼕㼛㼚㻌㼕㼚㻌㼍㻌㻶㼍㼜㼍㼚㼑㼟㼑㻌㻾㼑㼟㼠㼍㼡㼞㼍㼚㼠㻌㼁㼟㼕㼚㼓㻌㻹㼡㼘㼠㼕㻙㻿㼑㼚㼟㼛㼞㻌㼍㼚㼐㻌㻼㻻㻿㻌㻰㼍㼠㼍䇿㻘㻌㻵㼚㻌㻼㼞㼛㼏㻚㻌㻭㻼㻹㻿㻌㻞㻜㻝㻝㻌㼏㼛㼚㼒㼑㼞㼑㼚㼏㼑㻘㻌㻼㼍㼞㼍㼘㼘㼑㼘㻌㻟㻙㻠㻦㻌㻝㻘㻌㻞㻜㻝㻝㻚䈄㼅㼛㼡㼀㼡㼎㼑⏘⥲◊䝏䝱䞁䝛䝹㻦㻌㼔㼠㼠㼜㻦㻛㻛㼣㼣㼣㻚㼥㼛㼡㼠㼡㼎㼑㻚㼏㼛㼙㻛㼣㼍㼠㼏㼔㻫㼢㻩㼛㼔㼁㻥㻙㻯㻶㻼㻰㻶㼣䈄㼀㻚㻌㻵㼟㼔㼕㼗㼍㼣㼍㻘㻌㻹㻚㻌㻷㼛㼡㼞㼛㼓㼕㻘㻌㼍㼚㼐㻌㼀㻚㻌㻷㼡㼞㼍㼠㼍㻘㻌㻎㻱㼏㼛㼚㼛㼙㼕㼏㻌㼍㼚㼐㻌㻿㼥㼚㼑㼞㼓㼕㼟㼠㼕㼏㻌㻼㼑㼐㼑㼟㼠㼞㼕㼍㼚㻌㼀㼞㼍㼏㼗㼕㼚㼓㻌㻿㼥㼟㼠㼑㼙㻌㼣㼕㼠㼔㻌㻿㼑㼞㼢㼕㼏㼑㻌㻯㼛㼛㼜㼑㼞㼍㼠㼕㼛㼚㻌㼒㼛㼞㻌㻵㼚㼐㼛㼛㼞㻌㻱㼚㼢㼕㼞㼛㼚㼙㼑㼚㼠㼟㻎㻘㻌㻵㼚㼠㼑㼞㼚㼍㼠㼕㼛㼚㼍㼘㻌㻶㼛㼡㼞㼚㼍㼘㻌㼛㼒㻌㻻㼞㼓㼍㼚㼕㼦㼍㼠㼕㼛㼚㼍㼘㻌㼍㼚㼐㻌㻯㼛㼘㼘㼑㼏㼠㼕㼢㼑㻌㻵㼚㼠㼑㼘㼘㼕㼓㼑㼚㼏㼑㻘㻌㼂㼛㼘㻚㻞㻘㻌㻺㼛㻚㻝㻘㻌㼜㼜㻚㻝㻙㻞㻜㻘㻌㻞㻜㻝㻝㻚䈄㼀㻚㻌㻵㼟㼔㼕㼗㼍㼣㼍㻘㻌㼀㼔㼍㼚㼓㼍㼙㼍㼚㼕㻷㼍㼘㼍㼕㼢㼍㼚㼕㻘㻌㻹㼍㼟㼍㼗㼍㼠㼟㼡㻷㼛㼡㼞㼛㼓㼕㻘㻌㻭㼚㼐㼞㼑㼣㻌㻼㻚㻌㻳㼑㼑㻘㻌㼃㼍㼘㼠㼑㼞㼕㼛㻹㼍㼥㼛㼘㻙㻯㼡㼑㼢㼍㼟㻘㻌㻶㼡㼚㼓㼣㼛㼛㻴㼥㼡㼚㻌㼍㼚㼐㻌㼀㼍㼗㼑㼟㼔㼕㻌㻷㼡㼞㼍㼠㼍㻦㻌㻎㻵㼚㼠㼑㼞㼍㼏㼠㼕㼢㼑㻌㻟㻙㻰㻌㼕㼚㼐㼛㼛㼞㻌㼙㼛㼐㼑㼘㼑㼞㻌㼒㼛㼞㻌㼢㼕㼞㼠㼡㼍㼘㼕㼦㼕㼚㼓㻌㼟㼑㼞㼢㼕㼏㼑㻌㼒㼕㼑㼘㼐㼟㻎㻘㻌㼂㼕㼞㼠㼡㼍㼘㻌㻾㼑㼍㼘㼕㼠㼥㻘㻌㻿㼜㼞㼕㼚㼓㼑㼞㻘㻌㻰㻻㻵㻦㻌㻝㻜㻚㻝㻜㻜㻣㻛㼟㻝㻜㻜㻡㻡㻙㻜㻝㻝㻙㻜㻞㻜㻞㻙㻝㻘㻌㻞㻝㻌㼜㼍㼓㼑㼟㻘㻌㻞㻜㻝㻝㻚䈄㻾㻚㻌㼁㼑㼛㼗㼍㻘㻌㼀㻚㻌㻿㼔㼕㼚㼙㼡㼞㼍㻘㻌㻾㻚㻌㼀㼑㼚㼙㼛㼗㼡㻘㻌㼀㻚㻌㻻㼗㼡㼙㼍㻘㻌㼀㻌㻷㼡㼞㼍㼠㼍㻦㻌䇾㻵㼚㼠㼞㼛㼐㼡㼏㼠㼕㼛㼚㻌㼛㼒㻌㻯㼛㼙㼜㼡㼠㼑㼞㻌㻿㼡㼜㼜㼛㼞㼠㼑㼐㻌㻽㼡㼍㼘㼕㼠㼥㻌㻯㼛㼚㼠㼞㼛㼘㻌㻯㼕㼞㼏㼘㼑㻌㼕㼚㻌㻶㼍㼜㼍㼚㼑㼟㼑㻌㻯㼡㼕㼟㼕㼚㼑㻌㻾㼑㼟㼠㼍㼡㼞㼍㼚㼠䇿㻘㻌㻵㼚㻌㻼㼞㼛㼏㻚㻌㻵㼚㼠㼑㼞㼚㼍㼠㼕㼛㼚㼍㼘㻌㻯㼛㼚㼒㼑㼞㼑㼚㼏㼑㻌㼛㼚㻌㻴㼡㼙㼍㼚㻌㻿㼕㼐㼑㻌㼛㼒㻌㻿㼑㼞㼢㼕㼏㼑㻌㻱㼚㼓㼕㼚㼑㼑㼞㼕㼚㼓㻌㻔㻴㻿㻿㻱㻞㻜㻝㻞㻕㻌㼖㼛㼕㼚㼠㼘㼥㻌㼣㼕㼠㼔㻌㻭㻴㻲㻱㻞㻜㻝㻞㻘㻌㻞㻜㻝㻞㻚䈄㻹㻚㻌㻺㼍㼗㼍㼖㼕㼙㼍㻘㻌㻷㻯㻚㻌㼅㼍㼙㼍㼐㼍㻘㻌㻹㻚㻌㻷㼕㼠㼍㼖㼕㼙㼍㻦㻌㻯㼛㼓㼚㼕㼠㼕㼢㼑㻌㼏㼔㼞㼛㼚㼛㻙㼑㼠㼔㼚㼛㼓㼞㼍㼜㼔㼥㻌㼘㼕㼠㼑㻘㻌㼃㼛㼞㼗㻌㻠㻝㻘㻌㻵㻻㻿㻌㻼㼞㼑㼟㼟㻘㻌㼜㼜㻚㻢㻝㻣㻙㻢㻞㻞㻘㻌㻰㻻㻵㻦㻌㻝㻜㻚㻟㻞㻟㻟㻛㼃㻻㻾㻙㻞㻜㻝㻞㻙㻜㻞㻝㻥㻙㻢㻝㻣㻘㻌㻞㻜㻝㻞㻚 24