• 検索結果がありません。

AI qÏh_jBõ@gcö ¶ ŠZu@Vcw4CW÷GjBø<ÂNùiŠ˜úGûWu>VBX (3)1 ÿ 1 1.1 Ø<ÙTÚ j

N/A
N/A
Protected

Academic year: 2021

シェア "AI qÏh_jBõ@gcö ¶ ŠZu@Vcw4CW÷GjBø<ÂNùiŠ˜úGûWu>VBX (3)1 ÿ 1 1.1 Ø<ÙTÚ j"

Copied!
21
0
0

読み込み中.... (全文を見る)

全文

(1)

AI

!"

09–1–037–0030#

$%&'()*'+, '-

.*/

280 11 29 24365

(2)

:<;>=@?BABCEDGFGHGI<J4K<LNM@OQP4RTSQUWVBX4:G;>=ZYQ[]\Z^_CW`@acbdCNeTf@gihBj_DTF<HTIQJ4KGLTM>OWP

RQABkGl>mQA_nGoTprq4sTtru>VBXivxw]vzy|{}jB~GTC4€><gƒ‚N„T…>qd†T‡rSQUWV4ˆT‰ZnToGp]Šx‹@‰WVrŒQ?BAG

Ž

g<NXN:W;=@‘ZO>PTRE’@“>jc…]A

1053”–•˜— hBU>V™?›šWœ<Wž<Ÿ

•

CZ ™¡W¢cnQo<p]Ac‹™‰¤£}QžrGg<NX

:G;@=EjB¥T¦jB~?xgrVEjGABC

8 § 8j4¨GbQjª©xSQU

•

C¬«r?®­™jB¯iŠ˜°>]hB±£}qƒ²ªm<¢By|{´³µ{ZŒQ?›qTS

VƒwTqd·G¸iŠ˜¹Wu>VZXN:G;@=Ejcº@Pcº@A_»¬¼ZžN½E¾WSQU

•

C¬¿ÁÀjB°GÂWu>V_¯ªjBÃrSdÄTpjB°<¤vxž<WV_¯

Š›ÅªÆcC*¿zÀªjZ°G¤vxž<rV˜¯ªjZê¢NÇ>¼{

•ÉÈ

u¬?x¬Ê®ËGÌiŠxÍ

•ÎÈ

vxž<Ï{4?x¬Êƒ‘cj4SQUQVBXdOQPERQA

½4¾ª¡4qdCTÐ>‰@Ñ>ÊN?›u>V@?ÓÒ4Ô>wTw>VZšGœGGž<rVxՙ¢BÖªjZ×>TOQP4R¬?´šTœGGžQQVBX

ØQÙGÚ S>AZCT:Q;@=G^<=QÛGÜdRªŠxË<ݵvBˆdX_Ë<ݙjEÞr¢Bß

•áà

rˆ<j4qGâiã˜äQå4ºª=_æ

[6]

SrUWVcXGâiã_ä

僺=˜æ*?BABCEçG…]Š_ÂrGˆQè@éƒê™ë›P<è]ìcã4ŠxíT…>îdï]¼BždðGñGòiŠ›‹ª‰WV˜óNôTp<æQSQUWVBX Ø<ÙTÚ SrA4â

ã˜äW僺ª=_æiŠ_ÂrGˆ4:G;@=

AI

qÏh_jBõ@gcö ŠZu@Vcw4CW÷GjBø<ÂNùiŠ˜úGûWu>VBX

(3)

1 ÿ 1 1.1 Ø<ÙTÚ j . . . . 1 1.2 DGFGHGITø QJ4KGLTM>OWP4RQj™jcJ4Kj

. . . . 1 1.3 JEK_<ž<GgTZDGFGHGITø QJ4KGLTM>OWP4RQ¢Z¥Qu>V˜pGæ

. . . . 1 1.4 j . . . . 2 1.5

Ø<ÙTÚ

jª©

. . . . 2 1.6 M™jTÝ . . . . 2

2 !" 2

2.1 :<;>=Njcº>Pƒº

. . . . 2 2.2

:<;>=NjcJ4K

. . . . 2 2.3 #

²GC%$˜²jT¯

. . . . 3

3 AI&(')*(+(, 4

3.1 G¯.-rP0/1>P4b

. . . . 4 3.2 23%4 … . . . . 5 3.3 â™ã˜äW僺ª=_æ

. . . . 6 3.4 506 Æ . . . . 6 3.5 7 · 6 Æi?´JEK 6 Æ . . . . 6

4 8:9<;.=?>@, 6

5 ABC@&?: AI 6

5.1

Ø<ÙTÚ

j4âã_äQådºª=˜æj_pD

. . . . 6 5.2

â™ã˜äW僺ª=_æiŠ_ÂrGˆ4:G;@=

AI . . . . 7

6 EFHGJIK 7

7 ELGJMN@&(O(P 8

QR

9

8 SIT(U 10

VW

A

VW

11

(4)

1

1.1 []\_^a`cb]d

:<;>=BYNeTfGC.e fGCQ`@aƒbƒCW[]\Z^hg™jiWP]j OWP4RWA_DTF<HTIGø<<JEKGLNM@OQPERNSQUQVBX˜DGFGH

ITø:<QJ4K<LNM>OWP4R¬?_ABCk0lQj

4m jnoiŠhp@ˆEuGOQPERNSWUQVBX

DTFrqq OWP4R@ŠxïÊB^iëtsurP4qƒDGFrSQUWVBX

HTILqq OWP4R<mQ^iëts™vxž<WV˜K™^]ëvsu>PTjwxªjZGóWq?yª¢

0C{zEˆGA|_}}j<^iëtsurPGj~>u pjT.€r¢B¥ru>VwxªjZGóWqƒKržNÒ(j_…Gò‚ HGIƒ¤?˜gWVƒOWP4REX

ø„qq ÷Gj4OWP4RQ¢4Ÿ.…QVh†^]ëvs(urPTjB€rQgZpjT.€Gqdø:ES<UWVƒOWPdR4X

Lqq ^]ë›P?urPTj‡Tp@kˆª¢EOQPERQ¢‰Š]ŠŒ‹:WVŽj‘Wq

à•“’

z4gNNOWP4R4X

J4K<LNMHqqJ†^]ëvs(urPdqÏ¿ÁÀjG”¢dŸQEždC™Œx•zcSrj†^]ëvs(urPTjZï]¼dˆ–—™¢

m

EžƒK>ž

jBLTM]ŠŒiVWŒW?}q>

Ž

VdOQPER4X

DGFGHTIGø <JEKGLTM>OQPERQAZCQ÷GjBù˜@mEw¤£™*vÓYQu*{ C<OWP4Rck<lª¢4Ÿ<Ež4õ_}Óg ÙTÚ

qdïWœ

Gž ˆƒX

1.2 šœ›cŸž¡ ¡¢œ£¥¤Ÿ¦c§œ¨a©]ª¬«œ­]`¯®_°_`œ¦c§Ÿ±œ²³`¯´]µ

DGFGHTIGø <JEKGLTM>OQPERQA†^iëtsu>PdqƒnGoTp¬Š·¶™±¸:…<Vh¹¢WÑT¼Bž‚º

5 p 7

·»º½¼Tp

7

·0»

º¿¾À{Á À{… »Nq4nÂ>wµ£Á¹zQ¼cžWrVcXÃÄQtjÅ?Æ>S>AZCd…Qy|{›UWVirP¡jáOWPNRrAruªVB‚N„@SWj

…>qEy>u%ÇTVÈ<CNJEK0¢<AB»¤¼cžQ<gGEXƒ:Q;ª=N¢

4

v˜ž>AB€@Qgd‚G„G…@q

1053” • U • CÄ<t™jƒóNô

É

jZùW@ŠŒÊ:Nž<WVZXEÒ(ËrSdCE€><gc‚T„T…>q?Ì>gGiWP]j OWP4RTSWAcJEK_<ž<rVhÍϑZUQVBXÎÏ

A_DGFjG^]ëvs(urPdqdnToGp]Š·¶Ï¼ƒˆZ~GTC

47p>S 5 prqd·wWu@V [7]X<`ªar\BåGPTABDTF™jG^iëtsu>Pdqƒn oGpϊh~vZˆZ~Q<C:Á À{…™?_grV

[8]

XN‚T„<…@q4yªirPŸj OrPERGS>AZC<OrPERd²¬Š ØQŽ Ñ

•ÑÐ

i{dvZˆZ~

jdJNKrqEïrœG<žQrVBXc:Q;@=dS>A<Ò:sÓGq

6 § 6

jB²ijB~Q<CcD<F™jQ^¬ëtsu>PEq4nToTpϊ·¶

m

?´C

16¥ 20S(¼Gp™jc·w?_grV

[9]X4eGf>S>AZCÒ:sÓªŠ

3 § 4¢<Ô Ð vÓC(Õªj<Ö×ϊ

4Ö×i¢<Ø£TvBˆ‚º h<Ê Ù m

vÚNÊ?Ç»@¢Z¥v˜ž4CED<Fij<^¬ëtsu@P4q4nGo<pϊŒ~vBˆc~QGC

78p@S¼GpijZ·w?_g>VrŒr?›qÛ{ܙv

ž<rV

[10]X

1.3 ¦œ§¡±Ý²ßÞà¬áŸâã³â䚜›cŸž¡ ¡¢œ£¥¤Ÿ¦c§œ¨a©]ª¬«œ­aå%æaç¥èéœê

€><gc‚T„T…>qdy>TOQPERQ¢B¥*v›žNJ4KiŠ˜ïÊdŒW?_AÄÅ ÆrSQAë ìrS<UWVBX@vxw]v´CGJ4K Ž ž

TgGNOQPERQ¢Z¥µv›ži‘ÓCE‚T„j

23

ò<óEôGC(G¯.-rP0/1>P4bdCQâã˜äW僺=˜æTCTÒNpG…j

506

ƃC(íN²

SWj

7 · 506

Æ]?´J4K

6

Æ<g]Š˜Â>cC™Ñ

•

øwª¡™?ïîWœTªVxp]ŠŒ–—>u>VWŒW?}qd€rW¢NgWVZXc:G;@=E¢

4

v›ž

Að>wÏ£®õ¥}´g ÙTÚ

q4ïQœGGž CÃWSWAZ¥NF¡™?z ñ?ò%…<VWŒW?_jNgTÏëó1Nº%zcS ž<rVcqdCcJEKª¢

A_»Ï¼Bž<GgT4X¬v›w¬vEŒx>AG^<=GÛNÜ@éEãEÛZq0ôõ@gQjdSWANg¤{ CÃÄ<tªjZóNô

É

jôõ>SQUWV@?x¬Ê˜j4q

‡ËjöËrSQUWV@? BGžQWVBX

(5)

1.4 ®¥°Ÿ`c´]µ

Ø.÷ SªA•ø>ã0ùGê<P:/d:r;™=<¢

4

u™V.¬j?0µŠú•û]VdXrpræ ?QvBžW¯•-ªP:/?1PGb@j<ƐŠcrˆ

Logistello[12]qWUQVZX LogistelloA 1997ü ¢ý?Å<þÿr`Wãù˜:]ãcj>m ™¢B·w*v›žGŸ

•

CQ÷Tj•

Š˜û:ܐv›žQWVZX¤vxw]vzC

LogistelloAT¯@-WP./1rPEbQjNÆrŠx°<ÂQu@V4ˆN‰ƒC.T¯.kˆªjBp]ŠŒ¶ªˆdrˆB~<

¢GAc¥rS g<EX@÷<j™¢<A

Zebra[11]Y Edax[17] g]hN‘cUrVcX]Œ_µ£

2m jd:Q;ª= AI ¢@‘ book ?

ªV

#

²<C%$x²™jG¯.-WP./_YN¥N¦@-rP0/1rP4b@Šx°<¤v›žQWVƒqdC0$˜²j

506

Æ]?ïíN²™jcJEK

6

Æ>Šxלּ

žQ>VcX¢

Edax AN¨EºW`%ø Z¥>STk@qƒ€@¬?_g>¼cž<>VcqEC

book °QÂÅWAc·@q0lTqªVª?_

ʘj4qEÒ%Ng öËWSWUQV

[2]X

1.5 []\_^a`

â]ãZä>å4ºi=ZæiA!i¢e(fij

AIËQݙjTÞ>¢ƒ°WÂäcWžrrV4qECd:W;=

AIS>A<Uz

•

°Q¯cWžr<g<NX

e f

AIŠxËGÝWu>VdÞQ¢Eâã˜äW僺=˜æªA"N‡ªg#¬Š%$&*v›žGŸ

•

Œcj_p™j_p<æªA'j4OWP4Rr¢>‘(<ÂQqw

{d?%)]£Ó@VZXr÷>Œ_S ØGÙGÚ

SrABCQâã_äQådºª=˜æ]Š˜Â>Gˆd:<;>=

AI ŠxËTÝ*vzC@÷GjBø<ÂNùiŠ˜úGûWu>VBX

1.6 ©+*-,a` .0/

Ø

M™jGݪA k0lQj

”|•

SWUQVZXz<ñ1

22 ST:G;>=Njcº@Pcº¤?óT¯¢

m

Nž<ú.û@VBX¸|{31

32 SN:

;@=

AIjZË<ݙ¢cÂ@¬£}Qž@V˜p<搢

m

Ež úû@VZX1

52 ¢Ež4Ë<Ý*vZˆE:<;@=

AI ¢ m Tž?úûNC1 62 ¢

žƒÕ54(¬Š›MGC)6>u>VZX1

72 ¢4ž

ÙTÚ

jGlTC(üj7õ]Š98>uEX

2 :<;>=@?BADCFE

2.1 GIHKJ¯`ML_«-L

:Q;@=TA

8 § 8

jN¨GbrjZ²G„ÏŠN@Tž<OrPERªŠ_ïÊÓX ÂOPRQTSU%VXWXYZ\[5]^Æ

2 _ 2

[ `acbedeS

f [g h9ijTk'l5mno5pXqûVrMsutXv

1

bÂO PRQch%8cwXt

xzy({|e}~'T€ `a[ (ñ ‚ƒ5b\„†…R[‡N-U9VcˆŠ‰‹['g hQ XVŒst mŽ‹UW g hQˆ‘`a5b ~

’“c”•I–

W-„†…‹['‡NŒU9V5ˆ‰R['gcp—˜‹['‡NŒU%V5ˆ‰R[g h9™Rš5ˆ9›œ5p  SŠQXtŠžeŸ‘›

œ

” 

›¡

~

g h9ž‹m¢cb£5ahwˆ'tg h‘Qm ¤‘W™e¥Ž—˜¦R[g h%§¨MU„†…‹['‡N-U9V5ˆŠg‹[

‰Rbweˆ'tX©ªg

”

QXŒs(e«mX¤‘¬cp­

}®‘¯°

S9weˆ't'±

¯R²

³´

~

gR['‰‹[µ\['¶e‘ªI·¸³‹¹RSŠ

ˆ'tcºµ‹['›¡

~»5€

…R\S%5ˆt

2.2 GIHKJI¼-½Œ¾+¿-À

ÁÂÃ

~

60˜eÄ\ÅXbÆc¢X³´

”XÇ

wRˆt ÈT«V

60˜ÉzÊpÉ5ËÌ UÍeV‹hÎÏewˆe·cS

”Ð'Ñ

ˆ‹S†±Ò

[˜IhžRŸT·eS

”XÓRÔ

p •

ˆ‘teUƒŒU(É5ËRÌc[µ

”Õ\Ö

ˆb U'm

”

‘Wרz[Ù

”

ÉcËR̵z[ÚµÛ bÜÝ

UV ÕÞ

w‹ˆßàá5âcãÍÎÏThwˆ[

ÓÔ

p •

ˆtRUŠƒŒU¸WYZz[‘å

h'çIkzsXUm\è‘[bXŸ5V

~ ÓÔ

‘éZµ

”Xê

Ms(

–

WãXÍÎÏ

”ÓeÔ

SŠeˆt

6 _ 6['YZ [ÁÂÃ

~

1994ë b

{cìzí

a5[îïð

Feinstein bcñ«'Vò˜Æ³5p

•Œ–

W'±Ò˜Th9žT«mX¤Wɘ

~

±ó

16ô U9ƒõ5‚ SЁzö·5S

”X÷eø

k'‚

(6)

a b c d e f g h 1

2 3 4 5 6 7 8

ù

1 úŠûüý

Vcˆ't

[9]

2.3 þMÿ

ÿ ¼

ÁÂeà ~ ãÍÎÏ ~ k‚V

”

WY‹brXV ~ [eñcö%˜

”

bX5ˆ‘ƒ ~ Wg S U%V U9V

5ˆt ²  Y‹[g‹b ~

–

gWešõ

–

gWqõ

–

g

”•

ˆ

[13]t"!‘‚"#‘‚e[Y ZÝzhv

2,3,4b%$ewXt

éZ

”&('

b)*5wˆ]ŠY‹brXV è+g

”

-s†ŸƒIk‚Vˆ't,Ý S U%Ve].-

– W »

«,/

–0c”

•

ˆt

[13] ].-

– ~2143 – ”

ÍeVgRb5cʂVcˆŠg‹[X̨ew6 S%Tö7zh.8 9‹U W —˜‹[žeVeˆ`aeh Õ;:

k5mšc[˜;<p

•

ˆ‘t

»

«/

– ~=

h%>

–

W—˜

~

·X¹@?'[

=

h,AŒk5X‚"B‘g

”

Q‘noTh%>zˆ

·5S%pXW —˜ [gzh,CD UmTS

€

bE5ˆ˜;<5p

•

ˆt]F-

–

[˜;<zhv

5,6W

»

«/

–

[˜G<Th‘v

7,8 b

$cw t

a b c d e f g h 1

2 3 4 5 6 7 8

1 2

3

4 5

6

ù

2 H%IKJMLFN%O

(7)

a b c d e f g h 1

2 3 4 5 6 7 8

1 3 2

4 5 6

ù

3 PQRIKJTS,N%O

a b c d e f g h 1

2 3 4 5 6 7 8

2 3

4 5

1 6

ù

4 UVRIKJTW,N%O

3 XZY\[ AI ]_^a`cbed_f

gih

p ~

WÁÂÃ

AI

”

EeXVeˆjk

²

˜GlRbŸXVmonRˆ't

3.1 p(q(rsKturwv

gox

}oy,ze}

azS

~

WÁÂeÃX[gzhx

}oy,ze}

a*MU W{éZcp

|

g

”5•

‚"B!‘‚eb'ÈT«'V‘žeŸ

S%Tö ˜ilcp

•

ˆ'tigx

};yzc}

aeh%‡GEwˆ5·S9p}ÁÂÃ

AI [,>i~

”ÓcÔ

SŠ5ˆt-U%ƒzUW— ˜

”

• Ö

Vg5Ä‹[˜zh%žcŸ

U'mX¤5bx

}oy,ze}

ab

 

‘é Z

”eÐ

V € mX¤b

~

g;x

}oy,zc}

a ~ ‡ Ö 

tÝ SUŠV

Edax[11]W WZebra[12]

0

[ÁÂRÃ

AI

”€

âewˆt\·‚?'[

AI

~

YZ b Qƒ‚cm[‘£

y}ƒ‚

bcñ«'V„…†zh9Ø

Ð

U9V5ˆcè[p

•

ˆt,‡RbèRˆi‰‹[x };y

hFEc VŠG‹

²GŒKŽ‹íæ®

bcñ«'V

(8)

a b c d e f g h 1

2 3 4 5 6 7 8

a b c d e f g h 1

2 3 4 5 6 7 8

1

ù

5 ‘KJ

a b c d e f g h 1

2 3 4 5 6 7 8

a b c d e f g h 1

2 3 4 5 6 7 8

1

2 4 3

ù

6 ’“•”J

„…i†R[–K—

‚

a˜™

”

k'‚Vcˆ

AI è

€

âpš9Vcˆ't

3.2 ›œuž Ÿ

„… ¡Šµ

~

„… ¡ŠµThFEe¢‘áâR[é ZWeÊm

~

µ˜É‹[é ZThF„…cweˆŠ˜il5p

•

ˆtjk

²

b£^ðcp\è

¤ Ì :

w@¥‘k'‚i¢cˆX[

”

YZ;„…i†5p

•

ˆ'tŠYZG„…†p¥

~

WYZ

1`a¢Ÿ5b,¦ÌehŸ5¢

•

ˆŠé ZTh

![†5p„…5wˆ'tmŽKš WXYZG„…†

~

YZ\[%¦Ìސp§\ˆXm šÍi¨R[é ZTh.§\ˆc·;¥

” p €

©¥Š ö

ª,« ”•I– W;}XÁÂÃ

AI

h.>~cweˆc·;¥ ~,¬ št

ÊXmW • ˆŠéZ‹[„…†zh®­šcˆ%„… ¡Šµ ~ WáâR[é Z\[XÌch¯°cweˆ%áé Z;„…p¥ Wµ˜É\['é ZTh9É

ËcÌ©š W ÉËcÌ©šméZ‹b±š®¢áéZG„…zh.²WG![„…† h,³eb'áâR[é Z\[„…i† h.­š5ˆŠÉËeÌé

ZG„…R[

2Ÿ5b…´Ik‚ˆt

á5éZ„i… [„G…@¡'µz[רzbERµ?9‚Rˆ„i…G¶i·zb Ÿi¢

~

WÉ b¸imšmYZ„G…;†Wi¹º;»W;

(9)

gW;µW¼½ µR ‹è[ k‚G¢5ˆ

[6]t

3.3 ÁÃÂKÄÆÅ@ÇÆÈ É

Ê

‚%Ë̍ Ã,l

[6] ¥ ~ W͵Ih%Em;Î ÏÐ yŠ} 뵄 ‚ h%ÒµÔÓ²I«¢Õ;Öi†ThF­Ršeˆ'ר˜Glep • ˆt áâ ~ ÁÂÃ

AIp ~ • Ê – ‡iEzk‚i¢rµ?¸¢W׋b5Ø

AIÙ >i~ ÙÚ ‡;ۂi¢cˆ%˜Gl5p • ˆ't

Ê

‚FË;̍ Ã%l

ÙÜÝ

bŸ¢ ~,Þ

4

h

pmnˆt

3.4 ßwàá

ÉËcÌ©¥ ~ W ÓeÔ â"5 pjµ

Ù É Ù

˜ThŠËc̑W;!

Ù

˜eƒµ?‘>w?‚RˆŠéã

Ù

„…† h.­š‘W±-è䄅i† ”

å

‘˜Ih.æoE5wRˆe·o¥%p

•

ˆtjk\bÉË̑˜µIh Õ:

wcbXŸ‚„i…K¡'µ

ÙçGè

” –

AI ¥cˆ

” W

ÉËe̘µ

Ù

ÕÞ

b,êëGìc¤Gí

”

Úµ

² b ÕÖ

ˆm š‘W,ëiìâ"5

Ù,î ç 0

Ù,ïð

”

Æñep

•

ˆt

3.5 òwóà¾áÃôR½-¾à¾á

ÁÂeà ~¯õ b%Õiö s¸bŸ ‚W³´ ”Ç 5wˆÊp

Ù

˜µ ”ê Œs( –ø÷iù p € ˆ%˜-è,úzk‚ˆŠßW³´

”Ç weˆÊ‘pËeÌ € ˆc·;¥ ”ûiü ¥%cˆ't ¯õ p Ù ËeÌ

Ù

˜Glp¥š®¢Æ³ ÉËcÌ©¥(ãÍËcÌ ”5• ˆtƳËcÌ

¥ ~ Wc­ }X®

Ù

¯õ p³´

Ù

ÌchËcÌý ˆ5·o¥¸pƳ

Ù

˜zh%žcŸ\·o¥h%þMö t'ãXÍËcÌ@¥ ~ W •

ˆéãcpÿ?

‚ˆ‘wni¢

Ù

éãŠËeÌW±-èe@¥'‚ˆ%˜9žeŸ\·;¥%þMö t

Ƴ ÉËeÌ

Ù ª ”

× Øe¤;í

Ӑ

Œs•¢ ßWjkʢƳËeÌXp³‹¹F é

W

–3ê

-s

ˆƒ¥(ãÍËeÌ,ý

–RÖ

¢\ñ

–

µ

Ù å

³\¹†Ú ·;¥

”

¶e

4 ! #"%$c[ f

Ê

‚%Ë̍

Ã,l

[6] ¥

~

W͵%E&;Î ÏÐ'

}

뵄

‚

%ÒµÔÓ²I«¢Õ;Öi†F­Ršeˆ'ר˜Gl •

ˆ(

­

}X®

AI Ù …*)Rސ

,+3W-*.

²

á0/

Ù2103 :4

²

‘…*) 0G&¾'

256+Ec ?‚i¢5ˆ7

ì8;‚9

:



Ê;=<

Ù(>

:5”?'Ñ

¥‹«¢ceˆ7ÎKÏÐ'

}

ΠÑ

‚

,²+ö ·"¥

Õ;ÖÎ%­‹šˆ@

& é

WiÎKÏÐ

' } Î@Ñ

‚ Ö ² Ö ˆ ª,«

@?FB

‚,±š.¢\èAGE Ð'Ñ

ˆFâ"5

Ù

5=

”B

œ •

ˆ7

5 CEDGF ] XZY\[ AI

g

îï e~

W Ê

‚%Ë̍

Ã,l,Ee¢H˜

Ç

eˆÁÂÃ

AI(ÄI montAI) Java %E¢>G~pš7

! Ù » Ô J

÷

Rˆš&W;—

‚K®

7H˜

Ç

eˆ‘ÁÂRÃ

AI(ÄI randomAI) è®>i~š7

g

îï >

~š2

montAIL ñ randomAIÙNM

}O

<

}QP

.ö0R

A %$*

5.1 SUT6V ¼Á Â©Ä Å ÇÆÈÔɼ,WYX

montAI

EZ¢&Z5ˆ

Ê

‚FËo̍

Ã%l

Ù

˜0[=®$

1.áâ Ù éã

Ù

¼½˜.ë

2.{¼½˜±š®¢

j"Óµ

Ù\

'^]

Œ_`

öa

\

']

Œ_`

¥b'Wáâ

Ù

éãcƒ ?uWԗ

‚K®

H˜.²T«,¢±

¯

éã Ê

c

šWƒ!

Ù

³´.­‹šcˆe·¥

•

ˆ(e·

Ù

¥dŠW

\

'^]

Œ_`e

ÿ?(‚‘³gf!

Ù

¼½˜

Ù

„…i†¥heˆ(

3.¼½˜ Ù&i

±-è䄅

Ù å

÷ù

eˆ7

(10)

5.2 ÁÃÂKÄÆÅ@ÇÆÈ Ékjlnmoqpr È AI

g0s bW

montAI

Ÿ&Z¢!

ÙÜÝ

.monNt7

montAIÙiu ¥%t0v— O ” class mont • t2 class montAI0b'W‘ 1%$ 2Ÿ Ù&wMx P ”5• t2 void bestmove(ConsoleBoard board) wMx P b Ê ‚Ë©ÌG Ãl,¶=yzZ ±{A˜|ëÔìt

wM{x

Pa

•

t » µ

board Ù{w=M{x P EZo¢áRâ Ù õ ãN}N~z¾?^He˜

Ó Ô

˜Uÿ òeWH˜

ÓzÔ

˜,±(š

vertualGame()wM&x

P€g‚

±é

\

'^]

Œ_`

µƒ²Z‘WuÍ;„…i†

Ù2„

9õt2„…†

Ù2„ Ù

±Œè

å

Ù2…0†

.)µ

dedicate7‡gˆšW Board

O Ù bestmove() %EZ¢H˜t7 int vertualGame(ConsoleBoard board nB,Point montPoint) wNMx

P

b(H˜˜,Šž-«òW

¯

éTÊ ž

¹‰ŠtÎÔÏÐ='Œ‹iÎ Ñ ‚ ö

wM&x

t7

0‚Ž

‹ P

F>~šWԗ

‚K®

'žcŸ

AI(randomAI

O

)

E š®¢

¯

é Ê

žeŸ

Ù

.Ò µƒÓ² öa

private int trialN =

\

'^]

Œ_`

µ Ù

)*.² öa



1 montAI‘’“7”7•–2—g˜

wMx

P Å û

void bestmove(ConsoleBoard board) ±0Ag™iëiì int vertualGame(ConsoleBoard board nB,Point montPoint) ÎÔÏÐ='Œ‹iÎ Ñ

‚

6 šE› œŸž

Ê

‚Ë@Ì;¡ 

l|¢ Eƚg£z¤

 

AI Ù

¥

»|Jz¦=,t{§W

\

']

Œ_|`

Ó&¨6

500 Ó¾¥Ôšg montAI(500) ¥—

‚*K©0ª«

£¤

 

AI(¬ I randomAI) ¥ Ù ±g­W L=®(¯ montAI(500) ¥ \ 'Œ]

ŒN_`

¨

100Ó& š montAI(100) ¥ Ù ±*­°±²± 100Ó*³

«

²´µ

2,µ 3¶i²0·*¸Œ¹*



2 AIº¼»*”a½h¾2¿ÁÀ (ÂÃļŠ100Ä )

Æ ™ Ç*™

Æ

™0ÈzÉ Ç*™ÈÉ

montAI(500) randomAI 83 17

randomAI montAI(500) 14 86



3 AIº¼»*”a½h¾2¿ÁÀ (ÂÃļŠ100Ä )

Æ ™ Ç*™

Æ

™0ÈzÉ Ç*™ÈÉ

montAI(500) montAI(100) 73 27

montAI(100) montAI(500) 21 79

µ

2 ®Ê€Ë

Æ ™0Çg™gÌ

montAI(500)Í 8άÏÐ

È*fFÿztÑ&Ò

Í

¹2±Nt2µ

3 ®{ÊeË\

'^]&Ó _`

ÐÔ

¨

ÍÕ

d(Z&Ö×

Ë

Ègf

ÍØ

+¼ÙtÑ&Ò

Í

¹±Nt70Ú0Û0Ü Ý0ÞYß2àáâã&äå{ Áæ

AIb&ç âK©&è7é

(11)

8ά&Ï&Ð L¡Ê€ËíÁî{Ðïa† Íò2ó

f

8Î ÒÁZ÷ Ð b Ë*ø ß ì0ùZ=Ò2b(úûgÙgü·*¸ý  t ô

7 šÿþ œ

ÚÛgÜý ázâÁã&äå{ æ êh¢ ß2à £0¤  

AI ê ÝgÞ¡ßàô ÚÛgÜý ÝgÞ¡ßà0  ç © randomAIè

é¡ß ìÈ

8Î¬Ï Ò íîzÐzï è2ðNñ ÑÒ ÍNòó àô{ßß randomAIö=è 8Î ý ! #"

ü

AI Ò$úû*³ Ë Ú

ç ©

&%('

Ð$)*Í

++,

Ò.-!/g±

0 Ç

Ð21 3 Ò ß

ì!

Ë

5476

Ó8:9 ¨ê!;´Ò=<>

ßà

AIý

é

­:?A@

B

ý

ázâÁã&äå{ æ

ÐAC

DêE

¦

ñFB

ÍHGJI5K

±

7ô54L6

Ó8:9 ¨êM<>

ñ#B

ý¶NOP

ÍHQ*Õ è Ù

B

ÍHRS

?Á±

$T

Ë(UVW

è

®{Ê

XY

ê

ØZ!W

?2@

Ë

[4M6

Ó8\9

Ô

¨,ê$<>

ß

ì];Œ¶NO!P

Í

K

Ù&ü

® ÷ è*ñF

ÑÒ;

G]I]K

±

ô

à Ë AIÐ

é ­ 4_^*å

ê`Faìb!c

© Ò ß ì

Ð$d[e

?*êfNû

Ñ&Ò+;

1+3Ð 1

«

ý,

(12)

ÚÛgÜ iê Ý0Þñ*è , à

ʀËHjí

ß ìkF?0´ à

jíÐ2lmn

Æo è

Õp!qHrs

è Ù Ê ßàôtuv ê

q a ßà Ñ&Ò

ÐHq&w¯(Ë+xN¯7Õpyz

è${ Ç5(ýÚ0ÛgÜ

Ð

t7|}¡ß ì~ ±F ß2à ÑҀ

Ð2‚{ÐAƒ „ É&êÑ

Ð$…

ê†

Ê ì

z®{ʇ

ß

ÏI ñ*ô

(13)

8 ˆŠ‰Œ‹

ˆŠ‰Œ‹Ž

1) Ï#! ‘’ ,

á=â2ãäåJ“2æ

ê$Nü

à&”•“ “

ç ©

,–—0՘

˜š›œ˜ 2014ž Ÿ¡ Û0Ü

Ϣ

i

,(2015) http://www.info.kindai.ac.jp/ takasi-i/thesis/20141110370017S Uenothesis.pdf 2) Seal Software:£=¤ Ð Ó

姦

£7¨

©

,

™

˜© (2007).

3) ª§«$¬n :

”•F“®­

£=¤

“

çF¯

â&°±

(2011) http://uguisu.skr.jp/othello/

4) ² Ú ”•“³´ ,http://www.othello.gr.jp/biginner/s01.html,”•“$°± ,îzµ ,2002

5) Õ¶· ,”!•“!“! ç © ÐH¸¹§ºA»Ð %H' è« ü0ì ,Û&Ü œ¢ bc © ˜ (GI),Vol.2003-GI-011,pp.15-20,›

œ

XY

˜¼ ,(2004). http://id.nii.ac.jp/1001/00058554/

6) ½¾¿+À , Á kH ,ÃÄÅ :Æ

â Ç+È

c!É(Ê#Ë

-

ázâÁãä哿

Ð

Ò ¶Í

-,ÌÎ ò$Ï (2012)

7) Janos Wagner and Istvan Virag Solving renju,ICGA Joumal Vol.24,No.1,pp.30- 35,(2001),http://www.sze.hu/ gtakacs/downlord/wagnervirag 2001.pdf

8) Jonathan Schaeffer, Neil Burch, Yngvi Bjorsson, Akihiro Kishimoto, Martin Muller, Robert Lake, Poul Lu, and Steve Suphen, Checkers is sloved, Science Vol.317,No.5844, pp.1518-1522,(2007).

9) Joel Feinstein, Amenor Wins World 6 Ð 6 Chanpionship!, Forty billionnoted under the tree (July 1993),pp.6-8,British Othello Federation‘s newsletter,(1993).

10) «ÑÒÓ ,[

×0÷MÔ Õ ß!Ö ÷#×

]Ð#Ø&ÙÚÛ ,

ÛgÜ

Ϣ

b!c&Ü

›œ˜ (GI),Vol.2009-GI-22 No.3pp.1-8,› œ

X Y

˜¼ ,(2009),http://id.nii.ac.jp/1001/00062415

11) Richard Delrme,Othello programing,(2012),http://abulmo.perso.neuf.fr/index.htm 12) Gunnar Andersson,Wzebra,(2006),http://rabagast.se/othello/

13) ݧ«Þß ,àHڐ /

Ê

”•F“

Ñá

Í&â

È

ÐÆ(ã åää

, ²=æ (2003).

14) è:ªé«ê]ë , ì5í[î]ï , Ø:ð=Õ[ñ , ò

å\ó

Æ Ó

:“F•õô+ö

Ò

SIMD ÷5ø

èù§Ná6â&ã,ä{åú“û:ü:ý

ê ü

à”§•\“

ÐþJÿ , ÛÜ œJ¢ b]cÜ ›œJ˜ (GI),Vol.2009-GI-22,No.7,pp.1-8,›œ

XY

˜J¼ (2009), http://id.nii.ac.jp/1001/00062419

15) ]Áë ,

ß ~

˜

Javab!c&Ü

­ Ó ]4Hô

9

,

™

˜© (2002).

16) Eric C.D. van der Welf,H.Jaap van den Herik,and Jos W.H.M.Uiterwilk,Solving Go on Small Boards, ICGA Journal,Vol.26,No.2,pp.92-107(2003).

17) T.Ishii,MasterReversi,

Ó £ Ò Ð

é

http://homepage2.nifty.com/tishii/mr/gameresult.html,2007.

18) Michael Buro,Logistello,https://skatgame.net/mburo/log.html,1997

19) ,

”•F“è

q a áâÁãäåJ“ÁæJ]476

Ð

D

,Ø

™

*՘› œ˜

Þ

25ž ˜ ˜

Ì

,(2014), http://www.kochi-tech.ac.jp/library/ron/2013/2013info/1140296.pdf

(14)

A

ÚÛgÜý

ÝgÞ¡ßà

Java

“

ç#Ü"!(c#ê%$k

è%&ñô

import java . util .*;

public class GameState extends Observabl e {

int data [][];

int turn ; int player ; int black ; int white ;

public GameState (){

data = new int [8][8];

data [3][3] = 1;

data [3][4] = -1;

data [4][3] = -1;

data [4][4] = 1;

turn = 0;

player = 1;

black = 2;

white = 2;

}

public boolean put ( int x , int y ){')(+*-,/.)021/35476)*5879/:-;=<

//

if ( data [ x ][ y ] != 0){

return false ; }>@?+A)B2()CD;E<F35476)*5879/:D;E<

//

if ( reverse (x ,y , true )== false ){

return false ; },/G59H

//

data [ x ][ y ] = player ; player *= -1;

turn ++;

(15)

countDisc ();

setChange d ();

n o t i f y O b s e r v e r s ();

return true ; }

public boolean reverse ( int x , int y , boolean doReverse ){

int dir [][] = {

{ -1 , -1} , {0 , -1} , {1 , -1} , { -1 , 0} , {1 , 0} , { -1 , 1} , {0 , 1} , {1 , 1}

};

boolean reversed = false ;

for ( int i =0; i <8; i ++){I+JFK2B //

int x0 = x + dir [ i ][0];

int y0 = y + dir [ i ][1];

if ( isOut ( x0 , y0 ) == true ){

continue ; }

int nextState = data [ x0 ][ y0 ];

if ( nextState == player ){

System . out . println (" Next state is player : " + x0 +" ,"+ y0 );

continue ;

} else if ( nextState == 0){

System . out . println (" Next state is null : " + x0 +" ,"+ y0 );

continue ; } else {

System . out . println (" Next state is enemy : " + x0 +" ,"+ y0 );

}I+J7IFLEMONEP7(RQ)SUTWVRXUYOZ/JR[/.)0D\/]^>@?+A)B

//

int j = 2;

while ( true ){

int x1 = x + ( dir [ i ][0]* j );

int y1 = y + ( dir [ i ][1]* j );

if ( isOut ( x1 , y1 ) == true ){

break ; }Y_ZFJR,/.)0=`Oa=MbXc>@?FA)B

//

if ( data [ x1 ][ y1 ]== player ){

System . out . println (" Player cell !: " + x1 +" ,"+ y1 );

(16)

if ( doReverse ){

for ( int k =1; k < j ; k ++){

int x2 = x + ( dir [ i ][0]* k );

int y2 = y + ( dir [ i ][1]* k );

data [ x2 ][ y2 ] *= -1;

System . out . println (" reverse : " + x2 +" ,"+ y2 );

} }

reversed = true ; break ;

}d/e7.)0E`OaMbXFf=g

//

if ( data [ x1 ][ y1 ]==0){

break ; }

j ++;

} }

return reversed ; }

public boolean canReverse ( int x , int y ){

return reverse (x , y , false );

}

public boolean isOut ( int x , int y ){

if (x <0 || y <0 || x >=8 || y >=8){

return true ; }

return false ; }

public boolean checkPass (){h)iDA5j)A+kRJ7l)m=n5*_opTWVRX>@?+A)B5(+C215L5q^r)s-t

//

for ( int y =0; y <8; y ++){

for ( int x =0; x <8; x ++){')(+*-,/.)021/35476287q^r)s-tTu;<

//

if ( data [ x ][ y ] != 0){

continue ;

}>W?+A)B5()C)1wvxTWaFyE3RCDXFzE*_{|TWV

//GR}+' false

if ( canReverse ( x , y ) == true ){

return false ;

(17)

}

} }

return true ; }

public void countDisc (){

black = 0;

white = 0;

for ( int y =0; y <8; y ++){

for ( int x =0; x <8; x ++){

if ( data [ x ][ y ] == 1){

black ++;

} else if ( data [ x ][ y ] == -1){

white ++;

} }

} }

}

import java . util .*;

public class randomAI {

int color ; // BLACK or WHITE

public randomAI (){

color = -1;

}

int [] decide ( GameState state ){

ArrayList < int [] > array = new ArrayList < int [] >();~F2J2dFK2B5G59F:215L5q^r2sDt

//

for ( int y =0; y <8; y ++){

for ( int x =0; x <8; x ++){')(+*-,/.)021/3RC28R€FB

//

if ( state . data [ x ][ y ] != 0)

continue ;9F:512K)B7J=3DCDX+F‚3/TWV7ƒ7„

//

if ( state . canReverse ( x , y ) == true ){

(18)

int pos [] = {x , y };

array . add ( pos );

}

} }…+†R‡7ˆ7‰)Š

//

if ( array . size () <= 0){

int pos [] = { -1 , -1};

return pos ; }

Random rnd = new Random ();

int index = rnd . nextInt ( array . size ());

return array . get ( index );

} }

import java . util .*;‹E†-ŒF7Ž/O

//

public class montAI extends Observabl e { class Move extends Observable {

public int eval =0;

public bestmove ()

super (0 ,0);

}

public bestmove ( int x , int y int e ) {

super (x , y );

eval = e ; }

};

class r a n d o m A I P l a y e r implements Player {

private AI randomAi = null ;

public r a n d o m A I P l a y e r () {

randomAi = new randomAI ();

}

public void onTurn ( C o n s o l e B o a r d board ) throws G a m e o v e r E x c e p t i o n

(19)

{

randomAi . bestmove ( board );

if ( board . isGameover ()) throws new G a m e o v e r E x c e p t i o n ();

} };‘’O“)”+•–˜—

//

private int trialN =100;~FR™2š2›+œ

//

public void bestmove ( C o n s o l e B o a r d board ) {

BookManage r book = new BookManage r ();

Vector < point > movables = new book . find ( board );

if ( movables . Empty ()) {€FB2G5'+1

//

board . pass ();

return ; }

if ( movables . size ()=1) {FV)1Dž)ŸF.R ¡OŸ);^Mb¢)£F8D¤+¥2;E<

//

board . move (( Point ) movables . get (0));

return ;

}‹=†-ŒFRŽ/7.R¦5¤2o2§¨3_'+1D 2©3_ª+A|«uj+A+k5G5¬/:D­U®¯Xp…+†R‡7ˆ

//°5±)(D²2³P7(R/´-µ=1 AI

private int vertualGa m e ( C o n s o l e B o a r d nB , Point montPoint )

{

C o n s o l e B o a r d nBoard = new C o n s o l e B o a r d ();

nBoard = nB ;

System . out . println ();

nBoard . print ();¶5·)¸

//

int evaluation =0;

Player [] player new Player [2];¹R´/M_JFk5A/†DL7ºF1

//

int c u r r e n t _ p l a y e r ;

int fast_trun = nBoard . g e t C u r r e n t C o l o r ();

(20)

fast_turn = 1;

System . out . println[FJD»)¼ (""+ fast_turn );

player [0] = n e w r a n d o m P l a y e r½ ();

player [1] = n e w r a n d o m P l a y e re ();

if ( fast_trun =1) {

c u r r e n t _ p l a y e r =0;

} else {

c u r r e n t _ p l a y e r =1;

}²5¾EJ7 F¿5J2À)Á7—F(7¬/:-­¨`OaDÂ2ÃGRFÄ2Å/Æ)Ç=…F†R‡7ˆ

//

nBoard . move ( montPoint );‘^’O“DÈFA7É7Ê

//

c u r r e n t _ p l a y e r = ++ c u r r e n t _ p l a y e r 2 ;f=g)P7(5Ž)A)‘

//

while ( turn ) {

try {

player [ c u r r e n t _ p l a y e r ]. onTurn ( nBoard );

}

catch ( doExcepti o n n ) {

do {

System . out . println (" do ");

nBoard . do (); nBoard . do ();

} while ( nBoard . g e t M o v a b l e s P o s (). isEmpty ());

contenue ; }

catch ( E x i t E x c e p t i o n n ) {

n . p r i n t S t a c k T r a c e ();

}

catch ( B a m e O v e r E x c e p t i o n n ) {

System . out . printlnf=g ("");

System . out . print ( nBoard . countDisc ( Disc . BLACK ));

System . out . print ( nBoard . countDisc ( Disc . WHITE ));

if ( fast_turn =1){

evalution = nBoard . countDisc ( Disc . WHITE ) nBoard . countDisc ( Disc . BLACK );

}

(21)

else {

evalution = nBoard . countDisc ( Disc . BLACK ) nBoard . countDisc ( Disc . WHITE );

}

break ; }

return evalution ; }

参照

関連したドキュメント

For arbitrary 1 &lt; p &lt; ∞ , but again in the starlike case, we obtain a global convergence proof for a particular analytical trial free boundary method for the

We obtain a ‘stability estimate’ for strong solutions of the Navier–Stokes system, which is an L α -version, 1 &lt; α &lt; ∞ , of the estimate that Serrin [Se] used in

In these cases it is natural to consider the behaviour of the operator in the Gevrey classes G s , 1 &lt; s &lt; ∞ (for definition and properties see for example Rodino

We obtain some conditions under which the positive solution for semidiscretizations of the semilinear equation u t u xx − ax, tfu, 0 &lt; x &lt; 1, t ∈ 0, T, with boundary conditions

&lt; &gt;内は、30cm角 角穴1ヶ所に必要量 セメント:2.5(5)&lt;9&gt;kg以上 砂 :4.5(9)&lt;16&gt;l以上 砂利 :6 (12)&lt;21&gt; l

One can easily generate the ordered subset of (V ∗ , &lt;) consisting of all strings of length up to n as follows: start with (∅, 1, 0); given the list of strings of length up to n −

Views of Kazunogawa Hydroelectric Power Station Dams &lt;Upper dam (Kamihikawa dam)&gt;. &lt;Lower dam

&lt;7:3&gt; Remote 1 Temp T MIN R/W Contains the minimum temperature value for automatic fan speed control based on local temperature readings. T MIN can be programmed to