Page 136 - First special issue on The impact of Artificial Intelligence on communication networks and services
P. 136

,78 -2851$/  ,&7 'LVFRYHULHV  9RO        0DUFK




           VWDWXV   GHWHFW  DQWLFLSDWHG  IDXOWV  DQG  SODQ  QHZ  QRGH   SURSRVH  D  KRSILHOG  QHXUDO  QHWZRUN  VFKHPH  IRU
           GHSOR\PHQW XVLQJ $, WHFKQLTXHV > @                 PXOWL UDGLR  SDFNHW  VFKHGXOLQJ   7KH  SUREOHP  RI
                                                              UHVRXUFH  DOORFDWLRQ  ZLWK  XSOLQN GRZQOLQN  GHFRXSOLQJ
           4. NETWORK OPERATION AND                           LQ  D  ORQJ  WHUP  HYROXWLRQ XQOLFHQVHG   /7( 8  V\VWHP
           MANAGEMENT                                         KDV  EHHQ  LQYHVWLJDWHG  LQ  >  @  IRU  ZKLFK  WKH  DXWKRUV
                                                              SURSRVH  D  GHFHQWUDOL]HG  VFKHPH  EDVHG  RQ  QHXUDO
           (QHUJ\ DQG VSHFWUXP HIILFLHQF\  ODWHQF\  UHOLDELOLW\  DQG   QHWZRUNV   7KH  DXWKRUV  LQ  >  @  SURSRVH  D  GLVWULEXWHG
           VHFXULW\  DUH  WKH  NH\  SDUDPHWHUV  WKDW  DUH  WDNHQ  LQWR   DSSURDFK  EDVHG  RQ  4 OHDUQLQJ  IRU  WKH  SUREOHP  RI
           DFFRXQW  GXULQJ  WKH  QHWZRUN  RSHUDWLRQ  VWDJH   $QG   FKDQQHO VHOHFWLRQ LQ DQ /7( 8 V\VWHP  )XUWKHUPRUH  LQ
           SURSHUO\  RSWLPL]LQJ  WKHVH  SDUDPHWHUV  XVXDOO\  \LHOGV   D PXOWL 5$7 VFHQDULR  PDFKLQH OHDUQLQJ WHFKQLTXHV FDQ
           VDWLVIDFWRU\ SHUIRUPDQFH IRU ERWK WKH VHUYLFH SURYLGHUV   DOORZ WKH VPDUW XVH RI GLIIHUHQW 5$7V ZKHUHLQ D %6 FDQ
           DQG  HQG  XVHUV   ,Q  DGGLWLRQ   WKHVH  RSWLPL]DWLRQ   OHDUQ ZKHQ WR WUDQVPLW RQ HDFK W\SH RI IUHTXHQF\ EDQG
           SDUDPHWHUV  XVXDOO\  UHTXLUH  VLPSOH  DQG  UHDO WLPH   EDVHG RQ WKH QHWZRUN FRQGLWLRQV  )RU LQVWDQFH  RQH FDQ
           OHDUQLQJ DQG GHFLVLRQ PDNLQJ DOJRULWKPV            DSSO\ PDFKLQH OHDUQLQJ WR SUHGLFW WKH DYDLODELOLW\ RI D
                                                              OLQH  RI  VLJKW   /R6   OLQN   E\  FRQVLGHULQJ  WKH  XVHUV¶
           A. Resource allocation and m anagement             PRELOLW\  SDWWHUQ  DQG  DQWHQQD  WLOW   WKXV  DOORZLQJ  WKH
                                                              WUDQVPLVVLRQ RYHU WKH PLOOLPHWHU ZDYH EDQG
           'LIIHUHQW  $,  WHFKQLTXHV  KDYH  EHHQ  SURSRVHG  IRU
           UHVRXUFH DOORFDWLRQ  PDQDJHPHQW DQG RSWLPL]DWLRQ RI   B. Security and privacy p rotection
           ZLUHOHVV  QHWZRUNV  VXFK  DV  FHOOXODU   ZHDUDEOH   :61
           DQG  ERG\  DUHD  QHWZRUN   %$1   >  @   ,Q  >  @   WKH   7KH  LQKHUHQW  VKDUHG  QDWXUH  RI  UDGLR  SURSDJDWLRQ
           SRWHQWLDO  RI  $,  LQ  VROYLQJ  WKH  FKDQQHO  DOORFDWLRQ   HQYLURQPHQW PDNHV ZLUHOHVV WUDQVPLVVLRQV YXOQHUDEOH
           SUREOHP LQ ZLUHOHVV FRPPXQLFDWLRQ LV FRQVLGHUHG  ,W LV   WR  PDOLFLRXV  DWWDFNV   LQFOXGLQJ  HDYHVGURSSLQJ  DQG
           GHPRQVWUDWHG  WKDW  WKH  $, EDVHG  DSSURDFK  KDV  VKRZQ   MDPPLQJ   )RU  WKLV  UHDVRQ   VHFXULW\  DQG  SULYDF\
           EHWWHU  SHUIRUPDQFH  WKDQ  WKRVH  RI  UDQGRPL]HG EDVHG   SURWHFWLRQ  DUH  IXQGDPHQWDO  FRQFHUQV  RI  WRGD\¶V
           KHXULVWLF DQG JHQHWLF DOJRULWKPV  *$V   ,Q >  @   UDGLR   ZLUHOHVV  FRPPXQLFDWLRQ  V\VWHPV   :LUHOHVV  QHWZRUNV
           DFFHVV  WHFKQRORJ\   5$7   VHOHFWLRQ  XWLOL]LQJ  WKH   JHQHUDOO\  DGRSW  VHSDUDWH  VHFXULW\  OHYHOV  DW  GLIIHUHQW
           +RSILHOG  QHXUDO  QHWZRUNV  DV  D  GHFLVLRQ PDNLQJ  WRRO   OD\HUV  RI  WKH  FRPPXQLFDWLRQ  SURWRFRO  VWDFN
           ZKLOH OHYHUDJLQJ WKH DELOLW\ RI $, UHDVRQLQJ DQG WKH XVH   )XUWKHUPRUH   GLIIHUHQW  DSSOLFDWLRQV  XVXDOO\  UHTXLUH
           RI PXOWL SDUDPHWHU GHFLVLRQV E\ H[SORLWLQJ WKH RSWLRQV   GLIIHUHQW HQFU\SWLRQ PHWKRGV >  @  7KH XWLOL]DWLRQ RI $,
           RI ,(((        SURWRFRO LV SURSRVHG  0DFKLQH OHDUQLQJ   WHFKQLTXHV IRU ZLUHOHVV VHFXULW\ KDV UHFHLYHG
           EDVHG WHFKQLTXHV LQFOXGLQJ VXSHUYLVHG  XQVXSHUYLVHG    VLJQLILFDQW LQWHUHVW
           DQG  UHLQIRUFHPHQW  OHDUQLQJ  WHFKQLTXHV   KDYH  EHHQ
           H[SORLWHG  WR  PDQDJH  WKH  SDFNHW  URXWLQJ  LQ  PDQ\   7$%/(    0DLQ LVVXHV LQ $, HQDEOHG ZLUHOHVV QHWZRUN
           GLIIHUHQW QHWZRUN VFHQDULRV >  @  6SHFLILFDOO\  LQ >  @
           >  @  D GHHS OHDUQLQJ DSSURDFK IRU VKRUWHVW WUDIILF URXWH   'DWD DFTXLVLWLRQ DQG NQRZOHGJH GLVFRYHU\   5HI
                                                                                                         >  @
                                                                 • &RQWH[W DZDUH GDWD DFTXLVLWLRQ IURP VLQJOH PXOWLSOH VRXUFHV
           LGHQWLILFDWLRQ  WR  UHGXFH  QHWZRUN  FRQJHVWLRQ  LV   • &RGHG  DGDSWLYH   FDFKLQJ             >  @  >  @
           SUHVHQWHG   $  GHHS OHDUQLQJ  WHFKQLTXH  DLPLQJ  WR VKLIW   • 6HPDQWLF DZDUH 2QWRORJ\  .%  FUHDWLRQ IURP QHWZRUN GDWD   >  @ >  @
                                                                                                         > @
                                                                 • 5REXVW  NQRZOHGJH  GLVFRYHU\  IURP  HUURQHRXV   PLVVLQJ   GDWD
           WKH  FRPSXWLQJ  QHHGV  IURP  UXOH EDVHG  URXWH        1HWZRUN SODQQLQJ
           FRPSXWDWLRQ  WR  PDFKLQH  OHDUQLQJ  EDVHG  URXWH      • 1RGH GHSOR\PHQW DQG UDGLR IUHTXHQF\ DOORFDWLRQ   >  @  >  @
                                                                 • &DFKLQJ DQG FRPSXWLQJ SODFHPHQW DQG FRQWHQW XSGDWH
                                                                                                         >  @
           HVWLPDWLRQ  IRU  KLJK  WKURXJKSXW  SDFNHW  SURFHVVLQJ  LV   • (QHUJ\ FRQVXPSWLRQ PRGHOLQJ DQG SUHGLFWLRQ  LGOH DFWLYH    >  @  >  @
                                                                 • 3DUDPHWHU DQG VHUYLFH FRQILJXUDWLRQ SURFHGXUH
           SURSRVHG  LQ  >  @   $ORQJ  WKLV  OLQH   D  IRJ  FRPSXWLQJ   1HWZRUN RSHUDWLRQ DQG PDQDJHPHQW      > @  > @
           EDVHG  UDGLR DFFHVV  QHWZRUN  ZKLFK  H[SORLWV  WKH    • 5HVRXUFH DOORFDWLRQ  5$7 DQG FKDQQHO VHOHFWLRQ     >  @  >  @
           DGYDQWDJH RI ORFDO UDGLR VLJQDO SURFHVVLQJ  FRRSHUDWLYH   SDFNHW URXWLQJ  GLVWULEXWHG VWRUDJH DQG SURFHVVLQJ     > @  >  @
                                                                   PXOWL 5$7 SDFNHW VFKHGXOLQJ
                                                                                                         >  @
           UDGLR  UHVRXUFH  PDQDJHPHQW   DQG  GLVWULEXWHG  VWRUDJH   • 6HFXULW\  6SRRILQJ DWWDFN DQG LQWUXVLRQ GHWHFWLRQ   >  @ >  @
           FDSDELOLW\  RI  IRJ  KDV  EHHQ  VXJJHVWHG WR  GHFUHDVH WKH   • /DWHQF\  &RQWH[W DZDUH HGJH FRPSXWLQJ DQG VFKHGXOLQJ   > @  >  @
           ORDG RQ WKH IURQW KDXO DQG DYRLG ODUJH VFDOH UDGLR VLJQDO
           SURFHVVLQJ LQ WKH FHQWUDOL]HG EDVHEDQG FRQWUROOHUV > @    ,Q  >  @   D  VSRRILQJ  DWWDFN  GHWHFWLRQ  VFKHPH  XVLQJ  D
                                                              UDQGRP  NH\  GLVWULEXWLRQ  EDVHG  DUWLILFLDO  LPPXQH
           7KH  XWLOL]DWLRQ  RI  XQOLFHQVHG  VSHFWUXPV  DV  D   V\VWHP  $,6  KDV EHHQ SURSRVHG  ,Q D VLPLODU ZD\  DQ
           FRPSOHPHQW  WR  OLFHQVHG  RQHV  UHFHLYHV  DQ  LQWHUHVW  WR   DSSURDFK  EDVHG  RQ  *$  DQG  $,6   FDOOHG  *$$,6   IRU
           RIIORDG QHWZRUN WUDIILF WKURXJK WKH FDUULHU DJJUHJDWLRQ   G\QDPLF LQWUXVLRQ GHWHFWLRQ LQ PRELOH DG KRF QHWZRUNV
           IUDPHZRUN  ZKLOH FULWLFDO FRQWURO VLJQDOLQJ  PRELOLW\     0$1(7V   LV  VXJJHVWHG  LQ  >  @   ,Q  >  @   DGYDQFHG
           YRLFH DQG FRQWURO GDWD ZLOO DOZD\V EH WUDQVPLWWHG RQ WKH   GHWHFWLRQ  RI  LQWUXVLRQV  RQ  VHQVRU  QHWZRUNV   $',26
           OLFHQVHG  EDQGV   ,Q  WKLV  UHVSHFW   WKH  DXWKRUV  RI  >  @   EDVHG  LQWUXVLRQ  GHWHFWLRQ  DQG  SUHYHQWLRQ  V\VWHP  LV





                                             ‹ ,QWHUQDWLRQDO 7HOHFRPPXQLFDWLRQ 8QLRQ
   131   132   133   134   135   136   137   138   139   140   141