Page 20 - First special issue on The impact of Artificial Intelligence on communication networks and services
P. 20

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

            Selected Papers




            2Q $GDSWLYH 1HUXR )X]]\ 0RGHO IRU 3DWK /RVV 3UHGLFWLRQ LQ WKH 9+) %DQG

            3DJHV
            Nazmat T. Surajudeen-Bakinde, Nasir Faruk,  Muhammed Salman,  Segun Popoola, Abdulkarim Oloyede,
            Lukman A. Olawoyin
            3DWK ORVV SUHGLFWLRQ PRGHOV DUH HVVHQWLDO LQ WKH SODQQLQJ RI ZLUHOHVV V\VWHPV  SDUWLFXODUO\ LQ EXLOW XS HQYLURQPHQWV
            +RZHYHU  WKH HIILFDFLHV RI WKH HPSLULFDO PRGHOV GHSHQG RQ WKH ORFDO DPELHQW FKDUDFWHULVWLFV RI WKH SURSDJDWLRQ
            HQYLURQPHQWV  7KLV SDSHU LQWURGXFHV DUWLILFLDO LQWHOOLJHQFH LQ SDWK ORVV SUHGLFWLRQ LQ WKH 9+) EDQG E\ SURSRVLQJ DQ
            DGDSWLYH QHXUR IX]]\  1)  PRGHO  7KH PRGHO XVHV ILYH OD\HU RSWLPL]HG 1) QHWZRUN EDVHG RQ EDFN SURSDJDWLRQ
            JUDGLHQW GHVFHQW DOJRULWKP DQG OHDVW VTXDUH HUURUV HVWLPDWH  (OHFWURPDJQHWLF ILHOG VWUHQJWKV IURP WKH WUDQVPLWWHU RI
            WKH 17$ ,ORULQ  ZKLFK RSHUDWHV DW D IUHTXHQF\ RI        0+]  ZHUH PHDVXUHG DORQJ IRXU URXWHV  7KH SUHGLFWLRQ
            UHVXOWV  RI  WKH  SURSRVHG  PRGHO  ZHUH  FRPSDUHG  WR  WKRVH  REWDLQHG  YLD  WKH  ZLGHO\  XVHG  HPSLULFDO  PRGHOV   7KH
            SHUIRUPDQFHV RI WKH PRGHOV ZHUH HYDOXDWHG XVLQJ WKH 5RRW 0HDQ 6TXDUH (UURU  506(   6SUHDG &RUUHFWHG 506(
             6& 506(   0HDQ (UURU  0(   DQG 6WDQGDUG 'HYLDWLRQ (UURU  6'(   UHODWLYH WR WKH PHDVXUHG GDWD  $FURVV DOO WKH
            URXWHV FRYHUHG LQ WKLV VWXG\  WKH SURSRVHG 1) PRGHO SURGXFHG WKH ORZHVW 506( DQG 0(  ZKLOH WKH 6'( DQG WKH
            6& 506( ZHUH GHSHQGHQW RQ WKH WHUUDLQ DQG FOXWWHU FRYHUV RI WKH URXWHV  7KXV  WKH HIILFDF\ RI WKH DGDSWLYH 1)
            PRGHO ZDV YDOLGDWHG DQG FDQ EH XVHG IRU HIIHFWLYH FRYHUDJH DQG LQWHUIHUHQFH SODQQLQJ

            9LHZ $UWLFOH

            %H\RQG 0$'"  7KH 5DFH IRU $UWLILFLDO *HQHUDO ,QWHOOLJHQFH

            3DJHV

            Anand Ramamoorthy, Roman Yampolskiy
            $UWLILFLDO LQWHOOLJHQFH UHVHDUFK LV D VRXUFH RI JUHDW WHFKQRORJLFDO DGYDQFHPHQW DV ZHOO DV HWKLFDO FRQFHUQ  DV DSSOLHG
            $, LQYDGHV GLYHUVH DVSHFWV RI KXPDQ OLIH  <HW WUXH DUWLILFLDO JHQHUDO LQWHOOLJHQFH UHPDLQV RXW RI UHDFK  %DVHG RQ WKH
            KLVWRU\  RI  GHHSO\  WUDQVIRUPDWLYH  WHFKQRORJLHV  GHYHORSHG  E\  PXOWLSOH  DFWRUV  RQ  WKH  JOREDO  VWDJH  DQG  WKHLU
            FRQVHTXHQFHV IRU JOREDO VWDELOLW\  ZH FRQVLGHU WKH SRVVLELOLW\ RI DUWLILFLDO JHQHUDO LQWHOOLJHQFH DUPV UDFHV DQG SURSRVH
            VROXWLRQV DLPHG DW PDQDJLQJ WKH GHYHORSPHQW RI VXFK DQ LQWHOOLJHQFH ZLWKRXW LQFUHDVLQJ WKH ULVNV WR JOREDO VWDELOLW\
            DQG KXPDQLW\
            9LHZ $UWLFOH


            $UWLILFLDO ,QWHOOLJHQFH IRU 3ODFH 7LPH &RQYROYHG :LUHOHVV &RPPXQLFDWLRQ 1HWZRUNV

            3DJHV
            Ambuj Kumar
            3UHYLRXV ZRUNV KDYH EURXJKW WR OLJKW WKDW WKH G\QDPLF DQG YDULDEOH PRWLRQV RI SRWHQWLDO QHWZRUN XVHUV  DQG RWKHU
            HQYLURQPHQWDO IDFWRUV  DUH WKH HWHUQDO WKUHDW WR SUHVHQW DQG IXWXUH ZLUHOHVV FRPPXQLFDWLRQV  2QH RI P\ HDUOLHU ZRUNV
            GLVFXVVHV WKLV SHUHQQLDO DQG SHUSHWXDO FKDOOHQJH DV WKH SODFH WLPH GHSHQGHQW IXQFWLRQV  7KH SKHQRPHQD ZDV FRLQHG
            LQ P\ ZRUN DV SODFH WLPH FDSDFLW\  37&   DQG SODFH WLPH FRYHUDJH  37&R   ZLWK ERWK FROOHFWLYHO\ NQRZQ DV SODFH
            WLPH FRYHUDJH DQG FDSDFLW\  37&    DUH GHULYHG DV WKH RXWFRPHV RI G\QDPLFV WKDW FDQ EH H[SUHVVHG DV WKH IXQFWLRQV
            RI SODFH DQG WLPH  7KHVH SKHQRPHQD GHJUDGH WKH HIILFLHQF\ RI DQ\ ZLUHOHVV FRPPXQLFDWLRQ QHWZRUN  :&1  WR WKDW
            ORZHVW SRLQW  IURP ZKHUH  D QHWZRUN VHUYLFH SURYLGHU  163  PD\ QRW KDYH DQ\ FKRLFH EXW WR UHYDPS WKH QHWZRUN
            $UWLILFLDO LQWHOOLJHQFH  $,   RQ WKH RWKHU KDQG  KDV EHHQ VWULGLQJ SURIRXQGO\ IRU WKH SDVW VHYHUDO GHFDGHV  IDQQLQJ RXW
            LWV LQIOXHQFH LQ YDULRXV VHFWRUV RI VFLHQWLILF DQG WHFKQRORJLFDO GHYHORSPHQWV  +RZHYHU  $, LV DOPRVW DEVHQW LQ WKH
            DUHD RI :&1 GLPHQVLRQLQJ DQG RSWLPL]DWLRQ  HVSHFLDOO\ IRU SODFH±WLPH HYHQWV  7KLV SDSHU UHYLVLWV WKH WZR SODFH
            WLPH IXQFWLRQV DV :&1 SKHQRPHQD DQG  ZLWK WKH EDFNGURS RI WKHVH DVSHFWV  VKDOO LQYHVWLJDWH WKH LQHYLWDEOH QHHG
            IRU $, LQ :&1V  DV ZHOO DV GHPRQVWUDWLQJ KRZ $, FDQ EH SDUW RI SUHVHQW DQG IXWXUH ZLUHOHVV FRPPXQLFDWLRQV
            9LHZ $UWLFOH



                                                         ± [YLLL ±
   15   16   17   18   19   20   21   22   23   24   25