Page 45 - First special issue on The impact of Artificial Intelligence on communication networks and services
P. 45

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







                   REAL-TIME MONITORING OF THE GREAT BARRIER REEF USING
                            INTERNET OF THINGS WITH BIG DATA ANALYTICS





                                 0DULPXWKX 3DODQLVZDPL   $UDYLQGD 6  5DR   6FRWW %DLQEULGJH
              7KH 8QLYHUVLW\ RI 0HOERXUQH  'HSW  RI (OHFWULFDO DQG (OHFWURQLF (QJLQHHULQJ 3DUNYLOOH  9,&         $XVWUDOLD
                         $XVWUDOLDQ ,QVWLWXWH RI 0DULQH 6FLHQFH 30%     7RZQVYLOOH  4/'         $XVWUDOLD


           Abstract –The Great Barrier Reef (GBR) of Australia is the largest size of coral reef system on the planet stretching
           over 2300 kilometers. Coral reefs are experiencing a range of stresses including climate change, which has
           resulted in episodes of coral bleaching and ocean acidification where increased levels of carbon dioxide from the
           burning of fossil fuels are reducing the calcification mechanism of corals. In this article, we present a successful
           application of big data analytics with Internet of Things (IoT)/wireless sensor networks (WSNs) technology to
           monitor complex marine  environments of  the GBR. The paper presents a  two-tiered IoT/WSN network
           architecture used to monitor the GBR and the role of artificial intelligence (AI) algorithms with big data analytics
           to detect events of interest. The case study presents the deployment of a WSN at Heron Island in the southern GBR
           in 2009. It is shown that we are able to detect Cyclone Hamish patterns as an anomaly using the sensor time series
           of temperature, pressure  and humidity data. The article also gives a perspective of AI algorithms  from  the
           viewpoint to monitor, manage and understand complex marine ecosystems. The knowledge obtained from the
           large-scale implementation of IoT with big data analytics will continue to act as a feedback mechanism for
           managing acomplex system of systems (SoS) in our marine ecosystem.

           .H\ZRUGV  ±  $UWLILFLDO  LQWHOOLJHQFH   ELJ  GDWD  DQDO\WLFV   FRUDO  EOHDFKLQJ   ,QWHUQHW  RI  7KLQJV   ZLUHOHVV  VHQVRU
           QHWZRUNV  UHDO WLPH PRQLWRULQJ  HYHQW GHWHFWLRQ


           1. INTRODUCTION                                      $QWKURSRJHQLF DFWLYLWLHV DUH DWWULEXWHG WR LQFUHDVHG
                                                                VWUHVVHV RQ FRUDO UHHIV DV WKH SURPLQHQW UHDVRQ IRU
           7KH *UHDW %DUULHU 5HHI  *%5  RI $XVWUDOLD FRQVLVWV   FRUDO  EOHDFKLQJ   (SLVRGHV  RI  EOHDFKLQJ  DW  UHJLRQDO
           RI      FRUDO UHHIV H[WHQGHG RYHU         VTXDUH NP   VFDOHV KDYH EHHQ RFFXUULQJ IRU PDQ\ GHFDGHV  SULRU
           > @  7KH *%5 KDV DERXW     LVODQGV FRYHULQJ          WR  WKH      V    EXW  GXH  WR  D  ODFN  RI  UHSRUWLQJ
           NP WKDW LQFOXGH PDQJURYH IRUHVWV  FRDVWDO ZHWODQGV   GRFXPHQWDWLRQ  DQG  XQGHUVWDQGLQJ   LW LV  GLIILFXOW  WR
           DQG  HVWXDULHV   GHHS  VKRDOV   VHDJUDVV  PHDGRZV    PHDVXUH WKH H[WHQW RI WKH EOHDFKLQJ HIIHFW SULRU WR WKH
           FRQWLQHQWDO  VKHOI  PDUJLQ  DQG  VORSH  > @   %RWK       V  > @   ,Q         WKH  ILUVW  WKHUPDO  EOHDFKLQJ
           HFRQRPLFDOO\    DQG    HFRORJLFDOO\    $XVWUDOLD     LQFLGHQW ZDV UHSRUWHG DW %LUG .H\ 5HHI LQ WKH )ORULGD
           VLJQLILFDQWO\ JDLQV EHQHILWV IURP WKLV JHRJUDSKLFDOO\   .H\V  ZKHUH ODUJH QXPEHUV RI FRUDOV ZHUH LQMXUHG
           LPSRUWDQW PDULQH HFRV\VWHP  +RZHYHU  WKH EXUQLQJ     GXULQJ DEQRUPDOO\ KRW DQG FDOP ZHDWKHU FRQGLWLRQV
           RI IRVVLO IXHOV UHOHDVHV FDUERQ GLR[LGH  &2    ZKLFK   NLOOLQJ  PDQ\  ILVK   'LDGHPD  DQG  PROOXVFV  > @   ,Q
           LQ  WXUQ  LV  DEVRUEHG  E\  RFHDQV   UHVXOWLQJ  LQ         D VLPLODU EOHDFKLQJ  LQFLGHQW ZDV UHSRUWHG DW
           DFLGLILFDWLRQ   7KLV  SURFHVV  LQKLELWV  FRUDOV  IURP   /RZ ,VOHV RQ WKH *%5  NLOOLQJ PDQ\ FRUDOV > @  7KH
           VHFUHWLQJ  FDOFLXP  FDUERQDWH  H[RVNHOHWRQV  > @     UHSRUWV  RI  EOHDFKLQJ  LQFLGHQWV  KDYH  JURZQ
           UHGXFLQJ  FDOFLILFDWLRQ  WKH UHHI EXLOGLQJ PHFKDQLVP   VLJQLILFDQWO\ VLQFH       DQG WKLV KDV EHHQ OLQNHG WR
           DQG DVVRFLDWHG RUJDQLVPV  5LVH LQ JOREDO WHPSHUDWXUH   FOLPDWH FKDQJH > @
           LV  DOVR  SXWWLQJ  PRUH  VWUHVV  RQ  WKH  PDULQH  VSHFLHV    7KH $XVWUDOLDQ ,QVWLWXWH RI 0DULQH 6FLHQFH  $,06
           &RUDO EOHDFKLQJ LV WKH SURFHVV ZKHUH WKH UHODWLRQVKLS   FROOHFWV HQYLURQPHQWDO GDWD WR DQDO\]H DQG DGGUHVV
           EHWZHHQ  WKH  FRUDO  DQG  LWV  V\PELRWLF  DOJDH  EUHDNV   WKHVH FKDOOHQJLQJ TXHVWLRQV  ,W LV XQGHUVWRRG WKDW WKH
           GRZQ GXULQJ UDSLG FKDQJHV LQ VHD ZDWHU WHPSHUDWXUH   FDWDVWURSKLF  WKHUPDO  VWUHVV  PLJKW  VHULRXVO\  LPSDFW
            KRW RU FROG   PDNLQJ FRUDOV YXOQHUDEOH > @          WKH *%5 RYHU WKH QH[W FHQWXU\ > @  $V D UHVXOW  LW LV
                                                                LPSHUDWLYH  WKDW  ZH  XQGHUVWDQG  WKH  WHPSHUDWXUH








                                             ‹ ,QWHUQDWLRQDO 7HOHFRPPXQLFDWLRQ 8QLRQ
   40   41   42   43   44   45   46   47   48   49   50