id sid tid token lemma pos m039k359q2m 1 1 with with ADP m039k359q2m 1 2 the the DET m039k359q2m 1 3 wider wide ADJ m039k359q2m 1 4 availability availability NOUN m039k359q2m 1 5 of of ADP m039k359q2m 1 6 sensor sensor NOUN m039k359q2m 1 7 technology technology NOUN m039k359q2m 1 8 through through ADP m039k359q2m 1 9 easily easily ADV m039k359q2m 1 10 affordable affordable ADJ m039k359q2m 1 11 sensor sensor NOUN m039k359q2m 1 12 devices device NOUN m039k359q2m 1 13 , , PUNCT m039k359q2m 1 14 many many ADJ m039k359q2m 1 15 structural structural ADJ m039k359q2m 1 16 health health NOUN m039k359q2m 1 17 monitoring monitoring NOUN m039k359q2m 1 18 ( ( PUNCT m039k359q2m 1 19 shm shm NOUN m039k359q2m 1 20 ) ) PUNCT m039k359q2m 1 21 programs program NOUN m039k359q2m 1 22 and and CCONJ m039k359q2m 1 23 wind wind NOUN m039k359q2m 1 24 field field NOUN m039k359q2m 1 25 monitoring monitoring NOUN m039k359q2m 1 26 networks network NOUN m039k359q2m 1 27 have have AUX m039k359q2m 1 28 been be AUX m039k359q2m 1 29 established establish VERB m039k359q2m 1 30 to to PART m039k359q2m 1 31 better well ADV m039k359q2m 1 32 understand understand VERB m039k359q2m 1 33 the the DET m039k359q2m 1 34 different different ADJ m039k359q2m 1 35 meteorological meteorological ADJ m039k359q2m 1 36 phenomena phenomenon NOUN m039k359q2m 1 37 and and CCONJ m039k359q2m 1 38 their their PRON m039k359q2m 1 39 effects effect NOUN m039k359q2m 1 40 on on ADP m039k359q2m 1 41 structures structure NOUN m039k359q2m 1 42 . . PUNCT m039k359q2m 2 1 a a DET m039k359q2m 2 2 deluge deluge NOUN m039k359q2m 2 3 of of ADP m039k359q2m 2 4 high high ADJ m039k359q2m 2 5 - - PUNCT m039k359q2m 2 6 dimensional dimensional ADJ m039k359q2m 2 7 , , PUNCT m039k359q2m 2 8 heterogeneous heterogeneous ADJ m039k359q2m 2 9 data datum NOUN m039k359q2m 2 10 is be AUX m039k359q2m 2 11 continuously continuously ADV m039k359q2m 2 12 generated generate VERB m039k359q2m 2 13 by by ADP m039k359q2m 2 14 these these DET m039k359q2m 2 15 monitoring monitoring NOUN m039k359q2m 2 16 networks network NOUN m039k359q2m 2 17 . . PUNCT m039k359q2m 3 1 efficient efficient ADJ m039k359q2m 3 2 data datum NOUN m039k359q2m 3 3 processing processing NOUN m039k359q2m 3 4 from from ADP m039k359q2m 3 5 massive massive ADJ m039k359q2m 3 6 volumes volume NOUN m039k359q2m 3 7 of of ADP m039k359q2m 3 8 possibly possibly ADV m039k359q2m 3 9 uncertain uncertain ADJ m039k359q2m 3 10 data datum NOUN m039k359q2m 3 11 has have AUX m039k359q2m 3 12 become become VERB m039k359q2m 3 13 a a DET m039k359q2m 3 14 daunting daunting ADJ m039k359q2m 3 15 task task NOUN m039k359q2m 3 16 . . PUNCT m039k359q2m 4 1 this this DET m039k359q2m 4 2 dissertation dissertation NOUN m039k359q2m 4 3 demonstrates demonstrate VERB m039k359q2m 4 4 the the DET m039k359q2m 4 5 value value NOUN m039k359q2m 4 6 added add VERB m039k359q2m 4 7 by by ADP m039k359q2m 4 8 combining combine VERB m039k359q2m 4 9 machine machine NOUN m039k359q2m 4 10 learning learn VERB m039k359q2m 4 11 techniques technique NOUN m039k359q2m 4 12 and and CCONJ m039k359q2m 4 13 sensor sensor NOUN m039k359q2m 4 14 data datum NOUN m039k359q2m 4 15 that that PRON m039k359q2m 4 16 will will AUX m039k359q2m 4 17 help help VERB m039k359q2m 4 18 in in ADP m039k359q2m 4 19 solving solve VERB m039k359q2m 4 20 many many ADJ m039k359q2m 4 21 of of ADP m039k359q2m 4 22 the the DET m039k359q2m 4 23 complex complex ADJ m039k359q2m 4 24 problems problem NOUN m039k359q2m 4 25 which which PRON m039k359q2m 4 26 otherwise otherwise ADV m039k359q2m 4 27 can can AUX m039k359q2m 4 28 not not PART m039k359q2m 4 29 be be AUX m039k359q2m 4 30 resolved resolve VERB m039k359q2m 4 31 by by ADP m039k359q2m 4 32 conventional conventional ADJ m039k359q2m 4 33 analysis analysis NOUN m039k359q2m 4 34 techniques technique NOUN m039k359q2m 4 35 . . PUNCT m039k359q2m 5 1 various various ADJ m039k359q2m 5 2 machine machine NOUN m039k359q2m 5 3 learning learning NOUN m039k359q2m 5 4 frameworks framework NOUN m039k359q2m 5 5 have have AUX m039k359q2m 5 6 been be AUX m039k359q2m 5 7 developed develop VERB m039k359q2m 5 8 in in ADP m039k359q2m 5 9 this this DET m039k359q2m 5 10 study study NOUN m039k359q2m 5 11 to to PART m039k359q2m 5 12 better well ADV m039k359q2m 5 13 understand understand VERB m039k359q2m 5 14 extreme extreme ADJ m039k359q2m 5 15 wind wind NOUN m039k359q2m 5 16 characteristics characteristic NOUN m039k359q2m 5 17 and and CCONJ m039k359q2m 5 18 the the DET m039k359q2m 5 19 performance performance NOUN m039k359q2m 5 20 of of ADP m039k359q2m 5 21 civil civil ADJ m039k359q2m 5 22 infrastructure infrastructure NOUN m039k359q2m 5 23 under under ADP m039k359q2m 5 24 winds.three winds.three NOUN m039k359q2m 5 25 types type NOUN m039k359q2m 5 26 of of ADP m039k359q2m 5 27 long long ADJ m039k359q2m 5 28 - - PUNCT m039k359q2m 5 29 term term NOUN m039k359q2m 5 30 monitoring monitoring NOUN m039k359q2m 5 31 networks network NOUN m039k359q2m 5 32 are be AUX m039k359q2m 5 33 considered consider VERB m039k359q2m 5 34 in in ADP m039k359q2m 5 35 this this DET m039k359q2m 5 36 study study NOUN m039k359q2m 5 37 and and CCONJ m039k359q2m 5 38 three three NUM m039k359q2m 5 39 machine machine NOUN m039k359q2m 5 40 learning learning NOUN m039k359q2m 5 41 frameworks framework NOUN m039k359q2m 5 42 are be AUX m039k359q2m 5 43 developed develop VERB m039k359q2m 5 44 and and CCONJ m039k359q2m 5 45 applied apply VERB m039k359q2m 5 46 to to ADP m039k359q2m 5 47 each each PRON m039k359q2m 5 48 of of ADP m039k359q2m 5 49 these these DET m039k359q2m 5 50 networks network NOUN m039k359q2m 5 51 . . PUNCT m039k359q2m 6 1 smartsync smartsync PROPN m039k359q2m 6 2 , , PUNCT m039k359q2m 6 3 a a DET m039k359q2m 6 4 structural structural ADJ m039k359q2m 6 5 health health NOUN m039k359q2m 6 6 monitoring monitoring NOUN m039k359q2m 6 7 system system NOUN m039k359q2m 6 8 installed instal VERB m039k359q2m 6 9 on on ADP m039k359q2m 6 10 burj burj NOUN m039k359q2m 6 11 khalifa khalifa PROPN m039k359q2m 6 12 , , PUNCT m039k359q2m 6 13 the the DET m039k359q2m 6 14 world world NOUN m039k359q2m 6 15 's 's PART m039k359q2m 6 16 tallest tall ADJ m039k359q2m 6 17 building building NOUN m039k359q2m 6 18 , , PUNCT m039k359q2m 6 19 is be AUX m039k359q2m 6 20 used use VERB m039k359q2m 6 21 to to PART m039k359q2m 6 22 obtain obtain VERB m039k359q2m 6 23 data datum NOUN m039k359q2m 6 24 about about ADP m039k359q2m 6 25 the the DET m039k359q2m 6 26 structure structure NOUN m039k359q2m 6 27 's 's PART m039k359q2m 6 28 dynamic dynamic ADJ m039k359q2m 6 29 behavior behavior NOUN m039k359q2m 6 30 . . PUNCT m039k359q2m 7 1 a a DET m039k359q2m 7 2 generalized generalized ADJ m039k359q2m 7 3 framework framework NOUN m039k359q2m 7 4 for for ADP m039k359q2m 7 5 cluster cluster NOUN m039k359q2m 7 6 analysis analysis NOUN m039k359q2m 7 7 is be AUX m039k359q2m 7 8 then then ADV m039k359q2m 7 9 developed develop VERB m039k359q2m 7 10 to to PART m039k359q2m 7 11 effectively effectively ADV m039k359q2m 7 12 identify identify VERB m039k359q2m 7 13 and and CCONJ m039k359q2m 7 14 extract extract VERB m039k359q2m 7 15 vortex vortex NOUN m039k359q2m 7 16 - - PUNCT m039k359q2m 7 17 induced induce VERB m039k359q2m 7 18 vibration vibration NOUN m039k359q2m 7 19 of of ADP m039k359q2m 7 20 the the DET m039k359q2m 7 21 pinnacle pinnacle NOUN m039k359q2m 7 22 of of ADP m039k359q2m 7 23 burj burj NOUN m039k359q2m 7 24 khalifa khalifa PROPN m039k359q2m 7 25 and and CCONJ m039k359q2m 7 26 to to PART m039k359q2m 7 27 estimate estimate VERB m039k359q2m 7 28 the the DET m039k359q2m 7 29 crosswind crosswind NOUN m039k359q2m 7 30 fatigue fatigue NOUN m039k359q2m 7 31 damage damage NOUN m039k359q2m 7 32 of of ADP m039k359q2m 7 33 the the DET m039k359q2m 7 34 pinnacle pinnacle PROPN m039k359q2m 7 35 . . PUNCT m039k359q2m 8 1 wind wind NOUN m039k359q2m 8 2 and and CCONJ m039k359q2m 8 3 ports port NOUN m039k359q2m 8 4 ( ( PUNCT m039k359q2m 8 5 wp wp PROPN m039k359q2m 8 6 ) ) PUNCT m039k359q2m 8 7 and and CCONJ m039k359q2m 8 8 wind wind NOUN m039k359q2m 8 9 , , PUNCT m039k359q2m 8 10 ports port NOUN m039k359q2m 8 11 , , PUNCT m039k359q2m 8 12 and and CCONJ m039k359q2m 8 13 sea sea NOUN m039k359q2m 8 14 ( ( PUNCT m039k359q2m 8 15 wps wps NOUN m039k359q2m 8 16 ) ) PUNCT m039k359q2m 8 17 projects project NOUN m039k359q2m 8 18 , , PUNCT m039k359q2m 8 19 that that PRON m039k359q2m 8 20 consist consist VERB m039k359q2m 8 21 of of ADP m039k359q2m 8 22 a a DET m039k359q2m 8 23 network network NOUN m039k359q2m 8 24 of of ADP m039k359q2m 8 25 anemometers anemometer NOUN m039k359q2m 8 26 situated situate VERB m039k359q2m 8 27 in in ADP m039k359q2m 8 28 various various ADJ m039k359q2m 8 29 locations location NOUN m039k359q2m 8 30 in in ADP m039k359q2m 8 31 ports port NOUN m039k359q2m 8 32 of of ADP m039k359q2m 8 33 italy italy PROPN m039k359q2m 8 34 and and CCONJ m039k359q2m 8 35 france france PROPN m039k359q2m 8 36 are be AUX m039k359q2m 8 37 considered consider VERB m039k359q2m 8 38 in in ADP m039k359q2m 8 39 this this DET m039k359q2m 8 40 study study NOUN m039k359q2m 8 41 . . PUNCT m039k359q2m 9 1 a a DET m039k359q2m 9 2 relatively relatively ADV m039k359q2m 9 3 new new ADJ m039k359q2m 9 4 time time NOUN m039k359q2m 9 5 series series NOUN m039k359q2m 9 6 representation representation NOUN m039k359q2m 9 7 named name VERB m039k359q2m 9 8 " " PUNCT m039k359q2m 9 9 shapelet shapelet PROPN m039k359q2m 9 10 transform transform NOUN m039k359q2m 9 11 " " PUNCT m039k359q2m 9 12 is be AUX m039k359q2m 9 13 introduced introduce VERB m039k359q2m 9 14 in in ADP m039k359q2m 9 15 combination combination NOUN m039k359q2m 9 16 with with ADP m039k359q2m 9 17 machine machine NOUN m039k359q2m 9 18 learning learn VERB m039k359q2m 9 19 algorithms algorithm NOUN m039k359q2m 9 20 to to PART m039k359q2m 9 21 autonomously autonomously ADV m039k359q2m 9 22 identify identify VERB m039k359q2m 9 23 thunderstorms thunderstorm NOUN m039k359q2m 9 24 from from ADP m039k359q2m 9 25 the the DET m039k359q2m 9 26 data datum NOUN m039k359q2m 9 27 obtained obtain VERB m039k359q2m 9 28 through through ADP m039k359q2m 9 29 this this DET m039k359q2m 9 30 wind wind NOUN m039k359q2m 9 31 monitoring monitor VERB m039k359q2m 9 32 network network NOUN m039k359q2m 9 33 . . PUNCT m039k359q2m 10 1 finally finally ADV m039k359q2m 10 2 , , PUNCT m039k359q2m 10 3 an an DET m039k359q2m 10 4 shm shm NOUN m039k359q2m 10 5 system system NOUN m039k359q2m 10 6 on on ADP m039k359q2m 10 7 the the DET m039k359q2m 10 8 sutong sutong PROPN m039k359q2m 10 9 yangtze yangtze PROPN m039k359q2m 10 10 river river PROPN m039k359q2m 10 11 bridge bridge PROPN m039k359q2m 10 12 , , PUNCT m039k359q2m 10 13 a a DET m039k359q2m 10 14 long long ADJ m039k359q2m 10 15 - - PUNCT m039k359q2m 10 16 span span NOUN m039k359q2m 10 17 cable cable NOUN m039k359q2m 10 18 - - PUNCT m039k359q2m 10 19 stayed stay VERB m039k359q2m 10 20 bridge bridge NOUN m039k359q2m 10 21 in in ADP m039k359q2m 10 22 china china PROPN m039k359q2m 10 23 is be AUX m039k359q2m 10 24 also also ADV m039k359q2m 10 25 considered consider VERB m039k359q2m 10 26 in in ADP m039k359q2m 10 27 this this DET m039k359q2m 10 28 study study NOUN m039k359q2m 10 29 . . PUNCT m039k359q2m 11 1 the the DET m039k359q2m 11 2 shapelet shapelet PROPN m039k359q2m 11 3 - - PUNCT m039k359q2m 11 4 based base VERB m039k359q2m 11 5 machine machine NOUN m039k359q2m 11 6 learning learning NOUN m039k359q2m 11 7 framework framework NOUN m039k359q2m 11 8 is be AUX m039k359q2m 11 9 used use VERB m039k359q2m 11 10 to to PART m039k359q2m 11 11 classify classify VERB m039k359q2m 11 12 six six NUM m039k359q2m 11 13 different different ADJ m039k359q2m 11 14 anomalous anomalous ADJ m039k359q2m 11 15 patterns pattern NOUN m039k359q2m 11 16 in in ADP m039k359q2m 11 17 the the DET m039k359q2m 11 18 wind wind NOUN m039k359q2m 11 19 - - PUNCT m039k359q2m 11 20 induced induce VERB m039k359q2m 11 21 vibration vibration NOUN m039k359q2m 11 22 data datum NOUN m039k359q2m 11 23 obtained obtain VERB m039k359q2m 11 24 from from ADP m039k359q2m 11 25 the the DET m039k359q2m 11 26 shm shm NOUN m039k359q2m 11 27 system system NOUN m039k359q2m 11 28 . . PUNCT m039k359q2m 12 1 the the DET m039k359q2m 12 2 contributions contribution NOUN m039k359q2m 12 3 of of ADP m039k359q2m 12 4 this this DET m039k359q2m 12 5 work work NOUN m039k359q2m 12 6 have have AUX m039k359q2m 12 7 established establish VERB m039k359q2m 12 8 a a DET m039k359q2m 12 9 framework framework NOUN m039k359q2m 12 10 for for ADP m039k359q2m 12 11 applying apply VERB m039k359q2m 12 12 machine machine NOUN m039k359q2m 12 13 learning learn VERB m039k359q2m 12 14 techniques technique NOUN m039k359q2m 12 15 to to ADP m039k359q2m 12 16 big big ADJ m039k359q2m 12 17 data datum NOUN m039k359q2m 12 18 from from ADP m039k359q2m 12 19 long long ADJ m039k359q2m 12 20 - - PUNCT m039k359q2m 12 21 term term NOUN m039k359q2m 12 22 monitoring monitoring NOUN m039k359q2m 12 23 networks network NOUN m039k359q2m 12 24 . . PUNCT m039k359q2m 13 1 each each PRON m039k359q2m 13 2 of of ADP m039k359q2m 13 3 these these PRON m039k359q2m 13 4 will will AUX m039k359q2m 13 5 facilitate facilitate VERB m039k359q2m 13 6 automation automation NOUN m039k359q2m 13 7 while while SCONJ m039k359q2m 13 8 mining mine VERB m039k359q2m 13 9 massive massive ADJ m039k359q2m 13 10 databases database NOUN m039k359q2m 13 11 and and CCONJ m039k359q2m 13 12 yield yield VERB m039k359q2m 13 13 a a DET m039k359q2m 13 14 practical practical ADJ m039k359q2m 13 15 event event NOUN m039k359q2m 13 16 detection detection NOUN m039k359q2m 13 17 procedure procedure NOUN m039k359q2m 13 18 that that PRON m039k359q2m 13 19 requires require VERB m039k359q2m 13 20 minimal minimal ADJ m039k359q2m 13 21 domain domain NOUN m039k359q2m 13 22 expertise expertise NOUN m039k359q2m 13 23 . . PUNCT