id sid tid token lemma pos 4x51hh65q42 1 1 smart smart ADJ 4x51hh65q42 1 2 ' ' PUNCT 4x51hh65q42 1 3 sensors sensor NOUN 4x51hh65q42 1 4 with with ADP 4x51hh65q42 1 5 embedded embed VERB 4x51hh65q42 1 6 microprocessors microprocessor NOUN 4x51hh65q42 1 7 and and CCONJ 4x51hh65q42 1 8 wireless wireless ADJ 4x51hh65q42 1 9 communication communication NOUN 4x51hh65q42 1 10 links link NOUN 4x51hh65q42 1 11 have have VERB 4x51hh65q42 1 12 the the DET 4x51hh65q42 1 13 potential potential NOUN 4x51hh65q42 1 14 to to PART 4x51hh65q42 1 15 change change VERB 4x51hh65q42 1 16 fundamentally fundamentally ADV 4x51hh65q42 1 17 the the DET 4x51hh65q42 1 18 way way NOUN 4x51hh65q42 1 19 civil civil ADJ 4x51hh65q42 1 20 infrastructure infrastructure NOUN 4x51hh65q42 1 21 systems system NOUN 4x51hh65q42 1 22 are be AUX 4x51hh65q42 1 23 monitored monitor VERB 4x51hh65q42 1 24 , , PUNCT 4x51hh65q42 1 25 controlled control VERB 4x51hh65q42 1 26 , , PUNCT 4x51hh65q42 1 27 and and CCONJ 4x51hh65q42 1 28 maintained maintain VERB 4x51hh65q42 1 29 . . PUNCT 4x51hh65q42 2 1 a a DET 4x51hh65q42 2 2 2002 2002 NUM 4x51hh65q42 2 3 national national PROPN 4x51hh65q42 2 4 research research PROPN 4x51hh65q42 2 5 council council PROPN 4x51hh65q42 2 6 report report NOUN 4x51hh65q42 2 7 noted note VERB 4x51hh65q42 2 8 that that SCONJ 4x51hh65q42 2 9 the the DET 4x51hh65q42 2 10 use use NOUN 4x51hh65q42 2 11 of of ADP 4x51hh65q42 2 12 networked networked ADJ 4x51hh65q42 2 13 systems system NOUN 4x51hh65q42 2 14 of of ADP 4x51hh65q42 2 15 embedded embed VERB 4x51hh65q42 2 16 computers computer NOUN 4x51hh65q42 2 17 and and CCONJ 4x51hh65q42 2 18 sensors sensor NOUN 4x51hh65q42 2 19 throughout throughout ADP 4x51hh65q42 2 20 society society NOUN 4x51hh65q42 2 21 could could AUX 4x51hh65q42 2 22 well well ADV 4x51hh65q42 2 23 dwarf dwarf VERB 4x51hh65q42 2 24 all all DET 4x51hh65q42 2 25 previous previous ADJ 4x51hh65q42 2 26 milestones milestone NOUN 4x51hh65q42 2 27 in in ADP 4x51hh65q42 2 28 the the DET 4x51hh65q42 2 29 information information NOUN 4x51hh65q42 2 30 revolution revolution NOUN 4x51hh65q42 2 31 . . PUNCT 4x51hh65q42 3 1 structural structural ADJ 4x51hh65q42 3 2 health health NOUN 4x51hh65q42 3 3 monitoring monitoring NOUN 4x51hh65q42 3 4 and and CCONJ 4x51hh65q42 3 5 control control NOUN 4x51hh65q42 3 6 systems system NOUN 4x51hh65q42 3 7 ( ( PUNCT 4x51hh65q42 3 8 shm shm PROPN 4x51hh65q42 3 9 / / SYM 4x51hh65q42 3 10 c c NOUN 4x51hh65q42 3 11 ) ) PUNCT 4x51hh65q42 3 12 represent represent VERB 4x51hh65q42 3 13 one one NUM 4x51hh65q42 3 14 of of ADP 4x51hh65q42 3 15 the the DET 4x51hh65q42 3 16 primary primary ADJ 4x51hh65q42 3 17 applications application NOUN 4x51hh65q42 3 18 for for ADP 4x51hh65q42 3 19 new new ADJ 4x51hh65q42 3 20 sensor sensor NOUN 4x51hh65q42 3 21 technologies technology NOUN 4x51hh65q42 3 22 . . PUNCT 4x51hh65q42 4 1 this this DET 4x51hh65q42 4 2 dissertation dissertation NOUN 4x51hh65q42 4 3 explores explore VERB 4x51hh65q42 4 4 the the DET 4x51hh65q42 4 5 use use NOUN 4x51hh65q42 4 6 of of ADP 4x51hh65q42 4 7 the the DET 4x51hh65q42 4 8 smart smart ADJ 4x51hh65q42 4 9 sensor sensor NOUN 4x51hh65q42 4 10 technology technology NOUN 4x51hh65q42 4 11 for for ADP 4x51hh65q42 4 12 the the DET 4x51hh65q42 4 13 shm shm PROPN 4x51hh65q42 4 14 / / SYM 4x51hh65q42 4 15 c c NOUN 4x51hh65q42 4 16 of of ADP 4x51hh65q42 4 17 civil civil ADJ 4x51hh65q42 4 18 infrastructure infrastructure NOUN 4x51hh65q42 4 19 . . PUNCT 4x51hh65q42 5 1 following follow VERB 4x51hh65q42 5 2 a a DET 4x51hh65q42 5 3 brief brief ADJ 4x51hh65q42 5 4 introduction introduction NOUN 4x51hh65q42 5 5 to to ADP 4x51hh65q42 5 6 smart smart ADJ 4x51hh65q42 5 7 sensor sensor NOUN 4x51hh65q42 5 8 technology technology NOUN 4x51hh65q42 5 9 , , PUNCT 4x51hh65q42 5 10 a a DET 4x51hh65q42 5 11 literature literature NOUN 4x51hh65q42 5 12 review review NOUN 4x51hh65q42 5 13 of of ADP 4x51hh65q42 5 14 the the DET 4x51hh65q42 5 15 devices device NOUN 4x51hh65q42 5 16 developed develop VERB 4x51hh65q42 5 17 to to ADP 4x51hh65q42 5 18 date date NOUN 4x51hh65q42 5 19 is be AUX 4x51hh65q42 5 20 presented present VERB 4x51hh65q42 5 21 . . PUNCT 4x51hh65q42 6 1 the the DET 4x51hh65q42 6 2 research research NOUN 4x51hh65q42 6 3 herein herein ADV 4x51hh65q42 6 4 concentrates concentrate VERB 4x51hh65q42 6 5 on on ADP 4x51hh65q42 6 6 the the DET 4x51hh65q42 6 7 mote mote ADJ 4x51hh65q42 6 8 platform platform NOUN 4x51hh65q42 6 9 developed develop VERB 4x51hh65q42 6 10 at at ADP 4x51hh65q42 6 11 the the DET 4x51hh65q42 6 12 university university PROPN 4x51hh65q42 6 13 of of ADP 4x51hh65q42 6 14 california california PROPN 4x51hh65q42 6 15 at at ADP 4x51hh65q42 6 16 berkeley berkeley PROPN 4x51hh65q42 6 17 . . PUNCT 4x51hh65q42 7 1 this this DET 4x51hh65q42 7 2 platform platform NOUN 4x51hh65q42 7 3 offers offer VERB 4x51hh65q42 7 4 for for ADP 4x51hh65q42 7 5 the the DET 4x51hh65q42 7 6 first first ADJ 4x51hh65q42 7 7 time time NOUN 4x51hh65q42 7 8 an an DET 4x51hh65q42 7 9 open open ADJ 4x51hh65q42 7 10 software software NOUN 4x51hh65q42 7 11 / / SYM 4x51hh65q42 7 12 hardware hardware NOUN 4x51hh65q42 7 13 environment environment NOUN 4x51hh65q42 7 14 for for ADP 4x51hh65q42 7 15 a a DET 4x51hh65q42 7 16 broad broad ADJ 4x51hh65q42 7 17 range range NOUN 4x51hh65q42 7 18 of of ADP 4x51hh65q42 7 19 smart smart ADJ 4x51hh65q42 7 20 sensing sense VERB 4x51hh65q42 7 21 research research NOUN 4x51hh65q42 7 22 . . PUNCT 4x51hh65q42 8 1 the the DET 4x51hh65q42 8 2 suitability suitability NOUN 4x51hh65q42 8 3 of of ADP 4x51hh65q42 8 4 the the DET 4x51hh65q42 8 5 accelerometer accelerometer NOUN 4x51hh65q42 8 6 on on ADP 4x51hh65q42 8 7 the the DET 4x51hh65q42 8 8 existing exist VERB 4x51hh65q42 8 9 berkeley berkeley PROPN 4x51hh65q42 8 10 - - PUNCT 4x51hh65q42 8 11 platform platform NOUN 4x51hh65q42 8 12 for for ADP 4x51hh65q42 8 13 civil civil ADJ 4x51hh65q42 8 14 engineering engineering NOUN 4x51hh65q42 8 15 applications application NOUN 4x51hh65q42 8 16 is be AUX 4x51hh65q42 8 17 then then ADV 4x51hh65q42 8 18 investigated investigate VERB 4x51hh65q42 8 19 . . PUNCT 4x51hh65q42 9 1 a a DET 4x51hh65q42 9 2 new new ADJ 4x51hh65q42 9 3 sensor sensor NOUN 4x51hh65q42 9 4 board board NOUN 4x51hh65q42 9 5 ( ( PUNCT 4x51hh65q42 9 6 called call VERB 4x51hh65q42 9 7 tadeo tadeo NOUN 4x51hh65q42 9 8 ) ) PUNCT 4x51hh65q42 9 9 is be AUX 4x51hh65q42 9 10 developed develop VERB 4x51hh65q42 9 11 that that PRON 4x51hh65q42 9 12 has have VERB 4x51hh65q42 9 13 a a DET 4x51hh65q42 9 14 high high ADJ 4x51hh65q42 9 15 sensitivity sensitivity NOUN 4x51hh65q42 9 16 accelerometer accelerometer NOUN 4x51hh65q42 9 17 , , PUNCT 4x51hh65q42 9 18 a a DET 4x51hh65q42 9 19 microphone microphone NOUN 4x51hh65q42 9 20 , , PUNCT 4x51hh65q42 9 21 a a DET 4x51hh65q42 9 22 thermistor thermistor NOUN 4x51hh65q42 9 23 , , PUNCT 4x51hh65q42 9 24 and and CCONJ 4x51hh65q42 9 25 photo photo NOUN 4x51hh65q42 9 26 resistor resistor NOUN 4x51hh65q42 9 27 . . PUNCT 4x51hh65q42 10 1 the the DET 4x51hh65q42 10 2 accelerometer accelerometer NOUN 4x51hh65q42 10 3 employed employ VERB 4x51hh65q42 10 4 overcomes overcome VERB 4x51hh65q42 10 5 many many ADJ 4x51hh65q42 10 6 of of ADP 4x51hh65q42 10 7 the the DET 4x51hh65q42 10 8 deficiencies deficiency NOUN 4x51hh65q42 10 9 of of ADP 4x51hh65q42 10 10 the the DET 4x51hh65q42 10 11 sensor sensor NOUN 4x51hh65q42 10 12 on on ADP 4x51hh65q42 10 13 the the DET 4x51hh65q42 10 14 available available ADJ 4x51hh65q42 10 15 boards board NOUN 4x51hh65q42 10 16 . . PUNCT 4x51hh65q42 11 1 however however ADV 4x51hh65q42 11 2 , , PUNCT 4x51hh65q42 11 3 a a DET 4x51hh65q42 11 4 number number NOUN 4x51hh65q42 11 5 of of ADP 4x51hh65q42 11 6 the the DET 4x51hh65q42 11 7 challenges challenge NOUN 4x51hh65q42 11 8 still still ADV 4x51hh65q42 11 9 remaining remain VERB 4x51hh65q42 11 10 are be AUX 4x51hh65q42 11 11 identified identify VERB 4x51hh65q42 11 12 . . PUNCT 4x51hh65q42 12 1 an an DET 4x51hh65q42 12 2 agent agent NOUN 4x51hh65q42 12 3 - - PUNCT 4x51hh65q42 12 4 based base VERB 4x51hh65q42 12 5 paradigm paradigm NOUN 4x51hh65q42 12 6 is be AUX 4x51hh65q42 12 7 proposed propose VERB 4x51hh65q42 12 8 that that PRON 4x51hh65q42 12 9 supports support VERB 4x51hh65q42 12 10 implementation implementation NOUN 4x51hh65q42 12 11 of of ADP 4x51hh65q42 12 12 shm shm PROPN 4x51hh65q42 12 13 / / SYM 4x51hh65q42 12 14 c c NOUN 4x51hh65q42 12 15 algorithms algorithm NOUN 4x51hh65q42 12 16 on on ADP 4x51hh65q42 12 17 networks network NOUN 4x51hh65q42 12 18 of of ADP 4x51hh65q42 12 19 smart smart ADJ 4x51hh65q42 12 20 sensors sensor NOUN 4x51hh65q42 12 21 . . PUNCT 4x51hh65q42 13 1 because because SCONJ 4x51hh65q42 13 2 traditional traditional ADJ 4x51hh65q42 13 3 algorithms algorithm NOUN 4x51hh65q42 13 4 for for ADP 4x51hh65q42 13 5 shm shm PROPN 4x51hh65q42 13 6 / / SYM 4x51hh65q42 13 7 c c PROPN 4x51hh65q42 13 8 assume assume VERB 4x51hh65q42 13 9 that that SCONJ 4x51hh65q42 13 10 data datum NOUN 4x51hh65q42 13 11 is be AUX 4x51hh65q42 13 12 centrally centrally ADV 4x51hh65q42 13 13 processed process VERB 4x51hh65q42 13 14 , , PUNCT 4x51hh65q42 13 15 they they PRON 4x51hh65q42 13 16 can can AUX 4x51hh65q42 13 17 not not PART 4x51hh65q42 13 18 be be AUX 4x51hh65q42 13 19 implemented implement VERB 4x51hh65q42 13 20 directly directly ADV 4x51hh65q42 13 21 in in ADP 4x51hh65q42 13 22 the the DET 4x51hh65q42 13 23 distributed distribute VERB 4x51hh65q42 13 24 computing computing NOUN 4x51hh65q42 13 25 environment environment NOUN 4x51hh65q42 13 26 employed employ VERB 4x51hh65q42 13 27 by by ADP 4x51hh65q42 13 28 smart smart ADJ 4x51hh65q42 13 29 sensors sensor NOUN 4x51hh65q42 13 30 . . PUNCT 4x51hh65q42 14 1 to to PART 4x51hh65q42 14 2 demonstrate demonstrate VERB 4x51hh65q42 14 3 the the DET 4x51hh65q42 14 4 efficacy efficacy NOUN 4x51hh65q42 14 5 of of ADP 4x51hh65q42 14 6 this this DET 4x51hh65q42 14 7 approach approach NOUN 4x51hh65q42 14 8 , , PUNCT 4x51hh65q42 14 9 a a DET 4x51hh65q42 14 10 reference reference NOUN 4x51hh65q42 14 11 implementation implementation NOUN 4x51hh65q42 14 12 of of ADP 4x51hh65q42 14 13 the the DET 4x51hh65q42 14 14 agent agent NOUN 4x51hh65q42 14 15 - - PUNCT 4x51hh65q42 14 16 based base VERB 4x51hh65q42 14 17 framework framework NOUN 4x51hh65q42 14 18 is be AUX 4x51hh65q42 14 19 provided provide VERB 4x51hh65q42 14 20 for for ADP 4x51hh65q42 14 21 a a DET 4x51hh65q42 14 22 shm shm NOUN 4x51hh65q42 14 23 system system NOUN 4x51hh65q42 14 24 employing employ VERB 4x51hh65q42 14 25 the the DET 4x51hh65q42 14 26 ar ar PROPN 4x51hh65q42 14 27 - - PUNCT 4x51hh65q42 14 28 arx arx PROPN 4x51hh65q42 14 29 algorithm algorithm PROPN 4x51hh65q42 14 30 . . PUNCT 4x51hh65q42 15 1 numerical numerical ADJ 4x51hh65q42 15 2 examples example NOUN 4x51hh65q42 15 3 indicate indicate VERB 4x51hh65q42 15 4 that that SCONJ 4x51hh65q42 15 5 the the DET 4x51hh65q42 15 6 framework framework NOUN 4x51hh65q42 15 7 is be AUX 4x51hh65q42 15 8 effective effective ADJ 4x51hh65q42 15 9 . . PUNCT 4x51hh65q42 16 1 this this DET 4x51hh65q42 16 2 initial initial ADJ 4x51hh65q42 16 3 research research NOUN 4x51hh65q42 16 4 demonstrates demonstrate VERB 4x51hh65q42 16 5 the the DET 4x51hh65q42 16 6 feasibility feasibility NOUN 4x51hh65q42 16 7 of of ADP 4x51hh65q42 16 8 using use VERB 4x51hh65q42 16 9 smart smart ADJ 4x51hh65q42 16 10 sensors sensor NOUN 4x51hh65q42 16 11 for for ADP 4x51hh65q42 16 12 shm shm NOUN 4x51hh65q42 16 13 of of ADP 4x51hh65q42 16 14 civil civil ADJ 4x51hh65q42 16 15 infrastructure infrastructure NOUN 4x51hh65q42 16 16 . . PUNCT 4x51hh65q42 17 1 a a DET 4x51hh65q42 17 2 new new ADJ 4x51hh65q42 17 3 sensor sensor NOUN 4x51hh65q42 17 4 board board NOUN 4x51hh65q42 17 5 is be AUX 4x51hh65q42 17 6 developed develop VERB 4x51hh65q42 17 7 and and CCONJ 4x51hh65q42 17 8 shown show VERB 4x51hh65q42 17 9 to to PART 4x51hh65q42 17 10 meet meet VERB 4x51hh65q42 17 11 the the DET 4x51hh65q42 17 12 needs need NOUN 4x51hh65q42 17 13 of of ADP 4x51hh65q42 17 14 the the DET 4x51hh65q42 17 15 application application NOUN 4x51hh65q42 17 16 . . PUNCT 4x51hh65q42 18 1 an an DET 4x51hh65q42 18 2 agent agent NOUN 4x51hh65q42 18 3 - - PUNCT 4x51hh65q42 18 4 based base VERB 4x51hh65q42 18 5 framework framework NOUN 4x51hh65q42 18 6 for for ADP 4x51hh65q42 18 7 smart smart ADJ 4x51hh65q42 18 8 sensing sensing NOUN 4x51hh65q42 18 9 is be AUX 4x51hh65q42 18 10 proposed propose VERB 4x51hh65q42 18 11 and and CCONJ 4x51hh65q42 18 12 shown show VERB 4x51hh65q42 18 13 to to PART 4x51hh65q42 18 14 perform perform VERB 4x51hh65q42 18 15 well well ADV 4x51hh65q42 18 16 . . PUNCT 4x51hh65q42 19 1 this this DET 4x51hh65q42 19 2 research research NOUN 4x51hh65q42 19 3 begins begin VERB 4x51hh65q42 19 4 to to PART 4x51hh65q42 19 5 lay lay VERB 4x51hh65q42 19 6 the the DET 4x51hh65q42 19 7 foundation foundation NOUN 4x51hh65q42 19 8 from from ADP 4x51hh65q42 19 9 which which PRON 4x51hh65q42 19 10 the the DET 4x51hh65q42 19 11 many many ADJ 4x51hh65q42 19 12 opportunities opportunity NOUN 4x51hh65q42 19 13 offered offer VERB 4x51hh65q42 19 14 by by ADP 4x51hh65q42 19 15 smart smart ADJ 4x51hh65q42 19 16 sensing sense VERB 4x51hh65q42 19 17 technology technology NOUN 4x51hh65q42 19 18 can can AUX 4x51hh65q42 19 19 be be AUX 4x51hh65q42 19 20 pursued pursue VERB 4x51hh65q42 19 21 . . PUNCT