id sid tid token lemma pos r781wd40p6d 1 1 with with ADP r781wd40p6d 1 2 the the DET r781wd40p6d 1 3 proliferation proliferation NOUN r781wd40p6d 1 4 of of ADP r781wd40p6d 1 5 vehicle vehicle NOUN r781wd40p6d 1 6 - - PUNCT r781wd40p6d 1 7 to to ADP r781wd40p6d 1 8 - - PUNCT r781wd40p6d 1 9 everything everything PRON r781wd40p6d 1 10 ( ( PUNCT r781wd40p6d 1 11 v2x v2x NOUN r781wd40p6d 1 12 ) ) PUNCT r781wd40p6d 1 13 technologies technology NOUN r781wd40p6d 1 14 , , PUNCT r781wd40p6d 1 15 a a DET r781wd40p6d 1 16 number number NOUN r781wd40p6d 1 17 of of ADP r781wd40p6d 1 18 novel novel ADJ r781wd40p6d 1 19 use use NOUN r781wd40p6d 1 20 cases case NOUN r781wd40p6d 1 21 for for ADP r781wd40p6d 1 22 enhanced enhanced ADJ r781wd40p6d 1 23 road road NOUN r781wd40p6d 1 24 safety safety NOUN r781wd40p6d 1 25 are be AUX r781wd40p6d 1 26 emerging emerge VERB r781wd40p6d 1 27 . . PUNCT r781wd40p6d 2 1 a a DET r781wd40p6d 2 2 typical typical ADJ r781wd40p6d 2 3 application application NOUN r781wd40p6d 2 4 utilizing utilize VERB r781wd40p6d 2 5 this this DET r781wd40p6d 2 6 technology technology NOUN r781wd40p6d 2 7 is be AUX r781wd40p6d 2 8 the the DET r781wd40p6d 2 9 protection protection NOUN r781wd40p6d 2 10 of of ADP r781wd40p6d 2 11 vulnerable vulnerable ADJ r781wd40p6d 2 12 road road NOUN r781wd40p6d 2 13 participants participant NOUN r781wd40p6d 2 14 such such ADJ r781wd40p6d 2 15 as as ADP r781wd40p6d 2 16 pedestrians pedestrian NOUN r781wd40p6d 2 17 or or CCONJ r781wd40p6d 2 18 cyclists cyclist NOUN r781wd40p6d 2 19 . . PUNCT r781wd40p6d 3 1 in in ADP r781wd40p6d 3 2 this this DET r781wd40p6d 3 3 dissertation dissertation NOUN r781wd40p6d 3 4 , , PUNCT r781wd40p6d 3 5 a a DET r781wd40p6d 3 6 real real ADJ r781wd40p6d 3 7 - - PUNCT r781wd40p6d 3 8 time time NOUN r781wd40p6d 3 9 notification notification NOUN r781wd40p6d 3 10 system system NOUN r781wd40p6d 3 11 is be AUX r781wd40p6d 3 12 presented present VERB r781wd40p6d 3 13 to to PART r781wd40p6d 3 14 enhance enhance VERB r781wd40p6d 3 15 and and CCONJ r781wd40p6d 3 16 improve improve VERB r781wd40p6d 3 17 the the DET r781wd40p6d 3 18 safety safety NOUN r781wd40p6d 3 19 and and CCONJ r781wd40p6d 3 20 user user NOUN r781wd40p6d 3 21 experience experience NOUN r781wd40p6d 3 22 of of ADP r781wd40p6d 3 23 vulnerable vulnerable ADJ r781wd40p6d 3 24 road road NOUN r781wd40p6d 3 25 participants participant NOUN r781wd40p6d 3 26 . . PUNCT r781wd40p6d 4 1 the the DET r781wd40p6d 4 2 proposed propose VERB r781wd40p6d 4 3 technology technology NOUN r781wd40p6d 4 4 utilizes utilize VERB r781wd40p6d 4 5 hybrid hybrid ADJ r781wd40p6d 4 6 communications communication NOUN r781wd40p6d 4 7 capabilities capability NOUN r781wd40p6d 4 8 ( ( PUNCT r781wd40p6d 4 9 among among ADP r781wd40p6d 4 10 road road NOUN r781wd40p6d 4 11 participants participant NOUN r781wd40p6d 4 12 and and CCONJ r781wd40p6d 4 13 between between ADP r781wd40p6d 4 14 road road NOUN r781wd40p6d 4 15 participants participant NOUN r781wd40p6d 4 16 and and CCONJ r781wd40p6d 4 17 edge edge NOUN r781wd40p6d 4 18 computers computer NOUN r781wd40p6d 4 19 ) ) PUNCT r781wd40p6d 4 20 , , PUNCT r781wd40p6d 4 21 advanced advanced ADJ r781wd40p6d 4 22 machine machine NOUN r781wd40p6d 4 23 learning learn VERB r781wd40p6d 4 24 based base VERB r781wd40p6d 4 25 movement movement NOUN r781wd40p6d 4 26 prediction prediction NOUN r781wd40p6d 4 27 , , PUNCT r781wd40p6d 4 28 and and CCONJ r781wd40p6d 4 29 edge edge NOUN r781wd40p6d 4 30 computing compute VERB r781wd40p6d 4 31 principles principle NOUN r781wd40p6d 4 32 to to PART r781wd40p6d 4 33 deliver deliver VERB r781wd40p6d 4 34 a a DET r781wd40p6d 4 35 cross cross ADJ r781wd40p6d 4 36 - - ADJ r781wd40p6d 4 37 platform platform ADJ r781wd40p6d 4 38 solution solution NOUN r781wd40p6d 4 39 with with ADP r781wd40p6d 4 40 real real ADJ r781wd40p6d 4 41 - - PUNCT r781wd40p6d 4 42 time time NOUN r781wd40p6d 4 43 efficiency efficiency NOUN r781wd40p6d 4 44 . . PUNCT r781wd40p6d 5 1 to to PART r781wd40p6d 5 2 achieve achieve VERB r781wd40p6d 5 3 this this DET r781wd40p6d 5 4 goal goal NOUN r781wd40p6d 5 5 , , PUNCT r781wd40p6d 5 6 this this DET r781wd40p6d 5 7 research research NOUN r781wd40p6d 5 8 work work NOUN r781wd40p6d 5 9 focuses focus VERB r781wd40p6d 5 10 on on ADP r781wd40p6d 5 11 solving solve VERB r781wd40p6d 5 12 three three NUM r781wd40p6d 5 13 major major ADJ r781wd40p6d 5 14 challenges challenge NOUN r781wd40p6d 5 15 : : PUNCT r781wd40p6d 5 16 first first ADV r781wd40p6d 5 17 , , PUNCT r781wd40p6d 5 18 utilize utilize VERB r781wd40p6d 5 19 multiple multiple ADJ r781wd40p6d 5 20 wireless wireless ADJ r781wd40p6d 5 21 communication communication NOUN r781wd40p6d 5 22 technologies technology NOUN r781wd40p6d 5 23 in in ADP r781wd40p6d 5 24 a a DET r781wd40p6d 5 25 hybrid hybrid ADJ r781wd40p6d 5 26 network network NOUN r781wd40p6d 5 27 environment environment NOUN r781wd40p6d 5 28 to to PART r781wd40p6d 5 29 allow allow VERB r781wd40p6d 5 30 data datum NOUN r781wd40p6d 5 31 sharing share VERB r781wd40p6d 5 32 among among ADP r781wd40p6d 5 33 different different ADJ r781wd40p6d 5 34 hardware hardware NOUN r781wd40p6d 5 35 platforms platform NOUN r781wd40p6d 5 36 and and CCONJ r781wd40p6d 5 37 user user NOUN r781wd40p6d 5 38 groups group NOUN r781wd40p6d 5 39 ; ; PUNCT r781wd40p6d 5 40 second second ADV r781wd40p6d 5 41 , , PUNCT r781wd40p6d 5 42 effectively effectively ADV r781wd40p6d 5 43 identify identify VERB r781wd40p6d 5 44 and and CCONJ r781wd40p6d 5 45 predict predict VERB r781wd40p6d 5 46 high high ADJ r781wd40p6d 5 47 - - PUNCT r781wd40p6d 5 48 risk risk NOUN r781wd40p6d 5 49 traffic traffic NOUN r781wd40p6d 5 50 events event NOUN r781wd40p6d 5 51 using use VERB r781wd40p6d 5 52 advanced advanced ADJ r781wd40p6d 5 53 machine machine NOUN r781wd40p6d 5 54 learning learn VERB r781wd40p6d 5 55 techniques technique NOUN r781wd40p6d 5 56 based base VERB r781wd40p6d 5 57 on on ADP r781wd40p6d 5 58 historical historical ADJ r781wd40p6d 5 59 data datum NOUN r781wd40p6d 5 60 and and CCONJ r781wd40p6d 5 61 user user NOUN r781wd40p6d 5 62 profiles profile NOUN r781wd40p6d 5 63 ; ; PUNCT r781wd40p6d 5 64 finally finally ADV r781wd40p6d 5 65 , , PUNCT r781wd40p6d 5 66 leverage leverage VERB r781wd40p6d 5 67 state state NOUN r781wd40p6d 5 68 - - PUNCT r781wd40p6d 5 69 of of ADP r781wd40p6d 5 70 - - PUNCT r781wd40p6d 5 71 the the DET r781wd40p6d 5 72 - - PUNCT r781wd40p6d 5 73 art art NOUN r781wd40p6d 5 74 edge edge NOUN r781wd40p6d 5 75 computing computing NOUN r781wd40p6d 5 76 framework framework NOUN r781wd40p6d 5 77 to to PART r781wd40p6d 5 78 efficiently efficiently ADV r781wd40p6d 5 79 distribute distribute VERB r781wd40p6d 5 80 the the DET r781wd40p6d 5 81 computing computing NOUN r781wd40p6d 5 82 workload workload NOUN r781wd40p6d 5 83 and and CCONJ r781wd40p6d 5 84 minimize minimize VERB r781wd40p6d 5 85 latencies latency NOUN r781wd40p6d 5 86 . . PUNCT r781wd40p6d 6 1 the the DET r781wd40p6d 6 2 performance performance NOUN r781wd40p6d 6 3 of of ADP r781wd40p6d 6 4 the the DET r781wd40p6d 6 5 proposed propose VERB r781wd40p6d 6 6 system system NOUN r781wd40p6d 6 7 is be AUX r781wd40p6d 6 8 evaluated evaluate VERB r781wd40p6d 6 9 using use VERB r781wd40p6d 6 10 simulation simulation NOUN r781wd40p6d 6 11 methods method NOUN r781wd40p6d 6 12 as as ADV r781wd40p6d 6 13 well well ADV r781wd40p6d 6 14 as as ADP r781wd40p6d 6 15 case case NOUN r781wd40p6d 6 16 studies study NOUN r781wd40p6d 6 17 on on ADP r781wd40p6d 6 18 the the DET r781wd40p6d 6 19 real real ADJ r781wd40p6d 6 20 - - PUNCT r781wd40p6d 6 21 world world NOUN r781wd40p6d 6 22 testbed testbed NOUN r781wd40p6d 6 23 . . PUNCT