id sid tid token lemma pos kh04dn42580 1 1 scientific scientific ADJ kh04dn42580 1 2 applications application NOUN kh04dn42580 1 3 often often ADV kh04dn42580 1 4 harness harness VERB kh04dn42580 1 5 the the DET kh04dn42580 1 6 concurrency concurrency NOUN kh04dn42580 1 7 in in ADP kh04dn42580 1 8 their their PRON kh04dn42580 1 9 workloads workload NOUN kh04dn42580 1 10 to to PART kh04dn42580 1 11 partition partition VERB kh04dn42580 1 12 and and CCONJ kh04dn42580 1 13 operate operate VERB kh04dn42580 1 14 them they PRON kh04dn42580 1 15 as as ADP kh04dn42580 1 16 independent independent ADJ kh04dn42580 1 17 tasks task NOUN kh04dn42580 1 18 and and CCONJ kh04dn42580 1 19 achieve achieve VERB kh04dn42580 1 20 reasonable reasonable ADJ kh04dn42580 1 21 performance performance NOUN kh04dn42580 1 22 . . PUNCT kh04dn42580 2 1 to to PART kh04dn42580 2 2 improve improve VERB kh04dn42580 2 3 performance performance NOUN kh04dn42580 2 4 at at ADP kh04dn42580 2 5 scale scale NOUN kh04dn42580 2 6 , , PUNCT kh04dn42580 2 7 the the DET kh04dn42580 2 8 partitions partition NOUN kh04dn42580 2 9 are be AUX kh04dn42580 2 10 operated operate VERB kh04dn42580 2 11 in in ADP kh04dn42580 2 12 parallel parallel NOUN kh04dn42580 2 13 on on ADP kh04dn42580 2 14 large large ADJ kh04dn42580 2 15 pools pool NOUN kh04dn42580 2 16 of of ADP kh04dn42580 2 17 resources resource NOUN kh04dn42580 2 18 in in ADP kh04dn42580 2 19 distributed distribute VERB kh04dn42580 2 20 computing computing NOUN kh04dn42580 2 21 systems system NOUN kh04dn42580 2 22 , , PUNCT kh04dn42580 2 23 such such ADJ kh04dn42580 2 24 as as ADP kh04dn42580 2 25 clouds cloud NOUN kh04dn42580 2 26 , , PUNCT kh04dn42580 2 27 clusters cluster NOUN kh04dn42580 2 28 , , PUNCT kh04dn42580 2 29 and and CCONJ kh04dn42580 2 30 grids grid NOUN kh04dn42580 2 31 . . PUNCT kh04dn42580 3 1 however however ADV kh04dn42580 3 2 , , PUNCT kh04dn42580 3 3 the the DET kh04dn42580 3 4 exclusive exclusive ADJ kh04dn42580 3 5 and and CCONJ kh04dn42580 3 6 on on ADP kh04dn42580 3 7 - - PUNCT kh04dn42580 3 8 demand demand NOUN kh04dn42580 3 9 deployment deployment NOUN kh04dn42580 3 10 of of ADP kh04dn42580 3 11 applications application NOUN kh04dn42580 3 12 on on ADP kh04dn42580 3 13 these these DET kh04dn42580 3 14 platforms platform NOUN kh04dn42580 3 15 presents present VERB kh04dn42580 3 16 challenges challenge NOUN kh04dn42580 3 17 . . PUNCT kh04dn42580 4 1 the the DET kh04dn42580 4 2 target target NOUN kh04dn42580 4 3 hardware hardware NOUN kh04dn42580 4 4 is be AUX kh04dn42580 4 5 unknown unknown ADJ kh04dn42580 4 6 until until ADP kh04dn42580 4 7 runtime runtime NOUN kh04dn42580 4 8 and and CCONJ kh04dn42580 4 9 variable variable NOUN kh04dn42580 4 10 between between ADP kh04dn42580 4 11 deployments deployment NOUN kh04dn42580 4 12 when when SCONJ kh04dn42580 4 13 applications application NOUN kh04dn42580 4 14 are be AUX kh04dn42580 4 15 deployed deploy VERB kh04dn42580 4 16 on on ADP kh04dn42580 4 17 these these DET kh04dn42580 4 18 platforms platform NOUN kh04dn42580 4 19 . . PUNCT kh04dn42580 5 1 so so ADV kh04dn42580 5 2 operating operating NOUN kh04dn42580 5 3 parameters parameter NOUN kh04dn42580 5 4 such such ADJ kh04dn42580 5 5 as as ADP kh04dn42580 5 6 the the DET kh04dn42580 5 7 number number NOUN kh04dn42580 5 8 of of ADP kh04dn42580 5 9 partitions partition NOUN kh04dn42580 5 10 and and CCONJ kh04dn42580 5 11 the the DET kh04dn42580 5 12 instances instance NOUN kh04dn42580 5 13 to to PART kh04dn42580 5 14 provision provision VERB kh04dn42580 5 15 for for ADP kh04dn42580 5 16 execution execution NOUN kh04dn42580 5 17 must must AUX kh04dn42580 5 18 be be AUX kh04dn42580 5 19 determined determine VERB kh04dn42580 5 20 at at ADP kh04dn42580 5 21 runtime runtime NOUN kh04dn42580 5 22 for for ADP kh04dn42580 5 23 efficient efficient ADJ kh04dn42580 5 24 operation operation NOUN kh04dn42580 5 25 . . PUNCT kh04dn42580 6 1 in in ADP kh04dn42580 6 2 this this DET kh04dn42580 6 3 work work NOUN kh04dn42580 6 4 , , PUNCT kh04dn42580 6 5 i i PRON kh04dn42580 6 6 build build VERB kh04dn42580 6 7 and and CCONJ kh04dn42580 6 8 demonstrate demonstrate VERB kh04dn42580 6 9 elastic elastic ADJ kh04dn42580 6 10 applications application NOUN kh04dn42580 6 11 to to PART kh04dn42580 6 12 provide provide VERB kh04dn42580 6 13 the the DET kh04dn42580 6 14 desired desire VERB kh04dn42580 6 15 characteristics characteristic NOUN kh04dn42580 6 16 for for ADP kh04dn42580 6 17 operation operation NOUN kh04dn42580 6 18 on on ADP kh04dn42580 6 19 distributed distribute VERB kh04dn42580 6 20 computing computing NOUN kh04dn42580 6 21 systems system NOUN kh04dn42580 6 22 . . PUNCT kh04dn42580 7 1 i i PRON kh04dn42580 7 2 present present ADJ kh04dn42580 7 3 case case NOUN kh04dn42580 7 4 - - PUNCT kh04dn42580 7 5 studies study NOUN kh04dn42580 7 6 of of ADP kh04dn42580 7 7 elastic elastic ADJ kh04dn42580 7 8 applications application NOUN kh04dn42580 7 9 from from ADP kh04dn42580 7 10 different different ADJ kh04dn42580 7 11 scientific scientific ADJ kh04dn42580 7 12 domains domain NOUN kh04dn42580 7 13 and and CCONJ kh04dn42580 7 14 draw draw VERB kh04dn42580 7 15 broad broad ADJ kh04dn42580 7 16 observations observation NOUN kh04dn42580 7 17 on on ADP kh04dn42580 7 18 their their PRON kh04dn42580 7 19 design design NOUN kh04dn42580 7 20 and and CCONJ kh04dn42580 7 21 the the DET kh04dn42580 7 22 challenges challenge NOUN kh04dn42580 7 23 to to ADP kh04dn42580 7 24 their their PRON kh04dn42580 7 25 efficient efficient ADJ kh04dn42580 7 26 operation operation NOUN kh04dn42580 7 27 . . PUNCT kh04dn42580 8 1 i i PRON kh04dn42580 8 2 develop develop VERB kh04dn42580 8 3 and and CCONJ kh04dn42580 8 4 evaluate evaluate VERB kh04dn42580 8 5 techniques technique NOUN kh04dn42580 8 6 at at ADP kh04dn42580 8 7 the the DET kh04dn42580 8 8 middleware middleware NOUN kh04dn42580 8 9 and and CCONJ kh04dn42580 8 10 the the DET kh04dn42580 8 11 application application NOUN kh04dn42580 8 12 layer layer NOUN kh04dn42580 8 13 to to PART kh04dn42580 8 14 achieve achieve VERB kh04dn42580 8 15 efficient efficient ADJ kh04dn42580 8 16 operation operation NOUN kh04dn42580 8 17 . . PUNCT kh04dn42580 9 1 in in ADP kh04dn42580 9 2 effect effect NOUN kh04dn42580 9 3 , , PUNCT kh04dn42580 9 4 the the DET kh04dn42580 9 5 presented present VERB kh04dn42580 9 6 techniques technique NOUN kh04dn42580 9 7 create create VERB kh04dn42580 9 8 self self NOUN kh04dn42580 9 9 - - PUNCT kh04dn42580 9 10 operating operate VERB kh04dn42580 9 11 elastic elastic ADJ kh04dn42580 9 12 applications application NOUN kh04dn42580 9 13 that that PRON kh04dn42580 9 14 dynamically dynamically ADV kh04dn42580 9 15 determine determine VERB kh04dn42580 9 16 the the DET kh04dn42580 9 17 partitions partition NOUN kh04dn42580 9 18 of of ADP kh04dn42580 9 19 their their PRON kh04dn42580 9 20 workloads workload NOUN kh04dn42580 9 21 and and CCONJ kh04dn42580 9 22 the the DET kh04dn42580 9 23 scale scale NOUN kh04dn42580 9 24 of of ADP kh04dn42580 9 25 resources resource NOUN kh04dn42580 9 26 to to PART kh04dn42580 9 27 utilize utilize VERB kh04dn42580 9 28 . . PUNCT kh04dn42580 10 1 i i PRON kh04dn42580 10 2 conclude conclude VERB kh04dn42580 10 3 by by ADP kh04dn42580 10 4 showing show VERB kh04dn42580 10 5 that that SCONJ kh04dn42580 10 6 self self NOUN kh04dn42580 10 7 - - PUNCT kh04dn42580 10 8 operating operate VERB kh04dn42580 10 9 applications application NOUN kh04dn42580 10 10 achieve achieve VERB kh04dn42580 10 11 high high ADJ kh04dn42580 10 12 timeand timeand PROPN kh04dn42580 10 13 cost cost NOUN kh04dn42580 10 14 - - PUNCT kh04dn42580 10 15 efficiency efficiency NOUN kh04dn42580 10 16 in in ADP kh04dn42580 10 17 their their PRON kh04dn42580 10 18 deployed deploy VERB kh04dn42580 10 19 environments environment NOUN kh04dn42580 10 20 in in ADP kh04dn42580 10 21 distributed distribute VERB kh04dn42580 10 22 computing computing NOUN kh04dn42580 10 23 systems system NOUN kh04dn42580 10 24 . . PUNCT