id sid tid token lemma pos 79407w64f55 1 1 diesel diesel NOUN 79407w64f55 1 2 particulate particulate NOUN 79407w64f55 1 3 matter matter NOUN 79407w64f55 1 4 ( ( PUNCT 79407w64f55 1 5 pm pm NOUN 79407w64f55 1 6 ) ) PUNCT 79407w64f55 1 7 is be AUX 79407w64f55 1 8 part part NOUN 79407w64f55 1 9 of of ADP 79407w64f55 1 10 a a DET 79407w64f55 1 11 complex complex ADJ 79407w64f55 1 12 mixture mixture NOUN 79407w64f55 1 13 that that PRON 79407w64f55 1 14 makes make VERB 79407w64f55 1 15 up up ADP 79407w64f55 1 16 diesel diesel NOUN 79407w64f55 1 17 exhaust exhaust NOUN 79407w64f55 1 18 , , PUNCT 79407w64f55 1 19 which which PRON 79407w64f55 1 20 has have AUX 79407w64f55 1 21 raised raise VERB 79407w64f55 1 22 many many ADJ 79407w64f55 1 23 health health NOUN 79407w64f55 1 24 and and CCONJ 79407w64f55 1 25 environmental environmental ADJ 79407w64f55 1 26 problems problem NOUN 79407w64f55 1 27 . . PUNCT 79407w64f55 2 1 currently currently ADV 79407w64f55 2 2 , , PUNCT 79407w64f55 2 3 the the DET 79407w64f55 2 4 most most ADV 79407w64f55 2 5 efficient efficient ADJ 79407w64f55 2 6 technique technique NOUN 79407w64f55 2 7 to to PART 79407w64f55 2 8 reduce reduce VERB 79407w64f55 2 9 pm pm NOUN 79407w64f55 2 10 emissions emission NOUN 79407w64f55 2 11 is be AUX 79407w64f55 2 12 diesel diesel NOUN 79407w64f55 2 13 particulate particulate NOUN 79407w64f55 2 14 filter filter NOUN 79407w64f55 2 15 ( ( PUNCT 79407w64f55 2 16 dpf dpf NOUN 79407w64f55 2 17 ) ) PUNCT 79407w64f55 2 18 . . PUNCT 79407w64f55 3 1 however however ADV 79407w64f55 3 2 , , PUNCT 79407w64f55 3 3 the the DET 79407w64f55 3 4 collected collected ADJ 79407w64f55 3 5 particulates particulate NOUN 79407w64f55 3 6 build build VERB 79407w64f55 3 7 up up ADP 79407w64f55 3 8 overtime overtime NOUN 79407w64f55 3 9 and and CCONJ 79407w64f55 3 10 block block VERB 79407w64f55 3 11 the the DET 79407w64f55 3 12 micropores micropore NOUN 79407w64f55 3 13 of of ADP 79407w64f55 3 14 dpf dpf NOUN 79407w64f55 3 15 , , PUNCT 79407w64f55 3 16 and and CCONJ 79407w64f55 3 17 subsequently subsequently ADV 79407w64f55 3 18 reduce reduce VERB 79407w64f55 3 19 the the DET 79407w64f55 3 20 engine engine NOUN 79407w64f55 3 21 performance performance NOUN 79407w64f55 3 22 . . PUNCT 79407w64f55 4 1 this this DET 79407w64f55 4 2 problem problem NOUN 79407w64f55 4 3 makes make VERB 79407w64f55 4 4 the the DET 79407w64f55 4 5 regeneration regeneration NOUN 79407w64f55 4 6 of of ADP 79407w64f55 4 7 dpf dpf NOUN 79407w64f55 4 8 necessary necessary ADJ 79407w64f55 4 9 . . PUNCT 79407w64f55 5 1 among among ADP 79407w64f55 5 2 many many ADJ 79407w64f55 5 3 possible possible ADJ 79407w64f55 5 4 regeneration regeneration NOUN 79407w64f55 5 5 techniques technique NOUN 79407w64f55 5 6 , , PUNCT 79407w64f55 5 7 catalytic catalytic ADJ 79407w64f55 5 8 regeneration regeneration NOUN 79407w64f55 5 9 is be AUX 79407w64f55 5 10 the the DET 79407w64f55 5 11 most most ADV 79407w64f55 5 12 applicable applicable ADJ 79407w64f55 5 13 . . PUNCT 79407w64f55 6 1 the the DET 79407w64f55 6 2 commercial commercial ADJ 79407w64f55 6 3 catalysts catalyst NOUN 79407w64f55 6 4 used use VERB 79407w64f55 6 5 in in ADP 79407w64f55 6 6 most most ADJ 79407w64f55 6 7 catalytic catalytic ADJ 79407w64f55 6 8 dpf dpf NOUN 79407w64f55 6 9 are be AUX 79407w64f55 6 10 the the DET 79407w64f55 6 11 costly costly ADJ 79407w64f55 6 12 platinum platinum NOUN 79407w64f55 6 13 based base VERB 79407w64f55 6 14 systems system NOUN 79407w64f55 6 15 . . PUNCT 79407w64f55 7 1 the the DET 79407w64f55 7 2 main main ADJ 79407w64f55 7 3 aim aim NOUN 79407w64f55 7 4 of of ADP 79407w64f55 7 5 this this DET 79407w64f55 7 6 dissertation dissertation NOUN 79407w64f55 7 7 is be AUX 79407w64f55 7 8 to to PART 79407w64f55 7 9 develop develop VERB 79407w64f55 7 10 novel novel NOUN 79407w64f55 7 11 , , PUNCT 79407w64f55 7 12 economical economical ADJ 79407w64f55 7 13 catalysts catalyst NOUN 79407w64f55 7 14 for for ADP 79407w64f55 7 15 dpf dpf NOUN 79407w64f55 7 16 applications application NOUN 79407w64f55 7 17 . . PUNCT 79407w64f55 8 1 within within ADP 79407w64f55 8 2 this this DET 79407w64f55 8 3 central central ADJ 79407w64f55 8 4 theme theme NOUN 79407w64f55 8 5 , , PUNCT 79407w64f55 8 6 my my PRON 79407w64f55 8 7 work work NOUN 79407w64f55 8 8 encompasses encompass VERB 79407w64f55 8 9 two two NUM 79407w64f55 8 10 major major ADJ 79407w64f55 8 11 parts part NOUN 79407w64f55 8 12 : : PUNCT 79407w64f55 8 13 ( ( PUNCT 79407w64f55 8 14 1 1 X 79407w64f55 8 15 ) ) PUNCT 79407w64f55 8 16 combinatorial combinatorial ADJ 79407w64f55 8 17 development development NOUN 79407w64f55 8 18 of of ADP 79407w64f55 8 19 multiple multiple ADJ 79407w64f55 8 20 - - PUNCT 79407w64f55 8 21 metallic metallic ADJ 79407w64f55 8 22 oxides oxide NOUN 79407w64f55 8 23 catalyst catalyst NOUN 79407w64f55 8 24 . . PUNCT 79407w64f55 9 1 hundreds hundred NOUN 79407w64f55 9 2 of of ADP 79407w64f55 9 3 single single ADJ 79407w64f55 9 4 , , PUNCT 79407w64f55 9 5 mixed mixed ADJ 79407w64f55 9 6 and and CCONJ 79407w64f55 9 7 complex complex ADJ 79407w64f55 9 8 metal metal NOUN 79407w64f55 9 9 oxides oxide NOUN 79407w64f55 9 10 were be AUX 79407w64f55 9 11 synthesized synthesize VERB 79407w64f55 9 12 and and CCONJ 79407w64f55 9 13 studied study VERB 79407w64f55 9 14 based base VERB 79407w64f55 9 15 on on ADP 79407w64f55 9 16 a a DET 79407w64f55 9 17 combinatorial combinatorial ADJ 79407w64f55 9 18 synthesis synthesis NOUN 79407w64f55 9 19 and and CCONJ 79407w64f55 9 20 characterization characterization NOUN 79407w64f55 9 21 route route NOUN 79407w64f55 9 22 . . PUNCT 79407w64f55 10 1 it it PRON 79407w64f55 10 2 was be AUX 79407w64f55 10 3 found find VERB 79407w64f55 10 4 alkali alkali ADJ 79407w64f55 10 5 - - PUNCT 79407w64f55 10 6 doped dope VERB 79407w64f55 10 7 metal metal NOUN 79407w64f55 10 8 oxides oxide NOUN 79407w64f55 10 9 , , PUNCT 79407w64f55 10 10 especially especially ADV 79407w64f55 10 11 the the DET 79407w64f55 10 12 ones one NOUN 79407w64f55 10 13 containing contain VERB 79407w64f55 10 14 potassium potassium NOUN 79407w64f55 10 15 , , PUNCT 79407w64f55 10 16 showed show VERB 79407w64f55 10 17 higher high ADJ 79407w64f55 10 18 activity activity NOUN 79407w64f55 10 19 than than ADP 79407w64f55 10 20 the the DET 79407w64f55 10 21 other other ADJ 79407w64f55 10 22 tested test VERB 79407w64f55 10 23 compositions composition NOUN 79407w64f55 10 24 . . PUNCT 79407w64f55 11 1 further further ADJ 79407w64f55 11 2 investigation investigation NOUN 79407w64f55 11 3 revealed reveal VERB 79407w64f55 11 4 that that SCONJ 79407w64f55 11 5 ' ' PUNCT 79407w64f55 11 6 active active ADJ 79407w64f55 11 7 ' ' PUNCT 79407w64f55 11 8 potassium potassium NOUN 79407w64f55 11 9 is be AUX 79407w64f55 11 10 the the DET 79407w64f55 11 11 active active ADJ 79407w64f55 11 12 species specie NOUN 79407w64f55 11 13 in in ADP 79407w64f55 11 14 these these DET 79407w64f55 11 15 catalysts catalyst NOUN 79407w64f55 11 16 and and CCONJ 79407w64f55 11 17 sublimation sublimation NOUN 79407w64f55 11 18 of of ADP 79407w64f55 11 19 potassium potassium NOUN 79407w64f55 11 20 during during ADP 79407w64f55 11 21 the the DET 79407w64f55 11 22 soot soot NOUN 79407w64f55 11 23 combustion combustion NOUN 79407w64f55 11 24 process process NOUN 79407w64f55 11 25 resulted result VERB 79407w64f55 11 26 in in ADP 79407w64f55 11 27 the the DET 79407w64f55 11 28 fast fast ADJ 79407w64f55 11 29 degradation degradation NOUN 79407w64f55 11 30 of of ADP 79407w64f55 11 31 the the DET 79407w64f55 11 32 catalysts catalyst NOUN 79407w64f55 11 33 . . PUNCT 79407w64f55 12 1 these these DET 79407w64f55 12 2 studies study NOUN 79407w64f55 12 3 indicated indicate VERB 79407w64f55 12 4 the the DET 79407w64f55 12 5 compounds compound NOUN 79407w64f55 12 6 that that PRON 79407w64f55 12 7 could could AUX 79407w64f55 12 8 timely timely ADV 79407w64f55 12 9 release release VERB 79407w64f55 12 10 ' ' PUNCT 79407w64f55 12 11 active active ADJ 79407w64f55 12 12 ' ' PUNCT 79407w64f55 12 13 potassium potassium NOUN 79407w64f55 12 14 might might AUX 79407w64f55 12 15 be be AUX 79407w64f55 12 16 promising promise VERB 79407w64f55 12 17 economical economical ADJ 79407w64f55 12 18 and and CCONJ 79407w64f55 12 19 efficient efficient ADJ 79407w64f55 12 20 catalysts catalyst NOUN 79407w64f55 12 21 for for ADP 79407w64f55 12 22 soot soot NOUN 79407w64f55 12 23 combustion combustion NOUN 79407w64f55 12 24 . . PUNCT 79407w64f55 13 1 ( ( PUNCT 79407w64f55 13 2 2 2 X 79407w64f55 13 3 ) ) PUNCT 79407w64f55 13 4 study study NOUN 79407w64f55 13 5 of of ADP 79407w64f55 13 6 glass glass NOUN 79407w64f55 13 7 - - PUNCT 79407w64f55 13 8 based base VERB 79407w64f55 13 9 catalysts catalyst NOUN 79407w64f55 13 10 . . PUNCT 79407w64f55 14 1 to to PART 79407w64f55 14 2 realize realize VERB 79407w64f55 14 3 this this DET 79407w64f55 14 4 timely timely ADJ 79407w64f55 14 5 release release NOUN 79407w64f55 14 6 process process NOUN 79407w64f55 14 7 , , PUNCT 79407w64f55 14 8 several several ADJ 79407w64f55 14 9 potassium potassium NOUN 79407w64f55 14 10 - - PUNCT 79407w64f55 14 11 containing contain VERB 79407w64f55 14 12 materials material NOUN 79407w64f55 14 13 were be AUX 79407w64f55 14 14 examined examine VERB 79407w64f55 14 15 . . PUNCT 79407w64f55 15 1 the the DET 79407w64f55 15 2 potassium potassium NOUN 79407w64f55 15 3 - - PUNCT 79407w64f55 15 4 glass glass NOUN 79407w64f55 15 5 was be AUX 79407w64f55 15 6 found find VERB 79407w64f55 15 7 to to PART 79407w64f55 15 8 be be AUX 79407w64f55 15 9 particularly particularly ADV 79407w64f55 15 10 promising promising ADJ 79407w64f55 15 11 . . PUNCT 79407w64f55 16 1 potassium potassium NOUN 79407w64f55 16 2 - - PUNCT 79407w64f55 16 3 glass glass NOUN 79407w64f55 16 4 catalysts catalyst NOUN 79407w64f55 16 5 showed show VERB 79407w64f55 16 6 better well ADJ 79407w64f55 16 7 catalytic catalytic ADJ 79407w64f55 16 8 stability stability NOUN 79407w64f55 16 9 than than ADP 79407w64f55 16 10 conventional conventional ADJ 79407w64f55 16 11 potassium potassium NOUN 79407w64f55 16 12 - - PUNCT 79407w64f55 16 13 catalysts catalyst NOUN 79407w64f55 16 14 and and CCONJ 79407w64f55 16 15 also also ADV 79407w64f55 16 16 possess possess VERB 79407w64f55 16 17 resistance resistance NOUN 79407w64f55 16 18 to to ADP 79407w64f55 16 19 common common PROPN 79407w64f55 16 20 s s NOUN 79407w64f55 16 21 , , PUNCT 79407w64f55 16 22 p p PROPN 79407w64f55 16 23 and and CCONJ 79407w64f55 16 24 zn zn PROPN 79407w64f55 16 25 poisoning poisoning NOUN 79407w64f55 16 26 . . PUNCT 79407w64f55 17 1 activity activity NOUN 79407w64f55 17 2 and and CCONJ 79407w64f55 17 3 stability stability NOUN 79407w64f55 17 4 tests test NOUN 79407w64f55 17 5 performed perform VERB 79407w64f55 17 6 in in ADP 79407w64f55 17 7 tga tga NOUN 79407w64f55 17 8 and and CCONJ 79407w64f55 17 9 fixed fix VERB 79407w64f55 17 10 bed bed NOUN 79407w64f55 17 11 flow flow NOUN 79407w64f55 17 12 reactor reactor NOUN 79407w64f55 17 13 indicated indicate VERB 79407w64f55 17 14 that that SCONJ 79407w64f55 17 15 the the DET 79407w64f55 17 16 activity activity NOUN 79407w64f55 17 17 and and CCONJ 79407w64f55 17 18 degradation degradation NOUN 79407w64f55 17 19 of of ADP 79407w64f55 17 20 glass glass NOUN 79407w64f55 17 21 catalysts catalyst NOUN 79407w64f55 17 22 are be AUX 79407w64f55 17 23 related relate VERB 79407w64f55 17 24 to to ADP 79407w64f55 17 25 their their PRON 79407w64f55 17 26 composition composition NOUN 79407w64f55 17 27 , , PUNCT 79407w64f55 17 28 particle particle NOUN 79407w64f55 17 29 size size NOUN 79407w64f55 17 30 , , PUNCT 79407w64f55 17 31 glass glass NOUN 79407w64f55 17 32 / / SYM 79407w64f55 17 33 soot soot NOUN 79407w64f55 17 34 mixing mixing NOUN 79407w64f55 17 35 method method NOUN 79407w64f55 17 36 ( ( PUNCT 79407w64f55 17 37 contact contact NOUN 79407w64f55 17 38 ) ) PUNCT 79407w64f55 17 39 , , PUNCT 79407w64f55 17 40 and and CCONJ 79407w64f55 17 41 ambient ambient ADJ 79407w64f55 17 42 gas gas NOUN 79407w64f55 17 43 . . PUNCT 79407w64f55 18 1 moreover moreover ADV 79407w64f55 18 2 , , PUNCT 79407w64f55 18 3 some some DET 79407w64f55 18 4 studies study NOUN 79407w64f55 18 5 of of ADP 79407w64f55 18 6 microwave microwave NOUN 79407w64f55 18 7 heating heating NOUN 79407w64f55 18 8 effects effect NOUN 79407w64f55 18 9 on on ADP 79407w64f55 18 10 diesel diesel NOUN 79407w64f55 18 11 soot soot NOUN 79407w64f55 18 12 combustion combustion NOUN 79407w64f55 18 13 were be AUX 79407w64f55 18 14 performed perform VERB 79407w64f55 18 15 . . PUNCT 79407w64f55 19 1 a a DET 79407w64f55 19 2 novel novel NOUN 79407w64f55 19 3 microwave microwave NOUN 79407w64f55 19 4 heated heat VERB 79407w64f55 19 5 thermogravimetric thermogravimetric PROPN 79407w64f55 19 6 analyzer analyzer PROPN 79407w64f55 19 7 was be AUX 79407w64f55 19 8 designed design VERB 79407w64f55 19 9 . . PUNCT 79407w64f55 20 1 measurements measurement NOUN 79407w64f55 20 2 in in ADP 79407w64f55 20 3 microwave microwave NOUN 79407w64f55 20 4 - - PUNCT 79407w64f55 20 5 tga tga PROPN 79407w64f55 20 6 suggested suggest VERB 79407w64f55 20 7 that that SCONJ 79407w64f55 20 8 the the DET 79407w64f55 20 9 apparent apparent ADJ 79407w64f55 20 10 reduction reduction NOUN 79407w64f55 20 11 in in ADP 79407w64f55 20 12 soot soot NOUN 79407w64f55 20 13 combustion combustion NOUN 79407w64f55 20 14 temperature temperature NOUN 79407w64f55 20 15 with with ADP 79407w64f55 20 16 microwave microwave NOUN 79407w64f55 20 17 heating heating NOUN 79407w64f55 20 18 might might AUX 79407w64f55 20 19 be be AUX 79407w64f55 20 20 not not PART 79407w64f55 20 21 due due ADJ 79407w64f55 20 22 to to ADP 79407w64f55 20 23 the the DET 79407w64f55 20 24 enhancement enhancement NOUN 79407w64f55 20 25 of of ADP 79407w64f55 20 26 microwave microwave NOUN 79407w64f55 20 27 , , PUNCT 79407w64f55 20 28 but but CCONJ 79407w64f55 20 29 the the DET 79407w64f55 20 30 result result NOUN 79407w64f55 20 31 of of ADP 79407w64f55 20 32 the the DET 79407w64f55 20 33 inability inability NOUN 79407w64f55 20 34 to to PART 79407w64f55 20 35 measure measure VERB 79407w64f55 20 36 the the DET 79407w64f55 20 37 interior interior ADJ 79407w64f55 20 38 temperature temperature NOUN 79407w64f55 20 39 of of ADP 79407w64f55 20 40 the the DET 79407w64f55 20 41 soot soot NOUN 79407w64f55 20 42 / / SYM 79407w64f55 20 43 catalyst catalyst NOUN 79407w64f55 20 44 mass mass PROPN 79407w64f55 20 45 . . PUNCT