id sid tid token lemma pos mw22v408901 1 1 integration integration NOUN mw22v408901 1 2 factor factor NOUN mw22v408901 1 3 ( ( PUNCT mw22v408901 1 4 if if SCONJ mw22v408901 1 5 ) ) PUNCT mw22v408901 1 6 methods method NOUN mw22v408901 1 7 are be AUX mw22v408901 1 8 a a DET mw22v408901 1 9 class class NOUN mw22v408901 1 10 of of ADP mw22v408901 1 11 efficient efficient ADJ mw22v408901 1 12 time time NOUN mw22v408901 1 13 discretization discretization NOUN mw22v408901 1 14 methods method NOUN mw22v408901 1 15 for for ADP mw22v408901 1 16 solving solve VERB mw22v408901 1 17 stiff stiff ADJ mw22v408901 1 18 problems problem NOUN mw22v408901 1 19 via via ADP mw22v408901 1 20 evaluation evaluation NOUN mw22v408901 1 21 of of ADP mw22v408901 1 22 an an DET mw22v408901 1 23 exponential exponential ADJ mw22v408901 1 24 function function NOUN mw22v408901 1 25 of of ADP mw22v408901 1 26 the the DET mw22v408901 1 27 corresponding corresponding ADJ mw22v408901 1 28 matrix matrix NOUN mw22v408901 1 29 for for ADP mw22v408901 1 30 the the DET mw22v408901 1 31 stiff stiff ADJ mw22v408901 1 32 operator operator NOUN mw22v408901 1 33 . . PUNCT mw22v408901 2 1 the the DET mw22v408901 2 2 computational computational ADJ mw22v408901 2 3 challenge challenge NOUN mw22v408901 2 4 in in ADP mw22v408901 2 5 applying apply VERB mw22v408901 2 6 the the DET mw22v408901 2 7 methods method NOUN mw22v408901 2 8 for for ADP mw22v408901 2 9 partial partial ADJ mw22v408901 2 10 differential differential ADJ mw22v408901 2 11 equations equation NOUN mw22v408901 2 12 ( ( PUNCT mw22v408901 2 13 pdes pde NOUN mw22v408901 2 14 ) ) PUNCT mw22v408901 2 15 on on ADP mw22v408901 2 16 high high ADJ mw22v408901 2 17 spatial spatial ADJ mw22v408901 2 18 dimensions dimension NOUN mw22v408901 2 19 ( ( PUNCT mw22v408901 2 20 multidimensional multidimensional ADJ mw22v408901 2 21 pdes pde NOUN mw22v408901 2 22 ) ) PUNCT mw22v408901 2 23 is be AUX mw22v408901 2 24 how how SCONJ mw22v408901 2 25 to to PART mw22v408901 2 26 deal deal VERB mw22v408901 2 27 with with ADP mw22v408901 2 28 the the DET mw22v408901 2 29 matrix matrix NOUN mw22v408901 2 30 exponential exponential NOUN mw22v408901 2 31 for for ADP mw22v408901 2 32 very very ADV mw22v408901 2 33 large large ADJ mw22v408901 2 34 matrices matrix NOUN mw22v408901 2 35 . . PUNCT mw22v408901 3 1 compact compact ADJ mw22v408901 3 2 integration integration NOUN mw22v408901 3 3 factor factor NOUN mw22v408901 3 4 methods method NOUN mw22v408901 3 5 developed develop VERB mw22v408901 3 6 in in ADP mw22v408901 3 7 [ [ X mw22v408901 3 8 nie nie X mw22v408901 3 9 et et PROPN mw22v408901 3 10 al al PROPN mw22v408901 3 11 . . PROPN mw22v408901 3 12 , , PUNCT mw22v408901 3 13 journal journal NOUN mw22v408901 3 14 of of ADP mw22v408901 3 15 computational computational ADJ mw22v408901 3 16 physics physic NOUN mw22v408901 3 17 , , PUNCT mw22v408901 3 18 227 227 NUM mw22v408901 3 19 ( ( PUNCT mw22v408901 3 20 2008 2008 NUM mw22v408901 3 21 ) ) PUNCT mw22v408901 3 22 5238 5238 NUM mw22v408901 3 23 - - SYM mw22v408901 3 24 5255 5255 NUM mw22v408901 3 25 ] ] PUNCT mw22v408901 3 26 provide provide VERB mw22v408901 3 27 an an DET mw22v408901 3 28 approach approach NOUN mw22v408901 3 29 to to PART mw22v408901 3 30 reduce reduce VERB mw22v408901 3 31 the the DET mw22v408901 3 32 cost cost NOUN mw22v408901 3 33 prohibitive prohibitive ADJ mw22v408901 3 34 large large ADJ mw22v408901 3 35 matrix matrix NOUN mw22v408901 3 36 exponentials exponential NOUN mw22v408901 3 37 for for ADP mw22v408901 3 38 linear linear ADJ mw22v408901 3 39 diffusion diffusion NOUN mw22v408901 3 40 operators operator NOUN mw22v408901 3 41 with with ADP mw22v408901 3 42 constant constant ADJ mw22v408901 3 43 diffusion diffusion NOUN mw22v408901 3 44 coefficients coefficient NOUN mw22v408901 3 45 in in ADP mw22v408901 3 46 high high ADJ mw22v408901 3 47 spatial spatial ADJ mw22v408901 3 48 dimensions dimension NOUN mw22v408901 3 49 to to ADP mw22v408901 3 50 a a DET mw22v408901 3 51 series series NOUN mw22v408901 3 52 of of ADP mw22v408901 3 53 much much ADV mw22v408901 3 54 smaller small ADJ mw22v408901 3 55 one one NUM mw22v408901 3 56 dimensional dimensional ADJ mw22v408901 3 57 computations computation NOUN mw22v408901 3 58 . . PUNCT mw22v408901 4 1 this this DET mw22v408901 4 2 approach approach NOUN mw22v408901 4 3 is be AUX mw22v408901 4 4 further far ADV mw22v408901 4 5 developed develop VERB mw22v408901 4 6 in in ADP mw22v408901 4 7 [ [ X mw22v408901 4 8 wang wang PROPN mw22v408901 4 9 et et PROPN mw22v408901 4 10 al al PROPN mw22v408901 4 11 . . PROPN mw22v408901 4 12 , , PUNCT mw22v408901 4 13 journal journal NOUN mw22v408901 4 14 of of ADP mw22v408901 4 15 computational computational ADJ mw22v408901 4 16 physics physic NOUN mw22v408901 4 17 , , PUNCT mw22v408901 4 18 258 258 NUM mw22v408901 4 19 ( ( PUNCT mw22v408901 4 20 2014 2014 NUM mw22v408901 4 21 ) ) PUNCT mw22v408901 4 22 585 585 NUM mw22v408901 4 23 - - SYM mw22v408901 4 24 600 600 NUM mw22v408901 4 25 ] ] PUNCT mw22v408901 4 26 to to PART mw22v408901 4 27 deal deal VERB mw22v408901 4 28 with with ADP mw22v408901 4 29 more more ADV mw22v408901 4 30 complicated complicated ADJ mw22v408901 4 31 high high ADJ mw22v408901 4 32 dimensional dimensional ADJ mw22v408901 4 33 reaction reaction NOUN mw22v408901 4 34 - - PUNCT mw22v408901 4 35 diffusion diffusion NOUN mw22v408901 4 36 equations equation NOUN mw22v408901 4 37 with with ADP mw22v408901 4 38 cross cross NOUN mw22v408901 4 39 - - NOUN mw22v408901 4 40 derivatives derivative NOUN mw22v408901 4 41 in in ADP mw22v408901 4 42 diffusion diffusion NOUN mw22v408901 4 43 operators operator NOUN mw22v408901 4 44 . . PUNCT mw22v408901 5 1 another another DET mw22v408901 5 2 approach approach NOUN mw22v408901 5 3 is be AUX mw22v408901 5 4 to to PART mw22v408901 5 5 use use VERB mw22v408901 5 6 krylov krylov NOUN mw22v408901 5 7 subspace subspace NOUN mw22v408901 5 8 approximations approximation NOUN mw22v408901 5 9 to to PART mw22v408901 5 10 efficiently efficiently ADV mw22v408901 5 11 calculate calculate VERB mw22v408901 5 12 large large ADJ mw22v408901 5 13 matrix matrix NOUN mw22v408901 5 14 exponentials exponential NOUN mw22v408901 5 15 . . PUNCT mw22v408901 6 1 in in ADP mw22v408901 6 2 [ [ X mw22v408901 6 3 chen chen PROPN mw22v408901 6 4 and and CCONJ mw22v408901 6 5 zhang zhang PROPN mw22v408901 6 6 , , PUNCT mw22v408901 6 7 journal journal NOUN mw22v408901 6 8 of of ADP mw22v408901 6 9 computational computational ADJ mw22v408901 6 10 physics physic NOUN mw22v408901 6 11 , , PUNCT mw22v408901 6 12 230 230 NUM mw22v408901 6 13 ( ( PUNCT mw22v408901 6 14 2011 2011 NUM mw22v408901 6 15 ) ) PUNCT mw22v408901 6 16 4336 4336 NUM mw22v408901 6 17 - - SYM mw22v408901 6 18 4352 4352 NUM mw22v408901 6 19 ] ] PUNCT mw22v408901 6 20 , , PUNCT mw22v408901 6 21 krylov krylov PROPN mw22v408901 6 22 subspace subspace NOUN mw22v408901 6 23 approximation approximation NOUN mw22v408901 6 24 is be AUX mw22v408901 6 25 directly directly ADV mw22v408901 6 26 applied apply VERB mw22v408901 6 27 to to ADP mw22v408901 6 28 the the DET mw22v408901 6 29 implicit implicit ADJ mw22v408901 6 30 integration integration NOUN mw22v408901 6 31 factor factor NOUN mw22v408901 6 32 ( ( PUNCT mw22v408901 6 33 iif iif PROPN mw22v408901 6 34 ) ) PUNCT mw22v408901 6 35 methods method NOUN mw22v408901 6 36 for for ADP mw22v408901 6 37 solving solve VERB mw22v408901 6 38 high high ADJ mw22v408901 6 39 dimensional dimensional ADJ mw22v408901 6 40 reaction reaction NOUN mw22v408901 6 41 - - PUNCT mw22v408901 6 42 diffusion diffusion NOUN mw22v408901 6 43 problems problem NOUN mw22v408901 6 44 . . PUNCT mw22v408901 7 1 recently recently ADV mw22v408901 7 2 the the DET mw22v408901 7 3 method method NOUN mw22v408901 7 4 is be AUX mw22v408901 7 5 combined combine VERB mw22v408901 7 6 with with ADP mw22v408901 7 7 weighted weight VERB mw22v408901 7 8 essentially essentially ADV mw22v408901 7 9 non non ADJ mw22v408901 7 10 - - ADJ mw22v408901 7 11 oscillatory oscillatory ADJ mw22v408901 7 12 ( ( PUNCT mw22v408901 7 13 weno weno PROPN mw22v408901 7 14 ) ) PUNCT mw22v408901 7 15 schemes scheme NOUN mw22v408901 7 16 in in ADP mw22v408901 7 17 [ [ X mw22v408901 7 18 jiang jiang PROPN mw22v408901 7 19 and and CCONJ mw22v408901 7 20 zhang zhang PROPN mw22v408901 7 21 , , PUNCT mw22v408901 7 22 journal journal NOUN mw22v408901 7 23 of of ADP mw22v408901 7 24 computational computational ADJ mw22v408901 7 25 physics physic NOUN mw22v408901 7 26 , , PUNCT mw22v408901 7 27 253 253 NUM mw22v408901 7 28 ( ( PUNCT mw22v408901 7 29 2013 2013 NUM mw22v408901 7 30 ) ) PUNCT mw22v408901 7 31 368 368 NUM mw22v408901 7 32 - - NUM mw22v408901 7 33 388 388 NUM mw22v408901 7 34 ] ] PUNCT mw22v408901 7 35 to to PART mw22v408901 7 36 efficiently efficiently ADV mw22v408901 7 37 solve solve VERB mw22v408901 7 38 semilinear semilinear ADJ mw22v408901 7 39 and and CCONJ mw22v408901 7 40 fully fully ADV mw22v408901 7 41 nonlinear nonlinear ADJ mw22v408901 7 42 convection convection NOUN mw22v408901 7 43 - - PUNCT mw22v408901 7 44 reaction reaction NOUN mw22v408901 7 45 - - PUNCT mw22v408901 7 46 diffusion diffusion NOUN mw22v408901 7 47 equations equation NOUN mw22v408901 7 48 . . PUNCT mw22v408901 8 1 a a DET mw22v408901 8 2 natural natural ADJ mw22v408901 8 3 question question NOUN mw22v408901 8 4 that that PRON mw22v408901 8 5 arises arise VERB mw22v408901 8 6 is be AUX mw22v408901 8 7 how how SCONJ mw22v408901 8 8 these these DET mw22v408901 8 9 two two NUM mw22v408901 8 10 approaches approach NOUN mw22v408901 8 11 may may AUX mw22v408901 8 12 perform perform VERB mw22v408901 8 13 differently differently ADV mw22v408901 8 14 for for ADP mw22v408901 8 15 various various ADJ mw22v408901 8 16 types type NOUN mw22v408901 8 17 of of ADP mw22v408901 8 18 problems problem NOUN mw22v408901 8 19 . . PUNCT mw22v408901 9 1 in in ADP mw22v408901 9 2 the the DET mw22v408901 9 3 first first ADJ mw22v408901 9 4 part part NOUN mw22v408901 9 5 of of ADP mw22v408901 9 6 this this DET mw22v408901 9 7 dissertation dissertation NOUN mw22v408901 9 8 , , PUNCT mw22v408901 9 9 we we PRON mw22v408901 9 10 study study VERB mw22v408901 9 11 the the DET mw22v408901 9 12 computational computational ADJ mw22v408901 9 13 power power NOUN mw22v408901 9 14 of of ADP mw22v408901 9 15 krylov krylov PROPN mw22v408901 9 16 if if SCONJ mw22v408901 9 17 - - PUNCT mw22v408901 9 18 weno weno VERB mw22v408901 9 19 methods method NOUN mw22v408901 9 20 for for ADP mw22v408901 9 21 solving solve VERB mw22v408901 9 22 high high ADJ mw22v408901 9 23 spatial spatial ADJ mw22v408901 9 24 dimension dimension NOUN mw22v408901 9 25 convection convection NOUN mw22v408901 9 26 - - PUNCT mw22v408901 9 27 diffusion diffusion NOUN mw22v408901 9 28 pde pde NOUN mw22v408901 9 29 problems problem NOUN mw22v408901 9 30 ( ( PUNCT mw22v408901 9 31 up up ADP mw22v408901 9 32 to to PART mw22v408901 9 33 four four NUM mw22v408901 9 34 spatial spatial ADJ mw22v408901 9 35 dimensions dimension NOUN mw22v408901 9 36 ) ) PUNCT mw22v408901 9 37 . . PUNCT mw22v408901 10 1 systematical systematical ADJ mw22v408901 10 2 numerical numerical ADJ mw22v408901 10 3 comparison comparison NOUN mw22v408901 10 4 and and CCONJ mw22v408901 10 5 complexity complexity NOUN mw22v408901 10 6 analysis analysis NOUN mw22v408901 10 7 are be AUX mw22v408901 10 8 carried carry VERB mw22v408901 10 9 out out ADP mw22v408901 10 10 for for ADP mw22v408901 10 11 the the DET mw22v408901 10 12 computational computational ADJ mw22v408901 10 13 efficiency efficiency NOUN mw22v408901 10 14 of of ADP mw22v408901 10 15 the the DET mw22v408901 10 16 two two NUM mw22v408901 10 17 different different ADJ mw22v408901 10 18 approaches approach NOUN mw22v408901 10 19 . . PUNCT mw22v408901 11 1 we we PRON mw22v408901 11 2 show show VERB mw22v408901 11 3 that that SCONJ mw22v408901 11 4 although although SCONJ mw22v408901 11 5 the the DET mw22v408901 11 6 krylov krylov NOUN mw22v408901 11 7 if if SCONJ mw22v408901 11 8 - - PUNCT mw22v408901 11 9 weno weno NOUN mw22v408901 11 10 methods method NOUN mw22v408901 11 11 have have VERB mw22v408901 11 12 linear linear ADJ mw22v408901 11 13 computational computational ADJ mw22v408901 11 14 complexity complexity NOUN mw22v408901 11 15 , , PUNCT mw22v408901 11 16 both both CCONJ mw22v408901 11 17 the the DET mw22v408901 11 18 compact compact ADJ mw22v408901 11 19 if if SCONJ mw22v408901 11 20 method method NOUN mw22v408901 11 21 and and CCONJ mw22v408901 11 22 the the DET mw22v408901 11 23 krylov krylov NOUN mw22v408901 11 24 if if SCONJ mw22v408901 11 25 method method NOUN mw22v408901 11 26 have have VERB mw22v408901 11 27 their their PRON mw22v408901 11 28 own own ADJ mw22v408901 11 29 advantages advantage NOUN mw22v408901 11 30 for for ADP mw22v408901 11 31 different different ADJ mw22v408901 11 32 type type NOUN mw22v408901 11 33 of of ADP mw22v408901 11 34 problems problem NOUN mw22v408901 11 35 . . PUNCT mw22v408901 12 1 this this DET mw22v408901 12 2 study study NOUN mw22v408901 12 3 provides provide VERB mw22v408901 12 4 certain certain ADJ mw22v408901 12 5 guidance guidance NOUN mw22v408901 12 6 for for ADP mw22v408901 12 7 using use VERB mw22v408901 12 8 if if SCONJ mw22v408901 12 9 - - PUNCT mw22v408901 12 10 weno weno VERB mw22v408901 12 11 methods method NOUN mw22v408901 12 12 to to PART mw22v408901 12 13 solve solve VERB mw22v408901 12 14 general general ADJ mw22v408901 12 15 high high ADJ mw22v408901 12 16 spatial spatial ADJ mw22v408901 12 17 dimension dimension NOUN mw22v408901 12 18 convection convection NOUN mw22v408901 12 19 - - PUNCT mw22v408901 12 20 diffusion diffusion NOUN mw22v408901 12 21 problems.in problems.in X mw22v408901 12 22 the the DET mw22v408901 12 23 second second ADJ mw22v408901 12 24 part part NOUN mw22v408901 12 25 of of ADP mw22v408901 12 26 this this DET mw22v408901 12 27 dissertation dissertation NOUN mw22v408901 12 28 , , PUNCT mw22v408901 12 29 we we PRON mw22v408901 12 30 combine combine VERB mw22v408901 12 31 the the DET mw22v408901 12 32 krylov krylov PROPN mw22v408901 12 33 integration integration NOUN mw22v408901 12 34 factor factor NOUN mw22v408901 12 35 methods method NOUN mw22v408901 12 36 with with ADP mw22v408901 12 37 sparse sparse ADJ mw22v408901 12 38 grid grid NOUN mw22v408901 12 39 combination combination NOUN mw22v408901 12 40 techniques technique NOUN mw22v408901 12 41 and and CCONJ mw22v408901 12 42 solve solve VERB mw22v408901 12 43 high high ADJ mw22v408901 12 44 spatial spatial ADJ mw22v408901 12 45 dimension dimension NOUN mw22v408901 12 46 convection convection NOUN mw22v408901 12 47 - - PUNCT mw22v408901 12 48 diffusion diffusion NOUN mw22v408901 12 49 equations equation NOUN mw22v408901 12 50 such such ADJ mw22v408901 12 51 as as ADP mw22v408901 12 52 fokker fokker PROPN mw22v408901 12 53 - - PUNCT mw22v408901 12 54 planck planck NOUN mw22v408901 12 55 equations equation NOUN mw22v408901 12 56 on on ADP mw22v408901 12 57 sparse sparse ADJ mw22v408901 12 58 grids grid NOUN mw22v408901 12 59 . . PUNCT mw22v408901 13 1 numerical numerical ADJ mw22v408901 13 2 examples example NOUN mw22v408901 13 3 are be AUX mw22v408901 13 4 presented present VERB mw22v408901 13 5 to to PART mw22v408901 13 6 show show VERB mw22v408901 13 7 that that SCONJ mw22v408901 13 8 significant significant ADJ mw22v408901 13 9 computational computational ADJ mw22v408901 13 10 times time NOUN mw22v408901 13 11 are be AUX mw22v408901 13 12 saved save VERB mw22v408901 13 13 by by ADP mw22v408901 13 14 applying apply VERB mw22v408901 13 15 the the DET mw22v408901 13 16 krylov krylov PROPN mw22v408901 13 17 integration integration NOUN mw22v408901 13 18 factor factor NOUN mw22v408901 13 19 methods method NOUN mw22v408901 13 20 on on ADP mw22v408901 13 21 sparse sparse ADJ mw22v408901 13 22 grids grid NOUN mw22v408901 13 23 . . PUNCT