id sid tid token lemma pos x346d22089x 1 1 the the DET x346d22089x 1 2 method method NOUN x346d22089x 1 3 of of ADP x346d22089x 1 4 slow slow ADJ x346d22089x 1 5 invariant invariant ADJ x346d22089x 1 6 manifolds manifold NOUN x346d22089x 1 7 ( ( PUNCT x346d22089x 1 8 sims sim NOUN x346d22089x 1 9 ) ) PUNCT x346d22089x 1 10 , , PUNCT x346d22089x 1 11 as as SCONJ x346d22089x 1 12 developed develop VERB x346d22089x 1 13 to to PART x346d22089x 1 14 model model VERB x346d22089x 1 15 the the DET x346d22089x 1 16 reduced reduce VERB x346d22089x 1 17 kinetics kinetic NOUN x346d22089x 1 18 of of ADP x346d22089x 1 19 spatially spatially ADV x346d22089x 1 20 homogeneous homogeneous ADJ x346d22089x 1 21 reactive reactive ADJ x346d22089x 1 22 systems system NOUN x346d22089x 1 23 , , PUNCT x346d22089x 1 24 is be AUX x346d22089x 1 25 extended extend VERB x346d22089x 1 26 to to ADP x346d22089x 1 27 systems system NOUN x346d22089x 1 28 with with ADP x346d22089x 1 29 diffusion diffusion NOUN x346d22089x 1 30 . . PUNCT x346d22089x 2 1 using use VERB x346d22089x 2 2 a a DET x346d22089x 2 3 galerkin galerkin PROPN x346d22089x 2 4 projection projection NOUN x346d22089x 2 5 , , PUNCT x346d22089x 2 6 the the DET x346d22089x 2 7 governing govern VERB x346d22089x 2 8 partial partial ADJ x346d22089x 2 9 differential differential ADJ x346d22089x 2 10 equations equation NOUN x346d22089x 2 11 are be AUX x346d22089x 2 12 cast cast VERB x346d22089x 2 13 into into ADP x346d22089x 2 14 a a DET x346d22089x 2 15 finite finite ADJ x346d22089x 2 16 system system NOUN x346d22089x 2 17 of of ADP x346d22089x 2 18 ordinary ordinary ADJ x346d22089x 2 19 differential differential ADJ x346d22089x 2 20 equations equation NOUN x346d22089x 2 21 to to PART x346d22089x 2 22 be be AUX x346d22089x 2 23 solved solve VERB x346d22089x 2 24 on on ADP x346d22089x 2 25 an an DET x346d22089x 2 26 approximate approximate ADJ x346d22089x 2 27 inertial inertial ADJ x346d22089x 2 28 manifold manifold NOUN x346d22089x 2 29 . . PUNCT x346d22089x 3 1 the the DET x346d22089x 3 2 sim sim NOUN x346d22089x 3 3 construction construction NOUN x346d22089x 3 4 technique technique NOUN x346d22089x 3 5 of of ADP x346d22089x 3 6 identifying identify VERB x346d22089x 3 7 equilibria equilibria NOUN x346d22089x 3 8 and and CCONJ x346d22089x 3 9 connecting connect VERB x346d22089x 3 10 heteroclinic heteroclinic NOUN x346d22089x 3 11 orbits orbit NOUN x346d22089x 3 12 is be AUX x346d22089x 3 13 extended extend VERB x346d22089x 3 14 by by ADP x346d22089x 3 15 identifying identify VERB x346d22089x 3 16 steady steady ADJ x346d22089x 3 17 state state NOUN x346d22089x 3 18 solutions solution NOUN x346d22089x 3 19 to to ADP x346d22089x 3 20 the the DET x346d22089x 3 21 governing govern VERB x346d22089x 3 22 partial partial ADJ x346d22089x 3 23 differential differential ADJ x346d22089x 3 24 equations equation NOUN x346d22089x 3 25 and and CCONJ x346d22089x 3 26 connecting connect VERB x346d22089x 3 27 analogous analogous ADJ x346d22089x 3 28 orbits orbit NOUN x346d22089x 3 29 in in ADP x346d22089x 3 30 the the DET x346d22089x 3 31 galerkin galerkin PROPN x346d22089x 3 32 - - PUNCT x346d22089x 3 33 projected project VERB x346d22089x 3 34 space space NOUN x346d22089x 3 35 . . PUNCT x346d22089x 4 1 in in ADP x346d22089x 4 2 parametric parametric ADJ x346d22089x 4 3 studies study NOUN x346d22089x 4 4 varying vary VERB x346d22089x 4 5 the the DET x346d22089x 4 6 domain domain NOUN x346d22089x 4 7 length length NOUN x346d22089x 4 8 , , PUNCT x346d22089x 4 9 the the DET x346d22089x 4 10 time time NOUN x346d22089x 4 11 scale scale NOUN x346d22089x 4 12 spectrum spectrum NOUN x346d22089x 4 13 is be AUX x346d22089x 4 14 shifted shift VERB x346d22089x 4 15 , , PUNCT x346d22089x 4 16 and and CCONJ x346d22089x 4 17 various various ADJ x346d22089x 4 18 classes class NOUN x346d22089x 4 19 of of ADP x346d22089x 4 20 non non ADJ x346d22089x 4 21 - - ADJ x346d22089x 4 22 linear linear ADJ x346d22089x 4 23 dynamics dynamic NOUN x346d22089x 4 24 are be AUX x346d22089x 4 25 identified identify VERB x346d22089x 4 26 . . PUNCT x346d22089x 5 1 a a DET x346d22089x 5 2 critical critical ADJ x346d22089x 5 3 length length NOUN x346d22089x 5 4 scale scale NOUN x346d22089x 5 5 is be AUX x346d22089x 5 6 identified identify VERB x346d22089x 5 7 at at ADP x346d22089x 5 8 which which PRON x346d22089x 5 9 a a DET x346d22089x 5 10 bifurcation bifurcation NOUN x346d22089x 5 11 occurs occur VERB x346d22089x 5 12 in in ADP x346d22089x 5 13 the the DET x346d22089x 5 14 equilibria equilibria NOUN x346d22089x 5 15 used use VERB x346d22089x 5 16 to to PART x346d22089x 5 17 construct construct VERB x346d22089x 5 18 the the DET x346d22089x 5 19 one one NUM x346d22089x 5 20 - - PUNCT x346d22089x 5 21 dimensional dimensional ADJ x346d22089x 5 22 sim sim NOUN x346d22089x 5 23 . . PUNCT x346d22089x 6 1 above above ADP x346d22089x 6 2 this this DET x346d22089x 6 3 length length NOUN x346d22089x 6 4 scale scale NOUN x346d22089x 6 5 additional additional ADJ x346d22089x 6 6 real real ADJ x346d22089x 6 7 non non ADJ x346d22089x 6 8 - - ADJ x346d22089x 6 9 singular singular ADJ x346d22089x 6 10 steady steady ADJ x346d22089x 6 11 state state NOUN x346d22089x 6 12 solutions solution NOUN x346d22089x 6 13 are be AUX x346d22089x 6 14 found find VERB x346d22089x 6 15 which which PRON x346d22089x 6 16 lead lead VERB x346d22089x 6 17 to to ADP x346d22089x 6 18 a a DET x346d22089x 6 19 diffusion diffusion NOUN x346d22089x 6 20 - - PUNCT x346d22089x 6 21 modified modify VERB x346d22089x 6 22 sim sim NOUN x346d22089x 6 23 . . PUNCT x346d22089x 7 1 at at ADP x346d22089x 7 2 these these DET x346d22089x 7 3 longer long ADJ x346d22089x 7 4 lengths length NOUN x346d22089x 7 5 , , PUNCT x346d22089x 7 6 the the DET x346d22089x 7 7 spectral spectral ADJ x346d22089x 7 8 gap gap NOUN x346d22089x 7 9 in in ADP x346d22089x 7 10 the the DET x346d22089x 7 11 time time NOUN x346d22089x 7 12 scales scale NOUN x346d22089x 7 13 indicates indicate VERB x346d22089x 7 14 that that SCONJ x346d22089x 7 15 an an DET x346d22089x 7 16 appropriate appropriate ADJ x346d22089x 7 17 manifold manifold NOUN x346d22089x 7 18 for for ADP x346d22089x 7 19 a a DET x346d22089x 7 20 reduction reduction NOUN x346d22089x 7 21 technique technique NOUN x346d22089x 7 22 is be AUX x346d22089x 7 23 higher high ADJ x346d22089x 7 24 than than ADP x346d22089x 7 25 one one NUM x346d22089x 7 26 - - PUNCT x346d22089x 7 27 dimensional dimensional ADJ x346d22089x 7 28 . . PUNCT x346d22089x 8 1 this this PRON x346d22089x 8 2 is be AUX x346d22089x 8 3 shown show VERB x346d22089x 8 4 for for ADP x346d22089x 8 5 three three NUM x346d22089x 8 6 examples example NOUN x346d22089x 8 7 in in ADP x346d22089x 8 8 closed closed ADJ x346d22089x 8 9 reaction reaction NOUN x346d22089x 8 10 - - PUNCT x346d22089x 8 11 diffusion diffusion NOUN x346d22089x 8 12 systems system NOUN x346d22089x 8 13 : : PUNCT x346d22089x 8 14 a a DET x346d22089x 8 15 generic generic ADJ x346d22089x 8 16 chemical chemical ADJ x346d22089x 8 17 reaction reaction NOUN x346d22089x 8 18 mechanism mechanism NOUN x346d22089x 8 19 , , PUNCT x346d22089x 8 20 an an DET x346d22089x 8 21 oxygen oxygen NOUN x346d22089x 8 22 dissociation dissociation NOUN x346d22089x 8 23 reaction reaction NOUN x346d22089x 8 24 mechanism mechanism NOUN x346d22089x 8 25 , , PUNCT x346d22089x 8 26 and and CCONJ x346d22089x 8 27 the the DET x346d22089x 8 28 zel'dovich zel'dovich NOUN x346d22089x 8 29 reaction reaction NOUN x346d22089x 8 30 mechanism mechanism NOUN x346d22089x 8 31 of of ADP x346d22089x 8 32 no no DET x346d22089x 8 33 production production NOUN x346d22089x 8 34 . . PUNCT x346d22089x 9 1 the the DET x346d22089x 9 2 extension extension NOUN x346d22089x 9 3 of of ADP x346d22089x 9 4 sims sim NOUN x346d22089x 9 5 to to ADP x346d22089x 9 6 adiabatic adiabatic ADJ x346d22089x 9 7 reaction reaction NOUN x346d22089x 9 8 systems system NOUN x346d22089x 9 9 is be AUX x346d22089x 9 10 also also ADV x346d22089x 9 11 considered consider VERB x346d22089x 9 12 , , PUNCT x346d22089x 9 13 and and CCONJ x346d22089x 9 14 results result NOUN x346d22089x 9 15 are be AUX x346d22089x 9 16 shown show VERB x346d22089x 9 17 for for ADP x346d22089x 9 18 the the DET x346d22089x 9 19 zel'dovich zel'dovich NOUN x346d22089x 9 20 mechanism mechanism NOUN x346d22089x 9 21 . . PUNCT x346d22089x 10 1 finally finally ADV x346d22089x 10 2 , , PUNCT x346d22089x 10 3 two two NUM x346d22089x 10 4 open open ADJ x346d22089x 10 5 chemical chemical NOUN x346d22089x 10 6 systems system NOUN x346d22089x 10 7 are be AUX x346d22089x 10 8 considered consider VERB x346d22089x 10 9 : : PUNCT x346d22089x 10 10 the the DET x346d22089x 10 11 gray gray ADJ x346d22089x 10 12 - - PUNCT x346d22089x 10 13 scott scott PROPN x346d22089x 10 14 reaction reaction NOUN x346d22089x 10 15 mechanism mechanism NOUN x346d22089x 10 16 , , PUNCT x346d22089x 10 17 and and CCONJ x346d22089x 10 18 a a DET x346d22089x 10 19 hydrogen hydrogen NOUN x346d22089x 10 20 - - PUNCT x346d22089x 10 21 air air NOUN x346d22089x 10 22 reaction reaction NOUN x346d22089x 10 23 mechanism mechanism NOUN x346d22089x 10 24 . . PUNCT x346d22089x 11 1 multiple multiple ADJ x346d22089x 11 2 branches branch NOUN x346d22089x 11 3 of of ADP x346d22089x 11 4 the the DET x346d22089x 11 5 sim sim NOUN x346d22089x 11 6 are be AUX x346d22089x 11 7 identified identify VERB x346d22089x 11 8 , , PUNCT x346d22089x 11 9 complicating complicate VERB x346d22089x 11 10 the the DET x346d22089x 11 11 implementation implementation NOUN x346d22089x 11 12 of of ADP x346d22089x 11 13 the the DET x346d22089x 11 14 sim sim NOUN x346d22089x 11 15 as as ADP x346d22089x 11 16 a a DET x346d22089x 11 17 reduction reduction NOUN x346d22089x 11 18 technique technique NOUN x346d22089x 11 19 . . PUNCT x346d22089x 12 1 limit limit NOUN x346d22089x 12 2 cycles cycle NOUN x346d22089x 12 3 are be AUX x346d22089x 12 4 studied study VERB x346d22089x 12 5 and and CCONJ x346d22089x 12 6 a a DET x346d22089x 12 7 projection projection NOUN x346d22089x 12 8 to to ADP x346d22089x 12 9 the the DET x346d22089x 12 10 sim sim NOUN x346d22089x 12 11 across across ADP x346d22089x 12 12 a a DET x346d22089x 12 13 basin basin NOUN x346d22089x 12 14 of of ADP x346d22089x 12 15 attraction attraction NOUN x346d22089x 12 16 is be AUX x346d22089x 12 17 shown show VERB x346d22089x 12 18 to to PART x346d22089x 12 19 provide provide VERB x346d22089x 12 20 erroneous erroneous ADJ x346d22089x 12 21 results result NOUN x346d22089x 12 22 . . PUNCT x346d22089x 13 1 low low ADJ x346d22089x 13 2 - - PUNCT x346d22089x 13 3 dimensional dimensional ADJ x346d22089x 13 4 galerkin galerkin PROPN x346d22089x 13 5 projections projection NOUN x346d22089x 13 6 are be AUX x346d22089x 13 7 shown show VERB x346d22089x 13 8 to to PART x346d22089x 13 9 provide provide VERB x346d22089x 13 10 correct correct ADJ x346d22089x 13 11 order order NOUN x346d22089x 13 12 of of ADP x346d22089x 13 13 magnitude magnitude NOUN x346d22089x 13 14 predictions prediction NOUN x346d22089x 13 15 for for ADP x346d22089x 13 16 length length NOUN x346d22089x 13 17 scales scale NOUN x346d22089x 13 18 in in ADP x346d22089x 13 19 patterns pattern NOUN x346d22089x 13 20 . . PUNCT x346d22089x 14 1 the the DET x346d22089x 14 2 examples example NOUN x346d22089x 14 3 are be AUX x346d22089x 14 4 evaluated evaluate VERB x346d22089x 14 5 in in ADP x346d22089x 14 6 the the DET x346d22089x 14 7 spatially spatially ADV x346d22089x 14 8 homogeneous homogeneous ADJ x346d22089x 14 9 case case NOUN x346d22089x 14 10 ( ( PUNCT x346d22089x 14 11 a a DET x346d22089x 14 12 one one NUM x346d22089x 14 13 - - PUNCT x346d22089x 14 14 term term NOUN x346d22089x 14 15 projection projection NOUN x346d22089x 14 16 ) ) PUNCT x346d22089x 14 17 , , PUNCT x346d22089x 14 18 a a DET x346d22089x 14 19 two two NUM x346d22089x 14 20 - - PUNCT x346d22089x 14 21 term term NOUN x346d22089x 14 22 projection projection NOUN x346d22089x 14 23 capturing capture VERB x346d22089x 14 24 the the DET x346d22089x 14 25 coarsest coarse ADJ x346d22089x 14 26 effects effect NOUN x346d22089x 14 27 of of ADP x346d22089x 14 28 diffusion diffusion NOUN x346d22089x 14 29 , , PUNCT x346d22089x 14 30 and and CCONJ x346d22089x 14 31 a a DET x346d22089x 14 32 high high ADJ x346d22089x 14 33 order order NOUN x346d22089x 14 34 projection projection NOUN x346d22089x 14 35 that that PRON x346d22089x 14 36 is be AUX x346d22089x 14 37 fully fully ADV x346d22089x 14 38 resolved resolve VERB x346d22089x 14 39 . . PUNCT x346d22089x 15 1 the the DET x346d22089x 15 2 results result NOUN x346d22089x 15 3 cast cast VERB x346d22089x 15 4 into into ADP x346d22089x 15 5 doubt doubt NOUN x346d22089x 15 6 the the DET x346d22089x 15 7 sim sim NOUN x346d22089x 15 8 as as ADP x346d22089x 15 9 a a DET x346d22089x 15 10 robust robust ADJ x346d22089x 15 11 rational rational ADJ x346d22089x 15 12 reduction reduction NOUN x346d22089x 15 13 technique technique NOUN x346d22089x 15 14 for for ADP x346d22089x 15 15 reaction reaction NOUN x346d22089x 15 16 dynamics dynamic NOUN x346d22089x 15 17 . . PUNCT