id sid tid token lemma pos ng451g08z42 1 1 this this DET ng451g08z42 1 2 dissertation dissertation NOUN ng451g08z42 1 3 seeks seek VERB ng451g08z42 1 4 to to PART ng451g08z42 1 5 reduce reduce VERB ng451g08z42 1 6 the the DET ng451g08z42 1 7 computational computational ADJ ng451g08z42 1 8 cost cost NOUN ng451g08z42 1 9 in in ADP ng451g08z42 1 10 radiation radiation NOUN ng451g08z42 1 11 transport transport NOUN ng451g08z42 1 12 calculations calculation NOUN ng451g08z42 1 13 using use VERB ng451g08z42 1 14 dynamical dynamical ADJ ng451g08z42 1 15 low low ADJ ng451g08z42 1 16 - - PUNCT ng451g08z42 1 17 rank rank NOUN ng451g08z42 1 18 approximation approximation NOUN ng451g08z42 1 19 ( ( PUNCT ng451g08z42 1 20 dlr dlr NOUN ng451g08z42 1 21 ) ) PUNCT ng451g08z42 1 22 methods method NOUN ng451g08z42 1 23 , , PUNCT ng451g08z42 1 24 a a DET ng451g08z42 1 25 complexity complexity NOUN ng451g08z42 1 26 reduction reduction NOUN ng451g08z42 1 27 technique technique NOUN ng451g08z42 1 28 to to PART ng451g08z42 1 29 approximate approximate VERB ng451g08z42 1 30 a a DET ng451g08z42 1 31 tensor tensor NOUN ng451g08z42 1 32 or or CCONJ ng451g08z42 1 33 a a DET ng451g08z42 1 34 matrix matrix NOUN ng451g08z42 1 35 with with ADP ng451g08z42 1 36 a a DET ng451g08z42 1 37 reduced reduce VERB ng451g08z42 1 38 rank rank NOUN ng451g08z42 1 39 . . PUNCT ng451g08z42 2 1 a a DET ng451g08z42 2 2 dlr dlr NOUN ng451g08z42 2 3 approximation approximation NOUN ng451g08z42 2 4 method method NOUN ng451g08z42 2 5 is be AUX ng451g08z42 2 6 developed develop VERB ng451g08z42 2 7 for for ADP ng451g08z42 2 8 the the DET ng451g08z42 2 9 time time NOUN ng451g08z42 2 10 - - PUNCT ng451g08z42 2 11 dependent dependent ADJ ng451g08z42 2 12 radiation radiation NOUN ng451g08z42 2 13 transport transport NOUN ng451g08z42 2 14 equation equation NOUN ng451g08z42 2 15 in in ADP ng451g08z42 2 16 1 1 NUM ng451g08z42 2 17 - - PUNCT ng451g08z42 2 18 d d NOUN ng451g08z42 2 19 and and CCONJ ng451g08z42 2 20 2 2 NUM ng451g08z42 2 21 - - PUNCT ng451g08z42 2 22 d d NOUN ng451g08z42 2 23 cartesian cartesian NOUN ng451g08z42 2 24 geometries geometry NOUN ng451g08z42 2 25 . . PUNCT ng451g08z42 3 1 a a DET ng451g08z42 3 2 low low ADJ ng451g08z42 3 3 - - PUNCT ng451g08z42 3 4 rank rank NOUN ng451g08z42 3 5 system system NOUN ng451g08z42 3 6 that that PRON ng451g08z42 3 7 evolves evolve VERB ng451g08z42 3 8 on on ADP ng451g08z42 3 9 a a DET ng451g08z42 3 10 low low ADJ ng451g08z42 3 11 - - PUNCT ng451g08z42 3 12 rank rank NOUN ng451g08z42 3 13 manifold manifold NOUN ng451g08z42 3 14 via via ADP ng451g08z42 3 15 an an DET ng451g08z42 3 16 operator operator NOUN ng451g08z42 3 17 - - PUNCT ng451g08z42 3 18 splitting split VERB ng451g08z42 3 19 approach approach NOUN ng451g08z42 3 20 is be AUX ng451g08z42 3 21 constructed construct VERB ng451g08z42 3 22 using use VERB ng451g08z42 3 23 a a DET ng451g08z42 3 24 finite finite NOUN ng451g08z42 3 25 volume volume NOUN ng451g08z42 3 26 ( ( PUNCT ng451g08z42 3 27 fv fv PROPN ng451g08z42 3 28 ) ) PUNCT ng451g08z42 3 29 method method NOUN ng451g08z42 3 30 in in ADP ng451g08z42 3 31 space space NOUN ng451g08z42 3 32 and and CCONJ ng451g08z42 3 33 a a DET ng451g08z42 3 34 spherical spherical ADJ ng451g08z42 3 35 harmonics harmonic NOUN ng451g08z42 3 36 ( ( PUNCT ng451g08z42 3 37 pn pn NOUN ng451g08z42 3 38 ) ) PUNCT ng451g08z42 3 39 basis basis NOUN ng451g08z42 3 40 in in ADP ng451g08z42 3 41 angle angle NOUN ng451g08z42 3 42 . . PUNCT ng451g08z42 4 1 numerical numerical ADJ ng451g08z42 4 2 results result NOUN ng451g08z42 4 3 demonstrate demonstrate VERB ng451g08z42 4 4 that that SCONJ ng451g08z42 4 5 the the DET ng451g08z42 4 6 low low ADJ ng451g08z42 4 7 - - PUNCT ng451g08z42 4 8 rank rank NOUN ng451g08z42 4 9 solution solution NOUN ng451g08z42 4 10 requires require VERB ng451g08z42 4 11 less less ADJ ng451g08z42 4 12 memory memory NOUN ng451g08z42 4 13 than than ADP ng451g08z42 4 14 solving solve VERB ng451g08z42 4 15 the the DET ng451g08z42 4 16 full full ADJ ng451g08z42 4 17 - - PUNCT ng451g08z42 4 18 rank rank NOUN ng451g08z42 4 19 equations equation NOUN ng451g08z42 4 20 with with ADP ng451g08z42 4 21 the the DET ng451g08z42 4 22 same same ADJ ng451g08z42 4 23 accuracy accuracy NOUN ng451g08z42 4 24 . . PUNCT ng451g08z42 5 1 furthermore furthermore ADV ng451g08z42 5 2 , , PUNCT ng451g08z42 5 3 the the DET ng451g08z42 5 4 low low ADJ ng451g08z42 5 5 - - PUNCT ng451g08z42 5 6 rank rank NOUN ng451g08z42 5 7 algorithm algorithm NOUN ng451g08z42 5 8 can can AUX ng451g08z42 5 9 obtain obtain VERB ng451g08z42 5 10 much much ADV ng451g08z42 5 11 better well ADJ ng451g08z42 5 12 results result NOUN ng451g08z42 5 13 at at ADP ng451g08z42 5 14 a a DET ng451g08z42 5 15 moderate moderate ADJ ng451g08z42 5 16 extra extra ADJ ng451g08z42 5 17 cost cost NOUN ng451g08z42 5 18 by by ADP ng451g08z42 5 19 refining refine VERB ng451g08z42 5 20 the the DET ng451g08z42 5 21 discretization discretization NOUN ng451g08z42 5 22 while while SCONJ ng451g08z42 5 23 keeping keep VERB ng451g08z42 5 24 the the DET ng451g08z42 5 25 rank rank NOUN ng451g08z42 5 26 fixed fix VERB ng451g08z42 5 27 . . PUNCT ng451g08z42 6 1 the the DET ng451g08z42 6 2 dlr dlr NOUN ng451g08z42 6 3 method method NOUN ng451g08z42 6 4 does do AUX ng451g08z42 6 5 not not PART ng451g08z42 6 6 preserve preserve VERB ng451g08z42 6 7 the the DET ng451g08z42 6 8 number number NOUN ng451g08z42 6 9 of of ADP ng451g08z42 6 10 particles particle NOUN ng451g08z42 6 11 , , PUNCT ng451g08z42 6 12 which which PRON ng451g08z42 6 13 limits limit VERB ng451g08z42 6 14 its its PRON ng451g08z42 6 15 practicability practicability NOUN ng451g08z42 6 16 . . PUNCT ng451g08z42 7 1 this this DET ng451g08z42 7 2 conservation conservation NOUN ng451g08z42 7 3 issue issue NOUN ng451g08z42 7 4 is be AUX ng451g08z42 7 5 addressed address VERB ng451g08z42 7 6 by by ADP ng451g08z42 7 7 solving solve VERB ng451g08z42 7 8 a a DET ng451g08z42 7 9 low low ADJ ng451g08z42 7 10 - - PUNCT ng451g08z42 7 11 order order NOUN ng451g08z42 7 12 equation equation NOUN ng451g08z42 7 13 with with ADP ng451g08z42 7 14 closure closure NOUN ng451g08z42 7 15 terms term NOUN ng451g08z42 7 16 coupled couple VERB ng451g08z42 7 17 to to ADP ng451g08z42 7 18 a a DET ng451g08z42 7 19 low low ADJ ng451g08z42 7 20 - - PUNCT ng451g08z42 7 21 rank rank NOUN ng451g08z42 7 22 approximation approximation NOUN ng451g08z42 7 23 with with ADP ng451g08z42 7 24 the the DET ng451g08z42 7 25 high high ADJ ng451g08z42 7 26 - - PUNCT ng451g08z42 7 27 order order NOUN ng451g08z42 7 28 solution solution NOUN ng451g08z42 7 29 . . PUNCT ng451g08z42 8 1 the the DET ng451g08z42 8 2 high high ADJ ng451g08z42 8 3 - - PUNCT ng451g08z42 8 4 order order NOUN ng451g08z42 8 5 solution solution NOUN ng451g08z42 8 6 approximates approximate VERB ng451g08z42 8 7 the the DET ng451g08z42 8 8 closure closure NOUN ng451g08z42 8 9 term term NOUN ng451g08z42 8 10 well well ADV ng451g08z42 8 11 , , PUNCT ng451g08z42 8 12 and and CCONJ ng451g08z42 8 13 the the DET ng451g08z42 8 14 low low ADJ ng451g08z42 8 15 - - PUNCT ng451g08z42 8 16 order order NOUN ng451g08z42 8 17 solution solution NOUN ng451g08z42 8 18 corrects correct VERB ng451g08z42 8 19 the the DET ng451g08z42 8 20 low low ADJ ng451g08z42 8 21 - - PUNCT ng451g08z42 8 22 rank rank NOUN ng451g08z42 8 23 evolution evolution NOUN ng451g08z42 8 24 's 's PART ng451g08z42 8 25 conservation conservation NOUN ng451g08z42 8 26 bias bias NOUN ng451g08z42 8 27 . . PUNCT ng451g08z42 9 1 the the DET ng451g08z42 9 2 so so ADV ng451g08z42 9 3 - - PUNCT ng451g08z42 9 4 called call VERB ng451g08z42 9 5 high high ADJ ng451g08z42 9 6 - - PUNCT ng451g08z42 9 7 order order NOUN ng451g08z42 9 8 / / SYM ng451g08z42 9 9 low low ADJ ng451g08z42 9 10 - - PUNCT ng451g08z42 9 11 order order NOUN ng451g08z42 9 12 ( ( PUNCT ng451g08z42 9 13 holo holo PROPN ng451g08z42 9 14 ) ) PUNCT ng451g08z42 9 15 algorithm algorithm PROPN ng451g08z42 9 16 is be AUX ng451g08z42 9 17 demonstrated demonstrate VERB ng451g08z42 9 18 that that SCONJ ng451g08z42 9 19 overcomes overcome VERB ng451g08z42 9 20 the the DET ng451g08z42 9 21 conservation conservation NOUN ng451g08z42 9 22 difficulty difficulty NOUN ng451g08z42 9 23 while while SCONJ ng451g08z42 9 24 the the DET ng451g08z42 9 25 computational computational ADJ ng451g08z42 9 26 efficiency efficiency NOUN ng451g08z42 9 27 and and CCONJ ng451g08z42 9 28 accuracy accuracy NOUN ng451g08z42 9 29 are be AUX ng451g08z42 9 30 preserved preserve VERB ng451g08z42 9 31 . . PUNCT ng451g08z42 10 1 the the DET ng451g08z42 10 2 low low ADJ ng451g08z42 10 3 - - PUNCT ng451g08z42 10 4 rank rank NOUN ng451g08z42 10 5 scheme scheme NOUN ng451g08z42 10 6 is be AUX ng451g08z42 10 7 extended extend VERB ng451g08z42 10 8 for for ADP ng451g08z42 10 9 the the DET ng451g08z42 10 10 time time NOUN ng451g08z42 10 11 - - PUNCT ng451g08z42 10 12 dependent dependent ADJ ng451g08z42 10 13 radiation radiation NOUN ng451g08z42 10 14 transport transport NOUN ng451g08z42 10 15 equation equation NOUN ng451g08z42 10 16 in in ADP ng451g08z42 10 17 2 2 NUM ng451g08z42 10 18 - - PUNCT ng451g08z42 10 19 d d NOUN ng451g08z42 10 20 and and CCONJ ng451g08z42 10 21 3 3 NUM ng451g08z42 10 22 - - PUNCT ng451g08z42 10 23 d d NOUN ng451g08z42 10 24 cartesian cartesian NOUN ng451g08z42 10 25 geometries geometry NOUN ng451g08z42 10 26 with with ADP ng451g08z42 10 27 discrete discrete ADJ ng451g08z42 10 28 ordinates ordinate NOUN ng451g08z42 10 29 ( ( PUNCT ng451g08z42 10 30 sn sn PROPN ng451g08z42 10 31 ) ) PUNCT ng451g08z42 10 32 discretization discretization NOUN ng451g08z42 10 33 in in ADP ng451g08z42 10 34 angle angle NOUN ng451g08z42 10 35 . . PUNCT ng451g08z42 11 1 the the DET ng451g08z42 11 2 reduced reduced ADJ ng451g08z42 11 3 system system NOUN ng451g08z42 11 4 that that PRON ng451g08z42 11 5 evolves evolve VERB ng451g08z42 11 6 on on ADP ng451g08z42 11 7 a a DET ng451g08z42 11 8 low low ADJ ng451g08z42 11 9 - - PUNCT ng451g08z42 11 10 rank rank NOUN ng451g08z42 11 11 manifold manifold NOUN ng451g08z42 11 12 is be AUX ng451g08z42 11 13 constructed construct VERB ng451g08z42 11 14 via via ADP ng451g08z42 11 15 an an DET ng451g08z42 11 16 " " PUNCT ng451g08z42 11 17 unconventional unconventional ADJ ng451g08z42 11 18 " " PUNCT ng451g08z42 11 19 basis basis NOUN ng451g08z42 11 20 update update NOUN ng451g08z42 11 21 & & CCONJ ng451g08z42 11 22 amp amp PROPN ng451g08z42 11 23 ; ; PUNCT ng451g08z42 11 24 galerkin galerkin PROPN ng451g08z42 11 25 integrator integrator PROPN ng451g08z42 11 26 to to PART ng451g08z42 11 27 avoid avoid VERB ng451g08z42 11 28 a a DET ng451g08z42 11 29 substep substep NOUN ng451g08z42 11 30 that that PRON ng451g08z42 11 31 is be AUX ng451g08z42 11 32 backward backward ADJ ng451g08z42 11 33 in in ADP ng451g08z42 11 34 time time NOUN ng451g08z42 11 35 , , PUNCT ng451g08z42 11 36 which which PRON ng451g08z42 11 37 could could AUX ng451g08z42 11 38 be be AUX ng451g08z42 11 39 unstable unstable ADJ ng451g08z42 11 40 for for ADP ng451g08z42 11 41 dissipative dissipative ADJ ng451g08z42 11 42 problems problem NOUN ng451g08z42 11 43 . . PUNCT ng451g08z42 12 1 the the DET ng451g08z42 12 2 resulting result VERB ng451g08z42 12 3 system system NOUN ng451g08z42 12 4 preserves preserve VERB ng451g08z42 12 5 the the DET ng451g08z42 12 6 information information NOUN ng451g08z42 12 7 on on ADP ng451g08z42 12 8 angular angular ADJ ng451g08z42 12 9 direction direction NOUN ng451g08z42 12 10 by by ADP ng451g08z42 12 11 applying apply VERB ng451g08z42 12 12 separate separate ADJ ng451g08z42 12 13 low low ADJ ng451g08z42 12 14 - - PUNCT ng451g08z42 12 15 rank rank NOUN ng451g08z42 12 16 decompositions decomposition NOUN ng451g08z42 12 17 in in ADP ng451g08z42 12 18 each each DET ng451g08z42 12 19 octant octant NOUN ng451g08z42 12 20 where where SCONJ ng451g08z42 12 21 angular angular ADJ ng451g08z42 12 22 intensity intensity NOUN ng451g08z42 12 23 has have VERB ng451g08z42 12 24 the the DET ng451g08z42 12 25 same same ADJ ng451g08z42 12 26 sign sign NOUN ng451g08z42 12 27 as as ADP ng451g08z42 12 28 the the DET ng451g08z42 12 29 direction direction NOUN ng451g08z42 12 30 cosines cosine NOUN ng451g08z42 12 31 . . PUNCT ng451g08z42 13 1 then then ADV ng451g08z42 13 2 , , PUNCT ng451g08z42 13 3 transport transport NOUN ng451g08z42 13 4 sweeps sweep NOUN ng451g08z42 13 5 and and CCONJ ng451g08z42 13 6 source source NOUN ng451g08z42 13 7 iteration iteration NOUN ng451g08z42 13 8 can can AUX ng451g08z42 13 9 efficiently efficiently ADV ng451g08z42 13 10 solve solve VERB ng451g08z42 13 11 this this DET ng451g08z42 13 12 low low ADJ ng451g08z42 13 13 - - PUNCT ng451g08z42 13 14 rank rank NOUN ng451g08z42 13 15 - - PUNCT ng451g08z42 13 16 sn sn NOUN ng451g08z42 13 17 system system NOUN ng451g08z42 13 18 . . PUNCT ng451g08z42 14 1 the the DET ng451g08z42 14 2 numerical numerical ADJ ng451g08z42 14 3 results result NOUN ng451g08z42 14 4 in in ADP ng451g08z42 14 5 2 2 NUM ng451g08z42 14 6 - - PUNCT ng451g08z42 14 7 d d NOUN ng451g08z42 14 8 and and CCONJ ng451g08z42 14 9 3 3 NUM ng451g08z42 14 10 - - PUNCT ng451g08z42 14 11 d d NOUN ng451g08z42 14 12 cartesian cartesian NOUN ng451g08z42 14 13 geometries geometry NOUN ng451g08z42 14 14 demonstrate demonstrate VERB ng451g08z42 14 15 that that SCONJ ng451g08z42 14 16 the the DET ng451g08z42 14 17 low low ADJ ng451g08z42 14 18 - - PUNCT ng451g08z42 14 19 rank rank NOUN ng451g08z42 14 20 solution solution NOUN ng451g08z42 14 21 requires require VERB ng451g08z42 14 22 less less ADJ ng451g08z42 14 23 memory memory NOUN ng451g08z42 14 24 and and CCONJ ng451g08z42 14 25 computational computational ADJ ng451g08z42 14 26 time time NOUN ng451g08z42 14 27 than than ADP ng451g08z42 14 28 solving solve VERB ng451g08z42 14 29 the the DET ng451g08z42 14 30 full full ADJ ng451g08z42 14 31 - - PUNCT ng451g08z42 14 32 rank rank NOUN ng451g08z42 14 33 equations equation NOUN ng451g08z42 14 34 using use VERB ng451g08z42 14 35 transport transport NOUN ng451g08z42 14 36 sweeps sweep NOUN ng451g08z42 14 37 without without ADP ng451g08z42 14 38 losing lose VERB ng451g08z42 14 39 accuracy accuracy NOUN ng451g08z42 14 40 . . PUNCT