id sid tid token lemma pos v979v122b96 1 1 the the DET v979v122b96 1 2 catalytic catalytic ADJ v979v122b96 1 3 hydrogel hydrogel NOUN v979v122b96 1 4 membrane membrane NOUN v979v122b96 1 5 reactor reactor NOUN v979v122b96 1 6 ( ( PUNCT v979v122b96 1 7 chmr chmr NOUN v979v122b96 1 8 ) ) PUNCT v979v122b96 1 9 is be AUX v979v122b96 1 10 a a DET v979v122b96 1 11 promising promising ADJ v979v122b96 1 12 reactor reactor NOUN v979v122b96 1 13 design design NOUN v979v122b96 1 14 for for ADP v979v122b96 1 15 contaminants contaminant NOUN v979v122b96 1 16 in in ADP v979v122b96 1 17 water water NOUN v979v122b96 1 18 using use VERB v979v122b96 1 19 heterogeneous heterogeneous ADJ v979v122b96 1 20 hydrogenation hydrogenation NOUN v979v122b96 1 21 catalysis catalysis NOUN v979v122b96 1 22 . . PUNCT v979v122b96 2 1 it it PRON v979v122b96 2 2 allows allow VERB v979v122b96 2 3 for for ADP v979v122b96 2 4 control control NOUN v979v122b96 2 5 of of ADP v979v122b96 2 6 reaction reaction NOUN v979v122b96 2 7 conditions condition NOUN v979v122b96 2 8 and and CCONJ v979v122b96 2 9 byproduct byproduct NOUN v979v122b96 2 10 selectivity selectivity NOUN v979v122b96 2 11 . . PUNCT v979v122b96 3 1 the the DET v979v122b96 3 2 chmr chmr NOUN v979v122b96 3 3 has have AUX v979v122b96 3 4 previously previously ADV v979v122b96 3 5 been be AUX v979v122b96 3 6 investigated investigate VERB v979v122b96 3 7 using use VERB v979v122b96 3 8 palladium palladium NOUN v979v122b96 3 9 ( ( PUNCT v979v122b96 3 10 pd pd PROPN v979v122b96 3 11 ) ) PUNCT v979v122b96 3 12 catalysts catalyst NOUN v979v122b96 3 13 for for ADP v979v122b96 3 14 treating treat VERB v979v122b96 3 15 nitrite nitrite PROPN v979v122b96 3 16 . . PUNCT v979v122b96 4 1 the the DET v979v122b96 4 2 primary primary ADJ v979v122b96 4 3 goal goal NOUN v979v122b96 4 4 of of ADP v979v122b96 4 5 this this DET v979v122b96 4 6 thesis thesis NOUN v979v122b96 4 7 was be AUX v979v122b96 4 8 to to PART v979v122b96 4 9 expand expand VERB v979v122b96 4 10 the the DET v979v122b96 4 11 chmr chmr NOUN v979v122b96 4 12 technology technology NOUN v979v122b96 4 13 to to PART v979v122b96 4 14 successfully successfully ADV v979v122b96 4 15 treat treat VERB v979v122b96 4 16 nitrate nitrate NOUN v979v122b96 4 17 ( ( PUNCT v979v122b96 4 18 no3- no3- PROPN v979v122b96 4 19 ) ) PUNCT v979v122b96 4 20 in in ADP v979v122b96 4 21 water water NOUN v979v122b96 4 22 by by ADP v979v122b96 4 23 using use VERB v979v122b96 4 24 bimetallic bimetallic ADJ v979v122b96 4 25 catalysts catalyst NOUN v979v122b96 4 26 . . PUNCT v979v122b96 5 1 the the DET v979v122b96 5 2 research research NOUN v979v122b96 5 3 objectives objective NOUN v979v122b96 5 4 were be AUX v979v122b96 5 5 to to AUX v979v122b96 5 6 ( ( PUNCT v979v122b96 5 7 1 1 X v979v122b96 5 8 ) ) PUNCT v979v122b96 5 9 develop develop VERB v979v122b96 5 10 and and CCONJ v979v122b96 5 11 calibrate calibrate VERB v979v122b96 5 12 a a DET v979v122b96 5 13 computational computational ADJ v979v122b96 5 14 model model NOUN v979v122b96 5 15 of of ADP v979v122b96 5 16 the the DET v979v122b96 5 17 chmr chmr NOUN v979v122b96 5 18 to to PART v979v122b96 5 19 predict predict VERB v979v122b96 5 20 the the DET v979v122b96 5 21 effects effect NOUN v979v122b96 5 22 of of ADP v979v122b96 5 23 reactor reactor NOUN v979v122b96 5 24 conditions condition NOUN v979v122b96 5 25 on on ADP v979v122b96 5 26 catalytic catalytic ADJ v979v122b96 5 27 activity activity NOUN v979v122b96 5 28 , , PUNCT v979v122b96 5 29 ( ( PUNCT v979v122b96 5 30 2 2 X v979v122b96 5 31 ) ) PUNCT v979v122b96 5 32 develop develop VERB v979v122b96 5 33 an an DET v979v122b96 5 34 ex ex ADJ v979v122b96 5 35 - - ADJ v979v122b96 5 36 situ situ ADJ v979v122b96 5 37 method method NOUN v979v122b96 5 38 to to PART v979v122b96 5 39 incorporate incorporate VERB v979v122b96 5 40 nanoparticles nanoparticle NOUN v979v122b96 5 41 into into ADP v979v122b96 5 42 the the DET v979v122b96 5 43 hydrogel hydrogel NOUN v979v122b96 5 44 without without ADP v979v122b96 5 45 impacting impact VERB v979v122b96 5 46 stability stability NOUN v979v122b96 5 47 , , PUNCT v979v122b96 5 48 and and CCONJ v979v122b96 5 49 ( ( PUNCT v979v122b96 5 50 3 3 X v979v122b96 5 51 ) ) PUNCT v979v122b96 5 52 demonstrate demonstrate VERB v979v122b96 5 53 the the DET v979v122b96 5 54 efficacy efficacy NOUN v979v122b96 5 55 of of ADP v979v122b96 5 56 a a DET v979v122b96 5 57 bimetallic bimetallic ADJ v979v122b96 5 58 catalyst catalyst NOUN v979v122b96 5 59 in in ADP v979v122b96 5 60 the the DET v979v122b96 5 61 chmr chmr NOUN v979v122b96 5 62 to to PART v979v122b96 5 63 treat treat VERB v979v122b96 5 64 no3 no3 PROPN v979v122b96 5 65 in in ADP v979v122b96 5 66 water water NOUN v979v122b96 5 67 . . PUNCT v979v122b96 6 1 results result NOUN v979v122b96 6 2 from from ADP v979v122b96 6 3 the the DET v979v122b96 6 4 model model NOUN v979v122b96 6 5 indicate indicate VERB v979v122b96 6 6 that that SCONJ v979v122b96 6 7 hydrogel hydrogel NOUN v979v122b96 6 8 thickness thickness NOUN v979v122b96 6 9 plays play VERB v979v122b96 6 10 a a DET v979v122b96 6 11 large large ADJ v979v122b96 6 12 role role NOUN v979v122b96 6 13 in in ADP v979v122b96 6 14 reaction reaction NOUN v979v122b96 6 15 flux flux NOUN v979v122b96 6 16 with with ADP v979v122b96 6 17 thick thick ADJ v979v122b96 6 18 hydrogels hydrogel NOUN v979v122b96 6 19 being be AUX v979v122b96 6 20 limited limit VERB v979v122b96 6 21 by by ADP v979v122b96 6 22 diffusion diffusion NOUN v979v122b96 6 23 . . PUNCT v979v122b96 7 1 the the DET v979v122b96 7 2 model model NOUN v979v122b96 7 3 also also ADV v979v122b96 7 4 shows show VERB v979v122b96 7 5 that that SCONJ v979v122b96 7 6 too too ADV v979v122b96 7 7 thin thin ADJ v979v122b96 7 8 of of ADP v979v122b96 7 9 hydrogels hydrogel NOUN v979v122b96 7 10 reduce reduce VERB v979v122b96 7 11 the the DET v979v122b96 7 12 activity activity NOUN v979v122b96 7 13 due due ADP v979v122b96 7 14 to to ADP v979v122b96 7 15 a a DET v979v122b96 7 16 limited limited ADJ v979v122b96 7 17 amount amount NOUN v979v122b96 7 18 of of ADP v979v122b96 7 19 available available ADJ v979v122b96 7 20 pd pd PROPN v979v122b96 7 21 active active ADJ v979v122b96 7 22 sites site NOUN v979v122b96 7 23 and and CCONJ v979v122b96 7 24 result result VERB v979v122b96 7 25 in in ADP v979v122b96 7 26 wasted waste VERB v979v122b96 7 27 h2 h2 PROPN v979v122b96 7 28 into into ADP v979v122b96 7 29 the the DET v979v122b96 7 30 bulk bulk ADJ v979v122b96 7 31 solution solution NOUN v979v122b96 7 32 . . PUNCT v979v122b96 8 1 the the DET v979v122b96 8 2 effect effect NOUN v979v122b96 8 3 of of ADP v979v122b96 8 4 hydrogel hydrogel NOUN v979v122b96 8 5 thickness thickness NOUN v979v122b96 8 6 was be AUX v979v122b96 8 7 verified verify VERB v979v122b96 8 8 experimentally experimentally ADV v979v122b96 8 9 . . PUNCT v979v122b96 9 1 the the DET v979v122b96 9 2 pd pd PROPN v979v122b96 9 3 mass mass PROPN v979v122b96 9 4 - - PUNCT v979v122b96 9 5 normalized normalize VERB v979v122b96 9 6 rate rate NOUN v979v122b96 9 7 constant constant NOUN v979v122b96 9 8 decreased decrease VERB v979v122b96 9 9 from from ADP v979v122b96 9 10 0.030 0.030 NUM v979v122b96 9 11 to to ADP v979v122b96 9 12 0.007 0.007 NUM v979v122b96 9 13 l l NOUN v979v122b96 9 14 mol mol PROPN v979v122b96 9 15 pd-1 pd-1 VERB v979v122b96 9 16 s-1 s-1 PROPN v979v122b96 9 17 when when SCONJ v979v122b96 9 18 the the DET v979v122b96 9 19 hydrogel hydrogel NOUN v979v122b96 9 20 thickness thickness NOUN v979v122b96 9 21 increased increase VERB v979v122b96 9 22 from from ADP v979v122b96 9 23 150 150 NUM v979v122b96 9 24 to to PART v979v122b96 9 25 450 450 NUM v979v122b96 9 26 μm μm NOUN v979v122b96 9 27 using use VERB v979v122b96 9 28 a a DET v979v122b96 9 29 palladium palladium NOUN v979v122b96 9 30 - - PUNCT v979v122b96 9 31 indium indium NOUN v979v122b96 9 32 ( ( PUNCT v979v122b96 9 33 pd pd PROPN v979v122b96 9 34 - - PUNCT v979v122b96 9 35 in in PROPN v979v122b96 9 36 ) ) PUNCT v979v122b96 9 37 catalyst catalyst NOUN v979v122b96 9 38 . . PUNCT v979v122b96 10 1 nanoparticles nanoparticle NOUN v979v122b96 10 2 were be AUX v979v122b96 10 3 synthesized synthesize VERB v979v122b96 10 4 outside outside ADV v979v122b96 10 5 of of ADP v979v122b96 10 6 the the DET v979v122b96 10 7 hydrogel hydrogel NOUN v979v122b96 10 8 ( ( PUNCT v979v122b96 10 9 ex ex NOUN v979v122b96 10 10 - - NOUN v979v122b96 10 11 situ situ ADJ v979v122b96 10 12 ) ) PUNCT v979v122b96 10 13 and and CCONJ v979v122b96 10 14 then then ADV v979v122b96 10 15 stabilized stabilize VERB v979v122b96 10 16 with with ADP v979v122b96 10 17 alginate alginate NOUN v979v122b96 10 18 to to PART v979v122b96 10 19 prevent prevent VERB v979v122b96 10 20 aggregation aggregation NOUN v979v122b96 10 21 . . PUNCT v979v122b96 11 1 ex ex X v979v122b96 11 2 - - ADJ v979v122b96 11 3 situ situ ADJ v979v122b96 11 4 catalysts catalyst NOUN v979v122b96 11 5 incorporated incorporate VERB v979v122b96 11 6 into into ADP v979v122b96 11 7 the the DET v979v122b96 11 8 hydrogel hydrogel NOUN v979v122b96 11 9 were be AUX v979v122b96 11 10 shown show VERB v979v122b96 11 11 to to PART v979v122b96 11 12 be be AUX v979v122b96 11 13 more more ADV v979v122b96 11 14 active active ADJ v979v122b96 11 15 than than ADP v979v122b96 11 16 in in ADP v979v122b96 11 17 - - PUNCT v979v122b96 11 18 situ situ NOUN v979v122b96 11 19 synthesized synthesize VERB v979v122b96 11 20 catalysts catalyst NOUN v979v122b96 11 21 ( ( PUNCT v979v122b96 11 22 99.6 99.6 NUM v979v122b96 11 23 % % NOUN v979v122b96 11 24 vs vs ADP v979v122b96 11 25 78.7 78.7 NUM v979v122b96 11 26 % % NOUN v979v122b96 11 27 nitrite nitrite NOUN v979v122b96 11 28 ( ( PUNCT v979v122b96 11 29 no2- no2- NOUN v979v122b96 11 30 ) ) PUNCT v979v122b96 11 31 removal removal NOUN v979v122b96 11 32 ) ) PUNCT v979v122b96 11 33 . . PUNCT v979v122b96 12 1 alginate alginate VERB v979v122b96 12 2 stabilization stabilization NOUN v979v122b96 12 3 also also ADV v979v122b96 12 4 benefited benefit VERB v979v122b96 12 5 catalyst catalyst NOUN v979v122b96 12 6 protection protection NOUN v979v122b96 12 7 from from ADP v979v122b96 12 8 oxidation oxidation NOUN v979v122b96 12 9 . . PUNCT v979v122b96 13 1 after after ADP v979v122b96 13 2 aging age VERB v979v122b96 13 3 30 30 NUM v979v122b96 13 4 days day NOUN v979v122b96 13 5 , , PUNCT v979v122b96 13 6 stabilized stabilize VERB v979v122b96 13 7 nanoparticles nanoparticle NOUN v979v122b96 13 8 had have VERB v979v122b96 13 9 a a DET v979v122b96 13 10 higher high ADJ v979v122b96 13 11 reaction reaction NOUN v979v122b96 13 12 rate rate NOUN v979v122b96 13 13 ( ( PUNCT v979v122b96 13 14 1.27 1.27 NUM v979v122b96 13 15 x x SYM v979v122b96 13 16 10 10 NUM v979v122b96 13 17 - - SYM v979v122b96 13 18 4 4 NUM v979v122b96 13 19 s-1 s-1 NUM v979v122b96 13 20 ) ) PUNCT v979v122b96 13 21 for for ADP v979v122b96 13 22 no2reduction no2reduction NOUN v979v122b96 13 23 than than ADP v979v122b96 13 24 non non ADJ v979v122b96 13 25 - - ADJ v979v122b96 13 26 stabilized stabilized ADJ v979v122b96 13 27 nanoparticles nanoparticle NOUN v979v122b96 13 28 ( ( PUNCT v979v122b96 13 29 5.88 5.88 NUM v979v122b96 13 30 x x SYM v979v122b96 13 31 10 10 NUM v979v122b96 13 32 - - SYM v979v122b96 13 33 5 5 NUM v979v122b96 13 34 s-1 s-1 NUM v979v122b96 13 35 ) ) PUNCT v979v122b96 13 36 . . PUNCT v979v122b96 14 1 pd pd PROPN v979v122b96 14 2 - - PUNCT v979v122b96 14 3 in in ADP v979v122b96 14 4 bimetallic bimetallic ADJ v979v122b96 14 5 nanoparticles nanoparticle NOUN v979v122b96 14 6 successfully successfully ADV v979v122b96 14 7 reduced reduce VERB v979v122b96 14 8 no3- no3- PROPN v979v122b96 14 9 , , PUNCT v979v122b96 14 10 though though ADV v979v122b96 14 11 had have VERB v979v122b96 14 12 a a DET v979v122b96 14 13 poor poor ADJ v979v122b96 14 14 n2 n2 PROPN v979v122b96 14 15 selectivity selectivity NOUN v979v122b96 14 16 , , PUNCT v979v122b96 14 17 in in ADP v979v122b96 14 18 the the DET v979v122b96 14 19 chmr chmr NOUN v979v122b96 14 20 . . PUNCT v979v122b96 15 1 in in ADP v979v122b96 15 2 a a DET v979v122b96 15 3 six six NUM v979v122b96 15 4 - - PUNCT v979v122b96 15 5 hour hour NOUN v979v122b96 15 6 reaction reaction NOUN v979v122b96 15 7 in in ADP v979v122b96 15 8 the the DET v979v122b96 15 9 chmr chmr NOUN v979v122b96 15 10 , , PUNCT v979v122b96 15 11 43 43 NUM v979v122b96 15 12 % % NOUN v979v122b96 15 13 no3removal no3removal X v979v122b96 15 14 and and CCONJ v979v122b96 15 15 14 14 NUM v979v122b96 15 16 % % NOUN v979v122b96 15 17 n2 n2 PROPN v979v122b96 15 18 selectivity selectivity PROPN v979v122b96 15 19 were be AUX v979v122b96 15 20 observed observe VERB v979v122b96 15 21 . . PUNCT v979v122b96 16 1 the the DET v979v122b96 16 2 type type NOUN v979v122b96 16 3 of of ADP v979v122b96 16 4 bimetallic bimetallic ADJ v979v122b96 16 5 and and CCONJ v979v122b96 16 6 synthesis synthesis NOUN v979v122b96 16 7 procedure procedure NOUN v979v122b96 16 8 affected affect VERB v979v122b96 16 9 no3removal no3removal PROPN v979v122b96 16 10 and and CCONJ v979v122b96 16 11 selectivity selectivity NOUN v979v122b96 16 12 . . PUNCT v979v122b96 17 1 these these DET v979v122b96 17 2 results result NOUN v979v122b96 17 3 are be AUX v979v122b96 17 4 promising promise VERB v979v122b96 17 5 and and CCONJ v979v122b96 17 6 suggest suggest VERB v979v122b96 17 7 the the DET v979v122b96 17 8 chmr chmr NOUN v979v122b96 17 9 is be AUX v979v122b96 17 10 capable capable ADJ v979v122b96 17 11 of of ADP v979v122b96 17 12 efficient efficient ADJ v979v122b96 17 13 no3hydrogenation no3hydrogenation NOUN v979v122b96 17 14 with with ADP v979v122b96 17 15 an an DET v979v122b96 17 16 improved improved ADJ v979v122b96 17 17 catalyst catalyst NOUN v979v122b96 17 18 . . PUNCT