id sid tid token lemma pos sf268338x32 1 1 in in ADP sf268338x32 1 2 this this DET sf268338x32 1 3 thesis thesis NOUN sf268338x32 1 4 , , PUNCT sf268338x32 1 5 we we PRON sf268338x32 1 6 consider consider VERB sf268338x32 1 7 the the DET sf268338x32 1 8 motion motion NOUN sf268338x32 1 9 planning planning NOUN sf268338x32 1 10 problem problem NOUN sf268338x32 1 11 for for ADP sf268338x32 1 12 a a DET sf268338x32 1 13 symmetric symmetric ADJ sf268338x32 1 14 distributed distribute VERB sf268338x32 1 15 system system NOUN sf268338x32 1 16 which which PRON sf268338x32 1 17 consists consist VERB sf268338x32 1 18 of of ADP sf268338x32 1 19 a a DET sf268338x32 1 20 group group NOUN sf268338x32 1 21 of of ADP sf268338x32 1 22 autonomous autonomous ADJ sf268338x32 1 23 mobile mobile ADJ sf268338x32 1 24 robots robot NOUN sf268338x32 1 25 operating operate VERB sf268338x32 1 26 in in ADP sf268338x32 1 27 a a DET sf268338x32 1 28 two two NUM sf268338x32 1 29 - - PUNCT sf268338x32 1 30 dimensional dimensional ADJ sf268338x32 1 31 obstacle obstacle NOUN sf268338x32 1 32 - - PUNCT sf268338x32 1 33 free free ADJ sf268338x32 1 34 environment environment NOUN sf268338x32 1 35 . . PUNCT sf268338x32 2 1 each each DET sf268338x32 2 2 robot robot NOUN sf268338x32 2 3 has have VERB sf268338x32 2 4 a a DET sf268338x32 2 5 predefined predefine VERB sf268338x32 2 6 initial initial ADJ sf268338x32 2 7 state state NOUN sf268338x32 2 8 and and CCONJ sf268338x32 2 9 final final ADJ sf268338x32 2 10 state state NOUN sf268338x32 2 11 and and CCONJ sf268338x32 2 12 the the DET sf268338x32 2 13 problem problem NOUN sf268338x32 2 14 is be AUX sf268338x32 2 15 to to PART sf268338x32 2 16 find find VERB sf268338x32 2 17 the the DET sf268338x32 2 18 optimal optimal ADJ sf268338x32 2 19 path path NOUN sf268338x32 2 20 between between ADP sf268338x32 2 21 two two NUM sf268338x32 2 22 states state NOUN sf268338x32 2 23 for for ADP sf268338x32 2 24 every every DET sf268338x32 2 25 robot robot NOUN sf268338x32 2 26 . . PUNCT sf268338x32 3 1 the the DET sf268338x32 3 2 path path NOUN sf268338x32 3 3 is be AUX sf268338x32 3 4 optimized optimize VERB sf268338x32 3 5 with with ADP sf268338x32 3 6 respect respect NOUN sf268338x32 3 7 to to ADP sf268338x32 3 8 the the DET sf268338x32 3 9 control control NOUN sf268338x32 3 10 effort effort NOUN sf268338x32 3 11 and and CCONJ sf268338x32 3 12 the the DET sf268338x32 3 13 deviation deviation NOUN sf268338x32 3 14 from from ADP sf268338x32 3 15 a a DET sf268338x32 3 16 desired desire VERB sf268338x32 3 17 formation formation NOUN sf268338x32 3 18 . . PUNCT sf268338x32 4 1 due due ADP sf268338x32 4 2 to to ADP sf268338x32 4 3 scaling scale VERB sf268338x32 4 4 issues issue NOUN sf268338x32 4 5 , , PUNCT sf268338x32 4 6 it it PRON sf268338x32 4 7 becomes become VERB sf268338x32 4 8 more more ADV sf268338x32 4 9 and and CCONJ sf268338x32 4 10 more more ADV sf268338x32 4 11 difficult difficult ADJ sf268338x32 4 12 and and CCONJ sf268338x32 4 13 sometimes sometimes ADV sf268338x32 4 14 infeasible infeasible ADJ sf268338x32 4 15 to to PART sf268338x32 4 16 numerically numerically ADV sf268338x32 4 17 find find VERB sf268338x32 4 18 solutions solution NOUN sf268338x32 4 19 to to ADP sf268338x32 4 20 the the DET sf268338x32 4 21 problem problem NOUN sf268338x32 4 22 as as ADP sf268338x32 4 23 the the DET sf268338x32 4 24 number number NOUN sf268338x32 4 25 of of ADP sf268338x32 4 26 robots robot NOUN sf268338x32 4 27 increases increase NOUN sf268338x32 4 28 . . PUNCT sf268338x32 5 1 one one NUM sf268338x32 5 2 goal goal NOUN sf268338x32 5 3 of of ADP sf268338x32 5 4 this this DET sf268338x32 5 5 thesis thesis NOUN sf268338x32 5 6 is be AUX sf268338x32 5 7 to to PART sf268338x32 5 8 exploit exploit VERB sf268338x32 5 9 symmetries symmetry NOUN sf268338x32 5 10 in in ADP sf268338x32 5 11 distributed distribute VERB sf268338x32 5 12 control control NOUN sf268338x32 5 13 systems system NOUN sf268338x32 5 14 to to PART sf268338x32 5 15 reduce reduce VERB sf268338x32 5 16 the the DET sf268338x32 5 17 computational computational ADJ sf268338x32 5 18 effort effort NOUN sf268338x32 5 19 to to PART sf268338x32 5 20 determine determine VERB sf268338x32 5 21 solutions solution NOUN sf268338x32 5 22 for for ADP sf268338x32 5 23 optimal optimal ADJ sf268338x32 5 24 control control NOUN sf268338x32 5 25 of of ADP sf268338x32 5 26 such such ADJ sf268338x32 5 27 systems system NOUN sf268338x32 5 28 . . PUNCT sf268338x32 6 1 one one NUM sf268338x32 6 2 way way NOUN sf268338x32 6 3 to to PART sf268338x32 6 4 characterize characterize VERB sf268338x32 6 5 a a DET sf268338x32 6 6 distributed distribute VERB sf268338x32 6 7 system system NOUN sf268338x32 6 8 is be AUX sf268338x32 6 9 that that SCONJ sf268338x32 6 10 it it PRON sf268338x32 6 11 is be AUX sf268338x32 6 12 a a DET sf268338x32 6 13 control control NOUN sf268338x32 6 14 system system NOUN sf268338x32 6 15 in in ADP sf268338x32 6 16 which which PRON sf268338x32 6 17 the the DET sf268338x32 6 18 state state NOUN sf268338x32 6 19 space space NOUN sf268338x32 6 20 is be AUX sf268338x32 6 21 naturally naturally ADV sf268338x32 6 22 decomposed decompose VERB sf268338x32 6 23 into into ADP sf268338x32 6 24 multiple multiple ADJ sf268338x32 6 25 subsystems subsystem NOUN sf268338x32 6 26 , , PUNCT sf268338x32 6 27 each each PRON sf268338x32 6 28 of of ADP sf268338x32 6 29 which which PRON sf268338x32 6 30 typically typically ADV sf268338x32 6 31 only only ADV sf268338x32 6 32 interacts interact VERB sf268338x32 6 33 with with ADP sf268338x32 6 34 a a DET sf268338x32 6 35 limited limited ADJ sf268338x32 6 36 subset subset NOUN sf268338x32 6 37 of of ADP sf268338x32 6 38 the the DET sf268338x32 6 39 other other ADJ sf268338x32 6 40 subsystems subsystem NOUN sf268338x32 6 41 . . PUNCT sf268338x32 7 1 a a DET sf268338x32 7 2 symmetric symmetric ADJ sf268338x32 7 3 distributed distribute VERB sf268338x32 7 4 system system NOUN sf268338x32 7 5 can can AUX sf268338x32 7 6 be be AUX sf268338x32 7 7 defined define VERB sf268338x32 7 8 when when SCONJ sf268338x32 7 9 the the DET sf268338x32 7 10 subsystems subsystem NOUN sf268338x32 7 11 are be AUX sf268338x32 7 12 diffeomorphically diffeomorphically ADV sf268338x32 7 13 related relate VERB sf268338x32 7 14 . . PUNCT sf268338x32 8 1 the the DET sf268338x32 8 2 optimal optimal ADJ sf268338x32 8 3 control control NOUN sf268338x32 8 4 problem problem NOUN sf268338x32 8 5 for for ADP sf268338x32 8 6 distributed distribute VERB sf268338x32 8 7 systems system NOUN sf268338x32 8 8 may may AUX sf268338x32 8 9 not not PART sf268338x32 8 10 scale scale VERB sf268338x32 8 11 well well ADV sf268338x32 8 12 with with ADP sf268338x32 8 13 the the DET sf268338x32 8 14 size size NOUN sf268338x32 8 15 of of ADP sf268338x32 8 16 the the DET sf268338x32 8 17 overall overall ADJ sf268338x32 8 18 system system NOUN sf268338x32 8 19 ; ; PUNCT sf268338x32 8 20 hence hence ADV sf268338x32 8 21 , , PUNCT sf268338x32 8 22 our our PRON sf268338x32 8 23 efforts effort NOUN sf268338x32 8 24 are be AUX sf268338x32 8 25 directed direct VERB sf268338x32 8 26 toward toward ADP sf268338x32 8 27 exactly exactly ADV sf268338x32 8 28 solving solve VERB sf268338x32 8 29 the the DET sf268338x32 8 30 optimization optimization NOUN sf268338x32 8 31 problem problem NOUN sf268338x32 8 32 for for ADP sf268338x32 8 33 large large ADJ sf268338x32 8 34 scale scale NOUN sf268338x32 8 35 systems system NOUN sf268338x32 8 36 by by ADP sf268338x32 8 37 working work VERB sf268338x32 8 38 with with ADP sf268338x32 8 39 a a DET sf268338x32 8 40 reduced reduce VERB sf268338x32 8 41 order order NOUN sf268338x32 8 42 model model NOUN sf268338x32 8 43 that that PRON sf268338x32 8 44 is be AUX sf268338x32 8 45 determined determine VERB sf268338x32 8 46 by by ADP sf268338x32 8 47 considering consider VERB sf268338x32 8 48 invariance invariance NOUN sf268338x32 8 49 properties property NOUN sf268338x32 8 50 with with ADP sf268338x32 8 51 respect respect NOUN sf268338x32 8 52 to to ADP sf268338x32 8 53 certain certain ADJ sf268338x32 8 54 group group NOUN sf268338x32 8 55 actions action NOUN sf268338x32 8 56 of of ADP sf268338x32 8 57 the the DET sf268338x32 8 58 governing govern VERB sf268338x32 8 59 equations equation NOUN sf268338x32 8 60 of of ADP sf268338x32 8 61 the the DET sf268338x32 8 62 overall overall ADJ sf268338x32 8 63 system system NOUN sf268338x32 8 64 . . PUNCT sf268338x32 9 1 this this DET sf268338x32 9 2 thesis thesis NOUN sf268338x32 9 3 also also ADV sf268338x32 9 4 studies study VERB sf268338x32 9 5 bifurcations bifurcation NOUN sf268338x32 9 6 and and CCONJ sf268338x32 9 7 multiple multiple ADJ sf268338x32 9 8 solutions solution NOUN sf268338x32 9 9 of of ADP sf268338x32 9 10 the the DET sf268338x32 9 11 optimal optimal ADJ sf268338x32 9 12 control control NOUN sf268338x32 9 13 problem problem NOUN sf268338x32 9 14 for for ADP sf268338x32 9 15 mobile mobile ADJ sf268338x32 9 16 robotic robotic ADJ sf268338x32 9 17 systems system NOUN sf268338x32 9 18 . . PUNCT sf268338x32 10 1 while while SCONJ sf268338x32 10 2 the the DET sf268338x32 10 3 existence existence NOUN sf268338x32 10 4 of of ADP sf268338x32 10 5 multiple multiple ADJ sf268338x32 10 6 local local ADJ sf268338x32 10 7 solutions solution NOUN sf268338x32 10 8 to to ADP sf268338x32 10 9 a a DET sf268338x32 10 10 nonlinear nonlinear ADJ sf268338x32 10 11 optimization optimization NOUN sf268338x32 10 12 problem problem NOUN sf268338x32 10 13 is be AUX sf268338x32 10 14 not not PART sf268338x32 10 15 unexpected unexpected ADJ sf268338x32 10 16 , , PUNCT sf268338x32 10 17 the the DET sf268338x32 10 18 nature nature NOUN sf268338x32 10 19 of of ADP sf268338x32 10 20 the the DET sf268338x32 10 21 solutions solution NOUN sf268338x32 10 22 are be AUX sf268338x32 10 23 such such ADJ sf268338x32 10 24 that that SCONJ sf268338x32 10 25 a a DET sf268338x32 10 26 relatively relatively ADV sf268338x32 10 27 rich rich ADJ sf268338x32 10 28 and and CCONJ sf268338x32 10 29 interesting interesting ADJ sf268338x32 10 30 structure structure NOUN sf268338x32 10 31 is be AUX sf268338x32 10 32 present present ADJ sf268338x32 10 33 , , PUNCT sf268338x32 10 34 which which PRON sf268338x32 10 35 potentially potentially ADV sf268338x32 10 36 could could AUX sf268338x32 10 37 be be AUX sf268338x32 10 38 exploited exploit VERB sf268338x32 10 39 for for ADP sf268338x32 10 40 controls control NOUN sf268338x32 10 41 purposes purpose NOUN sf268338x32 10 42 . . PUNCT sf268338x32 11 1 the the DET sf268338x32 11 2 bifurcation bifurcation NOUN sf268338x32 11 3 parameter parameter NOUN sf268338x32 11 4 is be AUX sf268338x32 11 5 the the DET sf268338x32 11 6 relative relative ADJ sf268338x32 11 7 weight weight NOUN sf268338x32 11 8 given give VERB sf268338x32 11 9 to to ADP sf268338x32 11 10 penalizing penalize VERB sf268338x32 11 11 the the DET sf268338x32 11 12 deviation deviation NOUN sf268338x32 11 13 from from ADP sf268338x32 11 14 the the DET sf268338x32 11 15 desired desire VERB sf268338x32 11 16 formation formation NOUN sf268338x32 11 17 versus versus ADP sf268338x32 11 18 control control NOUN sf268338x32 11 19 effort effort NOUN sf268338x32 11 20 . . PUNCT sf268338x32 12 1 numerically numerically ADV sf268338x32 12 2 it it PRON sf268338x32 12 3 is be AUX sf268338x32 12 4 shown show VERB sf268338x32 12 5 that that SCONJ sf268338x32 12 6 as as SCONJ sf268338x32 12 7 this this DET sf268338x32 12 8 number number NOUN sf268338x32 12 9 varies vary VERB sf268338x32 12 10 , , PUNCT sf268338x32 12 11 bifurcations bifurcation NOUN sf268338x32 12 12 of of ADP sf268338x32 12 13 solutions solution NOUN sf268338x32 12 14 are be AUX sf268338x32 12 15 obtained obtain VERB sf268338x32 12 16 . . PUNCT sf268338x32 13 1 theoretic theoretic ADJ sf268338x32 13 2 results result NOUN sf268338x32 13 3 of of ADP sf268338x32 13 4 this this DET sf268338x32 13 5 paper paper NOUN sf268338x32 13 6 relate relate VERB sf268338x32 13 7 to to ADP sf268338x32 13 8 the the DET sf268338x32 13 9 symmetric symmetric ADJ sf268338x32 13 10 properties property NOUN sf268338x32 13 11 of of ADP sf268338x32 13 12 these these DET sf268338x32 13 13 bifurcations bifurcation NOUN sf268338x32 13 14 and and CCONJ sf268338x32 13 15 the the DET sf268338x32 13 16 number number NOUN sf268338x32 13 17 and and CCONJ sf268338x32 13 18 existence existence NOUN sf268338x32 13 19 of of ADP sf268338x32 13 20 multiple multiple ADJ sf268338x32 13 21 solutions solution NOUN sf268338x32 13 22 for for ADP sf268338x32 13 23 large large ADJ sf268338x32 13 24 and and CCONJ sf268338x32 13 25 small small ADJ sf268338x32 13 26 values value NOUN sf268338x32 13 27 of of ADP sf268338x32 13 28 the the DET sf268338x32 13 29 bifurcation bifurcation NOUN sf268338x32 13 30 parameter parameter NOUN sf268338x32 13 31 . . PUNCT sf268338x32 14 1 understanding understand VERB sf268338x32 14 2 the the DET sf268338x32 14 3 existence existence NOUN sf268338x32 14 4 and and CCONJ sf268338x32 14 5 nature nature NOUN sf268338x32 14 6 of of ADP sf268338x32 14 7 multiple multiple ADJ sf268338x32 14 8 solutions solution NOUN sf268338x32 14 9 for for ADP sf268338x32 14 10 optimization optimization NOUN sf268338x32 14 11 problems problem NOUN sf268338x32 14 12 of of ADP sf268338x32 14 13 this this DET sf268338x32 14 14 type type NOUN sf268338x32 14 15 is be AUX sf268338x32 14 16 also also ADV sf268338x32 14 17 of of ADP sf268338x32 14 18 practical practical ADJ sf268338x32 14 19 importance importance NOUN sf268338x32 14 20 due due ADP sf268338x32 14 21 to to ADP sf268338x32 14 22 the the DET sf268338x32 14 23 ubiquity ubiquity NOUN sf268338x32 14 24 of of ADP sf268338x32 14 25 gradient gradient NOUN sf268338x32 14 26 - - PUNCT sf268338x32 14 27 based base VERB sf268338x32 14 28 optimization optimization NOUN sf268338x32 14 29 methods method NOUN sf268338x32 14 30 where where SCONJ sf268338x32 14 31 the the DET sf268338x32 14 32 search search NOUN sf268338x32 14 33 method method NOUN sf268338x32 14 34 will will AUX sf268338x32 14 35 typically typically ADV sf268338x32 14 36 converge converge VERB sf268338x32 14 37 to to ADP sf268338x32 14 38 the the DET sf268338x32 14 39 nearest near ADJ sf268338x32 14 40 local local ADJ sf268338x32 14 41 optimum optimum NOUN sf268338x32 14 42 . . PUNCT