id sid tid token lemma pos 8049g447f8v 1 1 the the DET 8049g447f8v 1 2 objective objective NOUN 8049g447f8v 1 3 of of ADP 8049g447f8v 1 4 this this DET 8049g447f8v 1 5 dissertation dissertation NOUN 8049g447f8v 1 6 is be AUX 8049g447f8v 1 7 to to PART 8049g447f8v 1 8 make make VERB 8049g447f8v 1 9 microgrids microgrid NOUN 8049g447f8v 1 10 , , PUNCT 8049g447f8v 1 11 especially especially ADV 8049g447f8v 1 12 utility utility NOUN 8049g447f8v 1 13 - - PUNCT 8049g447f8v 1 14 scale scale NOUN 8049g447f8v 1 15 ones one NOUN 8049g447f8v 1 16 , , PUNCT 8049g447f8v 1 17 play play VERB 8049g447f8v 1 18 a a DET 8049g447f8v 1 19 more more ADV 8049g447f8v 1 20 important important ADJ 8049g447f8v 1 21 role role NOUN 8049g447f8v 1 22 in in ADP 8049g447f8v 1 23 power power NOUN 8049g447f8v 1 24 system system NOUN 8049g447f8v 1 25 operations operation NOUN 8049g447f8v 1 26 . . PUNCT 8049g447f8v 2 1 equipped equip VERB 8049g447f8v 2 2 with with ADP 8049g447f8v 2 3 power power NOUN 8049g447f8v 2 4 electronic electronic ADJ 8049g447f8v 2 5 interfaces interface NOUN 8049g447f8v 2 6 to to ADP 8049g447f8v 2 7 power power NOUN 8049g447f8v 2 8 systems system NOUN 8049g447f8v 2 9 , , PUNCT 8049g447f8v 2 10 microgrids microgrid NOUN 8049g447f8v 2 11 were be AUX 8049g447f8v 2 12 initially initially ADV 8049g447f8v 2 13 used use VERB 8049g447f8v 2 14 to to PART 8049g447f8v 2 15 improve improve VERB 8049g447f8v 2 16 power power NOUN 8049g447f8v 2 17 quality quality NOUN 8049g447f8v 2 18 by by ADP 8049g447f8v 2 19 providing provide VERB 8049g447f8v 2 20 power power NOUN 8049g447f8v 2 21 services service NOUN 8049g447f8v 2 22 locally locally ADV 8049g447f8v 2 23 . . PUNCT 8049g447f8v 3 1 as as ADP 8049g447f8v 3 2 a a DET 8049g447f8v 3 3 new new ADJ 8049g447f8v 3 4 kind kind NOUN 8049g447f8v 3 5 of of ADP 8049g447f8v 3 6 energy energy NOUN 8049g447f8v 3 7 resource resource NOUN 8049g447f8v 3 8 in in ADP 8049g447f8v 3 9 future future ADJ 8049g447f8v 3 10 electric electric ADJ 8049g447f8v 3 11 power power NOUN 8049g447f8v 3 12 grids grid NOUN 8049g447f8v 3 13 , , PUNCT 8049g447f8v 3 14 microgrids microgrid NOUN 8049g447f8v 3 15 are be AUX 8049g447f8v 3 16 expected expect VERB 8049g447f8v 3 17 to to PART 8049g447f8v 3 18 contribute contribute VERB 8049g447f8v 3 19 more more ADJ 8049g447f8v 3 20 to to ADP 8049g447f8v 3 21 power power NOUN 8049g447f8v 3 22 system system NOUN 8049g447f8v 3 23 operations operation NOUN 8049g447f8v 3 24 . . PUNCT 8049g447f8v 4 1 both both CCONJ 8049g447f8v 4 2 technical technical ADJ 8049g447f8v 4 3 and and CCONJ 8049g447f8v 4 4 operational operational ADJ 8049g447f8v 4 5 challenges challenge NOUN 8049g447f8v 4 6 should should AUX 8049g447f8v 4 7 be be AUX 8049g447f8v 4 8 conquered conquer VERB 8049g447f8v 4 9 to to PART 8049g447f8v 4 10 realize realize VERB 8049g447f8v 4 11 this this DET 8049g447f8v 4 12 vision vision NOUN 8049g447f8v 4 13 . . PUNCT 8049g447f8v 5 1 the the DET 8049g447f8v 5 2 technical technical ADJ 8049g447f8v 5 3 challenge challenge NOUN 8049g447f8v 5 4 concerns concern VERB 8049g447f8v 5 5 power power NOUN 8049g447f8v 5 6 quality quality NOUN 8049g447f8v 5 7 in in ADP 8049g447f8v 5 8 the the DET 8049g447f8v 5 9 form form NOUN 8049g447f8v 5 10 of of ADP 8049g447f8v 5 11 voltage voltage NOUN 8049g447f8v 5 12 magnitude magnitude NOUN 8049g447f8v 5 13 and and CCONJ 8049g447f8v 5 14 frequency frequency NOUN 8049g447f8v 5 15 synchronization synchronization NOUN 8049g447f8v 5 16 . . PUNCT 8049g447f8v 6 1 the the DET 8049g447f8v 6 2 operational operational ADJ 8049g447f8v 6 3 challenge challenge NOUN 8049g447f8v 6 4 involves involve VERB 8049g447f8v 6 5 the the DET 8049g447f8v 6 6 impact impact NOUN 8049g447f8v 6 7 of of ADP 8049g447f8v 6 8 utility utility NOUN 8049g447f8v 6 9 - - PUNCT 8049g447f8v 6 10 scale scale NOUN 8049g447f8v 6 11 microgrids microgrid NOUN 8049g447f8v 6 12 on on ADP 8049g447f8v 6 13 deregulated deregulated ADJ 8049g447f8v 6 14 power power NOUN 8049g447f8v 6 15 market market NOUN 8049g447f8v 6 16 operations.before operations.before NOUN 8049g447f8v 6 17 widely widely ADV 8049g447f8v 6 18 using use VERB 8049g447f8v 6 19 microgrids microgrid NOUN 8049g447f8v 6 20 in in ADP 8049g447f8v 6 21 a a DET 8049g447f8v 6 22 power power NOUN 8049g447f8v 6 23 system system NOUN 8049g447f8v 6 24 , , PUNCT 8049g447f8v 6 25 stability stability NOUN 8049g447f8v 6 26 analysis analysis NOUN 8049g447f8v 6 27 is be AUX 8049g447f8v 6 28 necessary necessary ADJ 8049g447f8v 6 29 to to PART 8049g447f8v 6 30 ensure ensure VERB 8049g447f8v 6 31 high high ADJ 8049g447f8v 6 32 power power NOUN 8049g447f8v 6 33 quality quality NOUN 8049g447f8v 6 34 at at ADP 8049g447f8v 6 35 each each DET 8049g447f8v 6 36 microgrid microgrid NOUN 8049g447f8v 6 37 's 's PART 8049g447f8v 6 38 connection connection NOUN 8049g447f8v 6 39 point point NOUN 8049g447f8v 6 40 . . PUNCT 8049g447f8v 7 1 it it PRON 8049g447f8v 7 2 is be AUX 8049g447f8v 7 3 assumed assume VERB 8049g447f8v 7 4 that that SCONJ 8049g447f8v 7 5 droop droop NOUN 8049g447f8v 7 6 control control NOUN 8049g447f8v 7 7 mechanisms mechanism NOUN 8049g447f8v 7 8 are be AUX 8049g447f8v 7 9 used use VERB 8049g447f8v 7 10 as as ADP 8049g447f8v 7 11 the the DET 8049g447f8v 7 12 primary primary ADJ 8049g447f8v 7 13 controllers controller NOUN 8049g447f8v 7 14 at at ADP 8049g447f8v 7 15 each each DET 8049g447f8v 7 16 microgrid microgrid NOUN 8049g447f8v 7 17 's 's PART 8049g447f8v 7 18 point point NOUN 8049g447f8v 7 19 of of ADP 8049g447f8v 7 20 connection connection NOUN 8049g447f8v 7 21 . . PUNCT 8049g447f8v 8 1 conditions condition NOUN 8049g447f8v 8 2 for for ADP 8049g447f8v 8 3 voltage voltage NOUN 8049g447f8v 8 4 stability stability NOUN 8049g447f8v 8 5 and and CCONJ 8049g447f8v 8 6 frequency frequency NOUN 8049g447f8v 8 7 synchronization synchronization NOUN 8049g447f8v 8 8 are be AUX 8049g447f8v 8 9 derived derive VERB 8049g447f8v 8 10 for for ADP 8049g447f8v 8 11 a a DET 8049g447f8v 8 12 power power NOUN 8049g447f8v 8 13 distribution distribution NOUN 8049g447f8v 8 14 network network NOUN 8049g447f8v 8 15 with with ADP 8049g447f8v 8 16 microgrids microgrid NOUN 8049g447f8v 8 17 . . PUNCT 8049g447f8v 9 1 in in ADP 8049g447f8v 9 2 voltage voltage NOUN 8049g447f8v 9 3 stability stability NOUN 8049g447f8v 9 4 analysis analysis NOUN 8049g447f8v 9 5 , , PUNCT 8049g447f8v 9 6 uncontrollable uncontrollable ADJ 8049g447f8v 9 7 voltage voltage NOUN 8049g447f8v 9 8 drops drop VERB 8049g447f8v 9 9 , , PUNCT 8049g447f8v 9 10 i.e. i.e. X 8049g447f8v 9 11 voltage voltage NOUN 8049g447f8v 9 12 collapses collapse NOUN 8049g447f8v 9 13 , , PUNCT 8049g447f8v 9 14 are be AUX 8049g447f8v 9 15 identified identify VERB 8049g447f8v 9 16 using use VERB 8049g447f8v 9 17 purely purely ADV 8049g447f8v 9 18 algebraic algebraic ADJ 8049g447f8v 9 19 power power NOUN 8049g447f8v 9 20 flow flow NOUN 8049g447f8v 9 21 equations equation NOUN 8049g447f8v 9 22 . . PUNCT 8049g447f8v 10 1 using use VERB 8049g447f8v 10 2 only only ADJ 8049g447f8v 10 3 local local ADJ 8049g447f8v 10 4 information information NOUN 8049g447f8v 10 5 , , PUNCT 8049g447f8v 10 6 static static ADJ 8049g447f8v 10 7 voltage voltage NOUN 8049g447f8v 10 8 stability stability NOUN 8049g447f8v 10 9 is be AUX 8049g447f8v 10 10 monitored monitor VERB 8049g447f8v 10 11 by by ADP 8049g447f8v 10 12 an an DET 8049g447f8v 10 13 index index NOUN 8049g447f8v 10 14 showing show VERB 8049g447f8v 10 15 how how SCONJ 8049g447f8v 10 16 close close ADJ 8049g447f8v 10 17 the the DET 8049g447f8v 10 18 power power NOUN 8049g447f8v 10 19 system system NOUN 8049g447f8v 10 20 is be AUX 8049g447f8v 10 21 to to ADP 8049g447f8v 10 22 voltage voltage NOUN 8049g447f8v 10 23 collapse collapse NOUN 8049g447f8v 10 24 . . PUNCT 8049g447f8v 11 1 in in ADP 8049g447f8v 11 2 a a DET 8049g447f8v 11 3 power power NOUN 8049g447f8v 11 4 system system NOUN 8049g447f8v 11 5 that that PRON 8049g447f8v 11 6 is be AUX 8049g447f8v 11 7 far far ADV 8049g447f8v 11 8 from from ADP 8049g447f8v 11 9 voltage voltage NOUN 8049g447f8v 11 10 collapse collapse NOUN 8049g447f8v 11 11 , , PUNCT 8049g447f8v 11 12 frequency frequency ADJ 8049g447f8v 11 13 stability stability NOUN 8049g447f8v 11 14 analysis analysis NOUN 8049g447f8v 11 15 examines examine VERB 8049g447f8v 11 16 whether whether SCONJ 8049g447f8v 11 17 generators generator NOUN 8049g447f8v 11 18 in in ADP 8049g447f8v 11 19 the the DET 8049g447f8v 11 20 power power NOUN 8049g447f8v 11 21 system system NOUN 8049g447f8v 11 22 synchronize synchronize VERB 8049g447f8v 11 23 . . PUNCT 8049g447f8v 12 1 the the DET 8049g447f8v 12 2 frequency frequency NOUN 8049g447f8v 12 3 synchronization synchronization NOUN 8049g447f8v 12 4 conditions condition NOUN 8049g447f8v 12 5 are be AUX 8049g447f8v 12 6 in in ADP 8049g447f8v 12 7 the the DET 8049g447f8v 12 8 form form NOUN 8049g447f8v 12 9 of of ADP 8049g447f8v 12 10 constraints constraint NOUN 8049g447f8v 12 11 on on ADP 8049g447f8v 12 12 controller controller NOUN 8049g447f8v 12 13 gains gain NOUN 8049g447f8v 12 14 , , PUNCT 8049g447f8v 12 15 network network NOUN 8049g447f8v 12 16 parameters parameter NOUN 8049g447f8v 12 17 , , PUNCT 8049g447f8v 12 18 and and CCONJ 8049g447f8v 12 19 local local ADJ 8049g447f8v 12 20 loads load NOUN 8049g447f8v 12 21 . . PUNCT 8049g447f8v 13 1 in in ADP 8049g447f8v 13 2 the the DET 8049g447f8v 13 3 planning planning NOUN 8049g447f8v 13 4 stage stage NOUN 8049g447f8v 13 5 of of ADP 8049g447f8v 13 6 connecting connect VERB 8049g447f8v 13 7 microgrids microgrid NOUN 8049g447f8v 13 8 to to ADP 8049g447f8v 13 9 a a DET 8049g447f8v 13 10 power power NOUN 8049g447f8v 13 11 system system NOUN 8049g447f8v 13 12 , , PUNCT 8049g447f8v 13 13 these these DET 8049g447f8v 13 14 conditions condition NOUN 8049g447f8v 13 15 provide provide VERB 8049g447f8v 13 16 a a DET 8049g447f8v 13 17 frequency frequency NOUN 8049g447f8v 13 18 stability stability NOUN 8049g447f8v 13 19 guarantee.in guarantee.in ADP 8049g447f8v 13 20 addition addition NOUN 8049g447f8v 13 21 to to ADP 8049g447f8v 13 22 presenting present VERB 8049g447f8v 13 23 a a DET 8049g447f8v 13 24 stability stability NOUN 8049g447f8v 13 25 analysis analysis NOUN 8049g447f8v 13 26 based base VERB 8049g447f8v 13 27 on on ADP 8049g447f8v 13 28 primary primary ADJ 8049g447f8v 13 29 droop droop NOUN 8049g447f8v 13 30 control control NOUN 8049g447f8v 13 31 , , PUNCT 8049g447f8v 13 32 this this DET 8049g447f8v 13 33 dissertation dissertation NOUN 8049g447f8v 13 34 designs design VERB 8049g447f8v 13 35 secondary secondary ADJ 8049g447f8v 13 36 controllers controller NOUN 8049g447f8v 13 37 to to PART 8049g447f8v 13 38 improve improve VERB 8049g447f8v 13 39 voltage voltage NOUN 8049g447f8v 13 40 and and CCONJ 8049g447f8v 13 41 transient transient ADJ 8049g447f8v 13 42 stability stability NOUN 8049g447f8v 13 43 at at ADP 8049g447f8v 13 44 each each DET 8049g447f8v 13 45 microgrid microgrid PROPN 8049g447f8v 13 46 's 's PART 8049g447f8v 13 47 connection connection NOUN 8049g447f8v 13 48 point point NOUN 8049g447f8v 13 49 . . PUNCT 8049g447f8v 14 1 microgrids microgrids PROPN 8049g447f8v 14 2 , , PUNCT 8049g447f8v 14 3 therefore therefore ADV 8049g447f8v 14 4 , , PUNCT 8049g447f8v 14 5 become become VERB 8049g447f8v 14 6 valuable valuable ADJ 8049g447f8v 14 7 resources resource NOUN 8049g447f8v 14 8 that that PRON 8049g447f8v 14 9 can can AUX 8049g447f8v 14 10 be be AUX 8049g447f8v 14 11 integrated integrate VERB 8049g447f8v 14 12 into into ADP 8049g447f8v 14 13 a a DET 8049g447f8v 14 14 power power NOUN 8049g447f8v 14 15 system system NOUN 8049g447f8v 14 16 with with ADP 8049g447f8v 14 17 minor minor ADJ 8049g447f8v 14 18 modifications modification NOUN 8049g447f8v 14 19 to to ADP 8049g447f8v 14 20 existing exist VERB 8049g447f8v 14 21 control control NOUN 8049g447f8v 14 22 algorithms algorithm NOUN 8049g447f8v 14 23 . . PUNCT 8049g447f8v 15 1 these these DET 8049g447f8v 15 2 distributed distribute VERB 8049g447f8v 15 3 secondary secondary ADJ 8049g447f8v 15 4 controllers controller NOUN 8049g447f8v 15 5 improve improve VERB 8049g447f8v 15 6 voltage voltage NOUN 8049g447f8v 15 7 stability stability NOUN 8049g447f8v 15 8 and and CCONJ 8049g447f8v 15 9 transient transient ADJ 8049g447f8v 15 10 stability stability NOUN 8049g447f8v 15 11 at at ADP 8049g447f8v 15 12 the the DET 8049g447f8v 15 13 connection connection NOUN 8049g447f8v 15 14 point point NOUN 8049g447f8v 15 15 of of ADP 8049g447f8v 15 16 each each DET 8049g447f8v 15 17 individual individual ADJ 8049g447f8v 15 18 microgrid microgrid PROPN 8049g447f8v 15 19 . . PUNCT 8049g447f8v 16 1 furthermore furthermore ADV 8049g447f8v 16 2 , , PUNCT 8049g447f8v 16 3 the the DET 8049g447f8v 16 4 proposed propose VERB 8049g447f8v 16 5 secondary secondary ADJ 8049g447f8v 16 6 controllers controller NOUN 8049g447f8v 16 7 for for ADP 8049g447f8v 16 8 microgrids microgrid NOUN 8049g447f8v 16 9 do do AUX 8049g447f8v 16 10 not not PART 8049g447f8v 16 11 deteriorate deteriorate VERB 8049g447f8v 16 12 frequency frequency NOUN 8049g447f8v 16 13 synchronization synchronization NOUN 8049g447f8v 16 14 of of ADP 8049g447f8v 16 15 the the DET 8049g447f8v 16 16 overall overall ADJ 8049g447f8v 16 17 power power NOUN 8049g447f8v 16 18 network network NOUN 8049g447f8v 16 19 . . PUNCT 8049g447f8v 17 1 the the DET 8049g447f8v 17 2 proposed propose VERB 8049g447f8v 17 3 secondary secondary ADJ 8049g447f8v 17 4 controllers controller NOUN 8049g447f8v 17 5 therefore therefore ADV 8049g447f8v 17 6 enable enable VERB 8049g447f8v 17 7 microgrids microgrid NOUN 8049g447f8v 17 8 to to PART 8049g447f8v 17 9 serve serve VERB 8049g447f8v 17 10 as as ADP 8049g447f8v 17 11 a a DET 8049g447f8v 17 12 valuable valuable ADJ 8049g447f8v 17 13 resource resource NOUN 8049g447f8v 17 14 enhancing enhance VERB 8049g447f8v 17 15 power power NOUN 8049g447f8v 17 16 security.to security.to X 8049g447f8v 17 17 meet meet VERB 8049g447f8v 17 18 the the DET 8049g447f8v 17 19 operational operational ADJ 8049g447f8v 17 20 challenge challenge NOUN 8049g447f8v 17 21 , , PUNCT 8049g447f8v 17 22 this this DET 8049g447f8v 17 23 dissertation dissertation NOUN 8049g447f8v 17 24 analyzes analyze VERB 8049g447f8v 17 25 the the DET 8049g447f8v 17 26 impact impact NOUN 8049g447f8v 17 27 of of ADP 8049g447f8v 17 28 utility utility NOUN 8049g447f8v 17 29 - - PUNCT 8049g447f8v 17 30 scale scale NOUN 8049g447f8v 17 31 microgrids microgrid NOUN 8049g447f8v 17 32 on on ADP 8049g447f8v 17 33 power power NOUN 8049g447f8v 17 34 markets market NOUN 8049g447f8v 17 35 and and CCONJ 8049g447f8v 17 36 proposes propose VERB 8049g447f8v 17 37 a a DET 8049g447f8v 17 38 management management NOUN 8049g447f8v 17 39 method method NOUN 8049g447f8v 17 40 that that PRON 8049g447f8v 17 41 performs perform VERB 8049g447f8v 17 42 better well ADV 8049g447f8v 17 43 than than ADP 8049g447f8v 17 44 the the DET 8049g447f8v 17 45 traditional traditional ADJ 8049g447f8v 17 46 approach approach NOUN 8049g447f8v 17 47 . . PUNCT 8049g447f8v 18 1 as as ADV 8049g447f8v 18 2 newly newly ADV 8049g447f8v 18 3 introduced introduce VERB 8049g447f8v 18 4 energy energy NOUN 8049g447f8v 18 5 resources resource NOUN 8049g447f8v 18 6 , , PUNCT 8049g447f8v 18 7 microgrids microgrid NOUN 8049g447f8v 18 8 and and CCONJ 8049g447f8v 18 9 renewable renewable ADJ 8049g447f8v 18 10 energy energy NOUN 8049g447f8v 18 11 resources resource NOUN 8049g447f8v 18 12 have have VERB 8049g447f8v 18 13 a a DET 8049g447f8v 18 14 great great ADJ 8049g447f8v 18 15 impact impact NOUN 8049g447f8v 18 16 on on ADP 8049g447f8v 18 17 deregulated deregulated ADJ 8049g447f8v 18 18 power power NOUN 8049g447f8v 18 19 market market NOUN 8049g447f8v 18 20 operations operation NOUN 8049g447f8v 18 21 . . PUNCT 8049g447f8v 19 1 this this DET 8049g447f8v 19 2 impact impact NOUN 8049g447f8v 19 3 is be AUX 8049g447f8v 19 4 reflected reflect VERB 8049g447f8v 19 5 in in ADP 8049g447f8v 19 6 power power NOUN 8049g447f8v 19 7 market market NOUN 8049g447f8v 19 8 performance performance NOUN 8049g447f8v 19 9 that that PRON 8049g447f8v 19 10 is be AUX 8049g447f8v 19 11 measured measure VERB 8049g447f8v 19 12 in in ADP 8049g447f8v 19 13 three three NUM 8049g447f8v 19 14 aspects aspect NOUN 8049g447f8v 19 15 , , PUNCT 8049g447f8v 19 16 including include VERB 8049g447f8v 19 17 i i PRON 8049g447f8v 19 18 ) ) PUNCT 8049g447f8v 19 19 average average ADJ 8049g447f8v 19 20 prices price NOUN 8049g447f8v 19 21 for for ADP 8049g447f8v 19 22 power power NOUN 8049g447f8v 19 23 buyers buyer NOUN 8049g447f8v 19 24 , , PUNCT 8049g447f8v 19 25 ii ii PROPN 8049g447f8v 19 26 ) ) PUNCT 8049g447f8v 19 27 power power NOUN 8049g447f8v 19 28 output output NOUN 8049g447f8v 19 29 from from ADP 8049g447f8v 19 30 these these DET 8049g447f8v 19 31 new new ADJ 8049g447f8v 19 32 energy energy NOUN 8049g447f8v 19 33 resources resource NOUN 8049g447f8v 19 34 , , PUNCT 8049g447f8v 19 35 and and CCONJ 8049g447f8v 19 36 iii iii X 8049g447f8v 19 37 ) ) PUNCT 8049g447f8v 19 38 market market NOUN 8049g447f8v 19 39 total total ADJ 8049g447f8v 19 40 surpluses surplus NOUN 8049g447f8v 19 41 . . PUNCT 8049g447f8v 20 1 using use VERB 8049g447f8v 20 2 the the DET 8049g447f8v 20 3 traditional traditional ADJ 8049g447f8v 20 4 approach approach NOUN 8049g447f8v 20 5 to to PART 8049g447f8v 20 6 ensure ensure VERB 8049g447f8v 20 7 a a DET 8049g447f8v 20 8 valid valid ADJ 8049g447f8v 20 9 market market NOUN 8049g447f8v 20 10 clearing clearing NOUN 8049g447f8v 20 11 point point NOUN 8049g447f8v 20 12 , , PUNCT 8049g447f8v 20 13 market market NOUN 8049g447f8v 20 14 operators operator NOUN 8049g447f8v 20 15 manage manage VERB 8049g447f8v 20 16 this this DET 8049g447f8v 20 17 impact impact NOUN 8049g447f8v 20 18 by by ADP 8049g447f8v 20 19 restricting restrict VERB 8049g447f8v 20 20 power power NOUN 8049g447f8v 20 21 supply supply NOUN 8049g447f8v 20 22 offers offer VERB 8049g447f8v 20 23 from from ADP 8049g447f8v 20 24 microgrids microgrids ADJ 8049g447f8v 20 25 and and CCONJ 8049g447f8v 20 26 renewable renewable ADJ 8049g447f8v 20 27 energy energy NOUN 8049g447f8v 20 28 resources resource NOUN 8049g447f8v 20 29 . . PUNCT 8049g447f8v 21 1 because because SCONJ 8049g447f8v 21 2 available available ADJ 8049g447f8v 21 3 low low ADJ 8049g447f8v 21 4 - - PUNCT 8049g447f8v 21 5 price price NOUN 8049g447f8v 21 6 power power NOUN 8049g447f8v 21 7 supply supply NOUN 8049g447f8v 21 8 offers offer NOUN 8049g447f8v 21 9 are be AUX 8049g447f8v 21 10 discarded discard VERB 8049g447f8v 21 11 by by ADP 8049g447f8v 21 12 market market NOUN 8049g447f8v 21 13 operators operator NOUN 8049g447f8v 21 14 , , PUNCT 8049g447f8v 21 15 the the DET 8049g447f8v 21 16 traditional traditional ADJ 8049g447f8v 21 17 approach approach NOUN 8049g447f8v 21 18 leads lead VERB 8049g447f8v 21 19 to to ADP 8049g447f8v 21 20 poor poor ADJ 8049g447f8v 21 21 power power NOUN 8049g447f8v 21 22 market market NOUN 8049g447f8v 21 23 performance performance NOUN 8049g447f8v 21 24 . . PUNCT 8049g447f8v 22 1 to to PART 8049g447f8v 22 2 achieve achieve VERB 8049g447f8v 22 3 better well ADJ 8049g447f8v 22 4 performance performance NOUN 8049g447f8v 22 5 , , PUNCT 8049g447f8v 22 6 a a DET 8049g447f8v 22 7 new new ADJ 8049g447f8v 22 8 method method NOUN 8049g447f8v 22 9 is be AUX 8049g447f8v 22 10 proposed propose VERB 8049g447f8v 22 11 to to PART 8049g447f8v 22 12 manage manage VERB 8049g447f8v 22 13 the the DET 8049g447f8v 22 14 impact impact NOUN 8049g447f8v 22 15 of of ADP 8049g447f8v 22 16 microgrids microgrids ADJ 8049g447f8v 22 17 and and CCONJ 8049g447f8v 22 18 renewable renewable ADJ 8049g447f8v 22 19 energy energy NOUN 8049g447f8v 22 20 resources resource NOUN 8049g447f8v 22 21 . . PUNCT 8049g447f8v 23 1 the the DET 8049g447f8v 23 2 proposed propose VERB 8049g447f8v 23 3 method method NOUN 8049g447f8v 23 4 generates generate VERB 8049g447f8v 23 5 lower low ADJ 8049g447f8v 23 6 average average ADJ 8049g447f8v 23 7 electricity electricity NOUN 8049g447f8v 23 8 prices price NOUN 8049g447f8v 23 9 , , PUNCT 8049g447f8v 23 10 greater great ADJ 8049g447f8v 23 11 power power NOUN 8049g447f8v 23 12 output output NOUN 8049g447f8v 23 13 from from ADP 8049g447f8v 23 14 new new ADJ 8049g447f8v 23 15 energy energy NOUN 8049g447f8v 23 16 resources resource NOUN 8049g447f8v 23 17 and and CCONJ 8049g447f8v 23 18 larger large ADJ 8049g447f8v 23 19 total total ADJ 8049g447f8v 23 20 surpluses surplus NOUN 8049g447f8v 23 21 in in ADP 8049g447f8v 23 22 power power NOUN 8049g447f8v 23 23 market market NOUN 8049g447f8v 23 24 operations operation NOUN 8049g447f8v 23 25 . . PUNCT 8049g447f8v 24 1 in in ADP 8049g447f8v 24 2 addition addition NOUN 8049g447f8v 24 3 , , PUNCT 8049g447f8v 24 4 implementing implement VERB 8049g447f8v 24 5 this this DET 8049g447f8v 24 6 proposed propose VERB 8049g447f8v 24 7 method method NOUN 8049g447f8v 24 8 requires require VERB 8049g447f8v 24 9 little little ADJ 8049g447f8v 24 10 change change NOUN 8049g447f8v 24 11 to to ADP 8049g447f8v 24 12 the the DET 8049g447f8v 24 13 existing exist VERB 8049g447f8v 24 14 information information NOUN 8049g447f8v 24 15 exchange exchange NOUN 8049g447f8v 24 16 between between ADP 8049g447f8v 24 17 traders trader NOUN 8049g447f8v 24 18 and and CCONJ 8049g447f8v 24 19 market market NOUN 8049g447f8v 24 20 operators operator NOUN 8049g447f8v 24 21 . . PUNCT 8049g447f8v 25 1 as as ADP 8049g447f8v 25 2 a a DET 8049g447f8v 25 3 result result NOUN 8049g447f8v 25 4 , , PUNCT 8049g447f8v 25 5 our our PRON 8049g447f8v 25 6 proposed propose VERB 8049g447f8v 25 7 method method NOUN 8049g447f8v 25 8 effectively effectively ADV 8049g447f8v 25 9 manages manage VERB 8049g447f8v 25 10 utility utility NOUN 8049g447f8v 25 11 - - PUNCT 8049g447f8v 25 12 scale scale NOUN 8049g447f8v 25 13 microgrids microgrid NOUN 8049g447f8v 25 14 so so SCONJ 8049g447f8v 25 15 they they PRON 8049g447f8v 25 16 can can AUX 8049g447f8v 25 17 serve serve VERB 8049g447f8v 25 18 a a DET 8049g447f8v 25 19 greater great ADJ 8049g447f8v 25 20 role role NOUN 8049g447f8v 25 21 in in ADP 8049g447f8v 25 22 meeting meet VERB 8049g447f8v 25 23 future future ADJ 8049g447f8v 25 24 electrical electrical ADJ 8049g447f8v 25 25 energy energy NOUN 8049g447f8v 25 26 demand.in demand.in NUM 8049g447f8v 25 27 summary summary NOUN 8049g447f8v 25 28 , , PUNCT 8049g447f8v 25 29 the the DET 8049g447f8v 25 30 main main ADJ 8049g447f8v 25 31 contributions contribution NOUN 8049g447f8v 25 32 of of ADP 8049g447f8v 25 33 this this DET 8049g447f8v 25 34 dissertation dissertation NOUN 8049g447f8v 25 35 are be AUX 8049g447f8v 25 36 solutions solution NOUN 8049g447f8v 25 37 to to ADP 8049g447f8v 25 38 technical technical ADJ 8049g447f8v 25 39 and and CCONJ 8049g447f8v 25 40 operational operational ADJ 8049g447f8v 25 41 problems problem NOUN 8049g447f8v 25 42 to to PART 8049g447f8v 25 43 facilitate facilitate VERB 8049g447f8v 25 44 greater great ADJ 8049g447f8v 25 45 penetration penetration NOUN 8049g447f8v 25 46 of of ADP 8049g447f8v 25 47 utility utility NOUN 8049g447f8v 25 48 - - PUNCT 8049g447f8v 25 49 scale scale NOUN 8049g447f8v 25 50 microgrids microgrid NOUN 8049g447f8v 25 51 in in ADP 8049g447f8v 25 52 power power NOUN 8049g447f8v 25 53 system system NOUN 8049g447f8v 25 54 operations operation NOUN 8049g447f8v 25 55 . . PUNCT 8049g447f8v 26 1 from from ADP 8049g447f8v 26 2 the the DET 8049g447f8v 26 3 technical technical ADJ 8049g447f8v 26 4 aspect aspect NOUN 8049g447f8v 26 5 , , PUNCT 8049g447f8v 26 6 this this DET 8049g447f8v 26 7 dissertation dissertation NOUN 8049g447f8v 26 8 analyzes analyze VERB 8049g447f8v 26 9 stability stability NOUN 8049g447f8v 26 10 and and CCONJ 8049g447f8v 26 11 designs design VERB 8049g447f8v 26 12 secondary secondary ADJ 8049g447f8v 26 13 controllers controller NOUN 8049g447f8v 26 14 to to PART 8049g447f8v 26 15 ensure ensure VERB 8049g447f8v 26 16 power power NOUN 8049g447f8v 26 17 quality quality NOUN 8049g447f8v 26 18 at at ADP 8049g447f8v 26 19 each each DET 8049g447f8v 26 20 microgrid microgrid NOUN 8049g447f8v 26 21 's 's PART 8049g447f8v 26 22 connection connection NOUN 8049g447f8v 26 23 point point NOUN 8049g447f8v 26 24 . . PUNCT 8049g447f8v 27 1 with with ADP 8049g447f8v 27 2 proposed propose VERB 8049g447f8v 27 3 secondary secondary ADJ 8049g447f8v 27 4 controllers controller NOUN 8049g447f8v 27 5 , , PUNCT 8049g447f8v 27 6 each each DET 8049g447f8v 27 7 utility utility NOUN 8049g447f8v 27 8 - - PUNCT 8049g447f8v 27 9 scale scale NOUN 8049g447f8v 27 10 microgrid microgrid NOUN 8049g447f8v 27 11 is be AUX 8049g447f8v 27 12 able able ADJ 8049g447f8v 27 13 to to PART 8049g447f8v 27 14 maintain maintain VERB 8049g447f8v 27 15 high high ADJ 8049g447f8v 27 16 power power NOUN 8049g447f8v 27 17 quality quality NOUN 8049g447f8v 27 18 so so SCONJ 8049g447f8v 27 19 that that SCONJ 8049g447f8v 27 20 the the DET 8049g447f8v 27 21 technical technical ADJ 8049g447f8v 27 22 challenge challenge NOUN 8049g447f8v 27 23 is be AUX 8049g447f8v 27 24 met meet VERB 8049g447f8v 27 25 . . PUNCT 8049g447f8v 28 1 to to PART 8049g447f8v 28 2 solve solve VERB 8049g447f8v 28 3 operational operational ADJ 8049g447f8v 28 4 problems problem NOUN 8049g447f8v 28 5 , , PUNCT 8049g447f8v 28 6 this this DET 8049g447f8v 28 7 dissertation dissertation NOUN 8049g447f8v 28 8 investigates investigate VERB 8049g447f8v 28 9 the the DET 8049g447f8v 28 10 impact impact NOUN 8049g447f8v 28 11 of of ADP 8049g447f8v 28 12 utility utility NOUN 8049g447f8v 28 13 - - PUNCT 8049g447f8v 28 14 scale scale NOUN 8049g447f8v 28 15 microgrids microgrid NOUN 8049g447f8v 28 16 on on ADP 8049g447f8v 28 17 power power NOUN 8049g447f8v 28 18 market market NOUN 8049g447f8v 28 19 operations operation NOUN 8049g447f8v 28 20 . . PUNCT 8049g447f8v 29 1 to to PART 8049g447f8v 29 2 achieve achieve VERB 8049g447f8v 29 3 more more ADV 8049g447f8v 29 4 desirable desirable ADJ 8049g447f8v 29 5 market market NOUN 8049g447f8v 29 6 operation operation NOUN 8049g447f8v 29 7 results result NOUN 8049g447f8v 29 8 , , PUNCT 8049g447f8v 29 9 this this DET 8049g447f8v 29 10 dissertation dissertation NOUN 8049g447f8v 29 11 proposes propose VERB 8049g447f8v 29 12 a a DET 8049g447f8v 29 13 new new ADJ 8049g447f8v 29 14 method method NOUN 8049g447f8v 29 15 that that PRON 8049g447f8v 29 16 promotes promote VERB 8049g447f8v 29 17 greater great ADJ 8049g447f8v 29 18 participation participation NOUN 8049g447f8v 29 19 of of ADP 8049g447f8v 29 20 utility utility NOUN 8049g447f8v 29 21 - - PUNCT 8049g447f8v 29 22 scale scale NOUN 8049g447f8v 29 23 microgrids microgrid NOUN 8049g447f8v 29 24 in in ADP 8049g447f8v 29 25 the the DET 8049g447f8v 29 26 current current ADJ 8049g447f8v 29 27 power power NOUN 8049g447f8v 29 28 markets market NOUN 8049g447f8v 29 29 . . PUNCT 8049g447f8v 30 1 by by ADP 8049g447f8v 30 2 solving solve VERB 8049g447f8v 30 3 both both CCONJ 8049g447f8v 30 4 technical technical ADJ 8049g447f8v 30 5 and and CCONJ 8049g447f8v 30 6 operational operational ADJ 8049g447f8v 30 7 problems problem NOUN 8049g447f8v 30 8 , , PUNCT 8049g447f8v 30 9 utility utility NOUN 8049g447f8v 30 10 - - PUNCT 8049g447f8v 30 11 scale scale NOUN 8049g447f8v 30 12 microgrids microgrid NOUN 8049g447f8v 30 13 can can AUX 8049g447f8v 30 14 contribute contribute VERB 8049g447f8v 30 15 more more ADJ 8049g447f8v 30 16 to to ADP 8049g447f8v 30 17 power power NOUN 8049g447f8v 30 18 system system NOUN 8049g447f8v 30 19 operations operation NOUN 8049g447f8v 30 20 in in ADP 8049g447f8v 30 21 deregulated deregulated ADJ 8049g447f8v 30 22 wholesale wholesale ADJ 8049g447f8v 30 23 power power NOUN 8049g447f8v 30 24 markets market NOUN 8049g447f8v 30 25 . . PUNCT