id sid tid token lemma pos 1j92g734d13 1 1 it it PRON 1j92g734d13 1 2 is be AUX 1j92g734d13 1 3 well well ADV 1j92g734d13 1 4 known know VERB 1j92g734d13 1 5 that that SCONJ 1j92g734d13 1 6 cmos cmos NOUN 1j92g734d13 1 7 scaling scaling NOUN 1j92g734d13 1 8 trends trend NOUN 1j92g734d13 1 9 are be AUX 1j92g734d13 1 10 now now ADV 1j92g734d13 1 11 accompanied accompany VERB 1j92g734d13 1 12 by by ADP 1j92g734d13 1 13 less less ADV 1j92g734d13 1 14 desirable desirable ADJ 1j92g734d13 1 15 byproducts byproduct NOUN 1j92g734d13 1 16 such such ADJ 1j92g734d13 1 17 as as ADP 1j92g734d13 1 18 increased increase VERB 1j92g734d13 1 19 energy energy NOUN 1j92g734d13 1 20 dissipation dissipation NOUN 1j92g734d13 1 21 . . PUNCT 1j92g734d13 2 1 to to PART 1j92g734d13 2 2 combat combat VERB 1j92g734d13 2 3 the the DET 1j92g734d13 2 4 aforementioned aforementioned ADJ 1j92g734d13 2 5 challenges challenge NOUN 1j92g734d13 2 6 , , PUNCT 1j92g734d13 2 7 solutions solution NOUN 1j92g734d13 2 8 are be AUX 1j92g734d13 2 9 sought seek VERB 1j92g734d13 2 10 at at ADP 1j92g734d13 2 11 both both CCONJ 1j92g734d13 2 12 the the DET 1j92g734d13 2 13 device device NOUN 1j92g734d13 2 14 and and CCONJ 1j92g734d13 2 15 architectural architectural ADJ 1j92g734d13 2 16 levels level NOUN 1j92g734d13 2 17 . . PUNCT 1j92g734d13 3 1 with with ADP 1j92g734d13 3 2 this this DET 1j92g734d13 3 3 context context NOUN 1j92g734d13 3 4 , , PUNCT 1j92g734d13 3 5 this this DET 1j92g734d13 3 6 work work NOUN 1j92g734d13 3 7 focuses focus VERB 1j92g734d13 3 8 on on ADP 1j92g734d13 3 9 developing develop VERB 1j92g734d13 3 10 a a DET 1j92g734d13 3 11 systematic systematic ADJ 1j92g734d13 3 12 circuit circuit NOUN 1j92g734d13 3 13 design design NOUN 1j92g734d13 3 14 methodology methodology NOUN 1j92g734d13 3 15 for for ADP 1j92g734d13 3 16 nanomagnet nanomagnet ADJ 1j92g734d13 3 17 logic logic NOUN 1j92g734d13 3 18 ( ( PUNCT 1j92g734d13 3 19 nml nml NOUN 1j92g734d13 3 20 ) ) PUNCT 1j92g734d13 3 21 devices device NOUN 1j92g734d13 3 22 , , PUNCT 1j92g734d13 3 23 and and CCONJ 1j92g734d13 3 24 exploring explore VERB 1j92g734d13 3 25 the the DET 1j92g734d13 3 26 benefits benefit NOUN 1j92g734d13 3 27 of of ADP 1j92g734d13 3 28 utilizing utilize VERB 1j92g734d13 3 29 beyond beyond ADP 1j92g734d13 3 30 - - PUNCT 1j92g734d13 3 31 cmos cmos NOUN 1j92g734d13 3 32 emerging emerge VERB 1j92g734d13 3 33 transistors transistor NOUN 1j92g734d13 3 34 to to PART 1j92g734d13 3 35 process process VERB 1j92g734d13 3 36 information information NOUN 1j92g734d13 3 37 with with ADP 1j92g734d13 3 38 the the DET 1j92g734d13 3 39 non non ADJ 1j92g734d13 3 40 - - ADJ 1j92g734d13 3 41 binary binary ADJ 1j92g734d13 3 42 / / SYM 1j92g734d13 3 43 non non ADJ 1j92g734d13 3 44 - - ADJ 1j92g734d13 3 45 von von PROPN 1j92g734d13 3 46 neumann neumann PROPN 1j92g734d13 3 47 computer computer NOUN 1j92g734d13 3 48 architecture architecture NOUN 1j92g734d13 3 49 of of ADP 1j92g734d13 3 50 cellular cellular ADJ 1j92g734d13 3 51 neural neural ADJ 1j92g734d13 3 52 networks network NOUN 1j92g734d13 3 53 ( ( PUNCT 1j92g734d13 3 54 cnns).nanomagnet cnns).nanomagnet NOUN 1j92g734d13 3 55 logic logic NOUN 1j92g734d13 3 56 ( ( PUNCT 1j92g734d13 3 57 nml nml PROPN 1j92g734d13 3 58 ) ) PUNCT 1j92g734d13 3 59 is be AUX 1j92g734d13 3 60 a a DET 1j92g734d13 3 61 device device NOUN 1j92g734d13 3 62 architecture architecture NOUN 1j92g734d13 3 63 that that PRON 1j92g734d13 3 64 performs perform VERB 1j92g734d13 3 65 logic logic NOUN 1j92g734d13 3 66 operations operation NOUN 1j92g734d13 3 67 through through ADP 1j92g734d13 3 68 fringing fringe VERB 1j92g734d13 3 69 field field NOUN 1j92g734d13 3 70 interactions interaction NOUN 1j92g734d13 3 71 between between ADP 1j92g734d13 3 72 nano nano NOUN 1j92g734d13 3 73 - - PUNCT 1j92g734d13 3 74 scale scale NOUN 1j92g734d13 3 75 magnets magnet NOUN 1j92g734d13 3 76 . . PUNCT 1j92g734d13 4 1 the the DET 1j92g734d13 4 2 design design NOUN 1j92g734d13 4 3 space space NOUN 1j92g734d13 4 4 for for ADP 1j92g734d13 4 5 nml nml NOUN 1j92g734d13 4 6 circuits circuit NOUN 1j92g734d13 4 7 is be AUX 1j92g734d13 4 8 large large ADJ 1j92g734d13 4 9 and and CCONJ 1j92g734d13 4 10 so so ADV 1j92g734d13 4 11 far far ADV 1j92g734d13 4 12 there there PRON 1j92g734d13 4 13 exists exist VERB 1j92g734d13 4 14 no no DET 1j92g734d13 4 15 systematic systematic ADJ 1j92g734d13 4 16 approach approach NOUN 1j92g734d13 4 17 for for ADP 1j92g734d13 4 18 determining determine VERB 1j92g734d13 4 19 the the DET 1j92g734d13 4 20 parameter parameter NOUN 1j92g734d13 4 21 values value NOUN 1j92g734d13 4 22 ( ( PUNCT 1j92g734d13 4 23 e.g. e.g. ADJ 1j92g734d13 4 24 , , PUNCT 1j92g734d13 4 25 device device NOUN 1j92g734d13 4 26 - - PUNCT 1j92g734d13 4 27 to to ADP 1j92g734d13 4 28 - - PUNCT 1j92g734d13 4 29 device device NOUN 1j92g734d13 4 30 spacings spacing NOUN 1j92g734d13 4 31 , , PUNCT 1j92g734d13 4 32 clocking clock VERB 1j92g734d13 4 33 field field NOUN 1j92g734d13 4 34 strength strength NOUN 1j92g734d13 4 35 etc etc X 1j92g734d13 4 36 . . PUNCT 1j92g734d13 4 37 ) ) PUNCT 1j92g734d13 4 38 to to PART 1j92g734d13 4 39 generate generate VERB 1j92g734d13 4 40 a a DET 1j92g734d13 4 41 predictable predictable ADJ 1j92g734d13 4 42 design design NOUN 1j92g734d13 4 43 solution solution NOUN 1j92g734d13 4 44 . . PUNCT 1j92g734d13 5 1 this this DET 1j92g734d13 5 2 work work NOUN 1j92g734d13 5 3 presents present VERB 1j92g734d13 5 4 a a DET 1j92g734d13 5 5 formal formal ADJ 1j92g734d13 5 6 methodology methodology NOUN 1j92g734d13 5 7 for for ADP 1j92g734d13 5 8 designing design VERB 1j92g734d13 5 9 nml nml NOUN 1j92g734d13 5 10 circuits circuit NOUN 1j92g734d13 5 11 that that PRON 1j92g734d13 5 12 marshals marshal VERB 1j92g734d13 5 13 the the DET 1j92g734d13 5 14 design design NOUN 1j92g734d13 5 15 parameters parameter NOUN 1j92g734d13 5 16 to to PART 1j92g734d13 5 17 generate generate VERB 1j92g734d13 5 18 a a DET 1j92g734d13 5 19 layout layout NOUN 1j92g734d13 5 20 that that PRON 1j92g734d13 5 21 is be AUX 1j92g734d13 5 22 guaranteed guarantee VERB 1j92g734d13 5 23 to to PART 1j92g734d13 5 24 evolve evolve VERB 1j92g734d13 5 25 correctly correctly ADV 1j92g734d13 5 26 in in ADP 1j92g734d13 5 27 time time NOUN 1j92g734d13 5 28 at at ADP 1j92g734d13 5 29 0k 0k NUM 1j92g734d13 5 30 . . PUNCT 1j92g734d13 6 1 the the DET 1j92g734d13 6 2 approach approach NOUN 1j92g734d13 6 3 is be AUX 1j92g734d13 6 4 further far ADV 1j92g734d13 6 5 augmented augment VERB 1j92g734d13 6 6 to to PART 1j92g734d13 6 7 identify identify VERB 1j92g734d13 6 8 functional functional ADJ 1j92g734d13 6 9 design design NOUN 1j92g734d13 6 10 targets target NOUN 1j92g734d13 6 11 when when SCONJ 1j92g734d13 6 12 considering consider VERB 1j92g734d13 6 13 thermal thermal ADJ 1j92g734d13 6 14 noise noise NOUN 1j92g734d13 6 15 associated associate VERB 1j92g734d13 6 16 with with ADP 1j92g734d13 6 17 higher high ADJ 1j92g734d13 6 18 temperatures.a temperatures.a NOUN 1j92g734d13 6 19 cellular cellular ADJ 1j92g734d13 6 20 neural neural ADJ 1j92g734d13 6 21 network network NOUN 1j92g734d13 6 22 ( ( PUNCT 1j92g734d13 6 23 cnn cnn PROPN 1j92g734d13 6 24 ) ) PUNCT 1j92g734d13 6 25 is be AUX 1j92g734d13 6 26 a a DET 1j92g734d13 6 27 highly highly ADV 1j92g734d13 6 28 - - PUNCT 1j92g734d13 6 29 parallel parallel ADJ 1j92g734d13 6 30 , , PUNCT 1j92g734d13 6 31 analog analog NOUN 1j92g734d13 6 32 processor processor NOUN 1j92g734d13 6 33 that that PRON 1j92g734d13 6 34 can can AUX 1j92g734d13 6 35 significantly significantly ADV 1j92g734d13 6 36 outperform outperform VERB 1j92g734d13 6 37 von von PROPN 1j92g734d13 6 38 neumann neumann PROPN 1j92g734d13 6 39 architectures architecture NOUN 1j92g734d13 6 40 for for ADP 1j92g734d13 6 41 certain certain ADJ 1j92g734d13 6 42 classes class NOUN 1j92g734d13 6 43 of of ADP 1j92g734d13 6 44 problems problem NOUN 1j92g734d13 6 45 . . PUNCT 1j92g734d13 7 1 this this DET 1j92g734d13 7 2 work work NOUN 1j92g734d13 7 3 shows show VERB 1j92g734d13 7 4 that that SCONJ 1j92g734d13 7 5 emerging emerge VERB 1j92g734d13 7 6 technologies technology NOUN 1j92g734d13 7 7 like like ADP 1j92g734d13 7 8 tunneling tunneling NOUN 1j92g734d13 7 9 field field NOUN 1j92g734d13 7 10 effect effect NOUN 1j92g734d13 7 11 transistors transistor NOUN 1j92g734d13 7 12 ( ( PUNCT 1j92g734d13 7 13 tfets tfets X 1j92g734d13 7 14 ) ) PUNCT 1j92g734d13 7 15 can can AUX 1j92g734d13 7 16 be be AUX 1j92g734d13 7 17 successfully successfully ADV 1j92g734d13 7 18 employed employ VERB 1j92g734d13 7 19 in in ADP 1j92g734d13 7 20 cnns cnn NOUN 1j92g734d13 7 21 to to PART 1j92g734d13 7 22 solve solve VERB 1j92g734d13 7 23 binary binary ADJ 1j92g734d13 7 24 classification classification NOUN 1j92g734d13 7 25 problems problem NOUN 1j92g734d13 7 26 . . PUNCT 1j92g734d13 8 1 such such ADJ 1j92g734d13 8 2 systems system NOUN 1j92g734d13 8 3 provide provide VERB 1j92g734d13 8 4 significant significant ADJ 1j92g734d13 8 5 power power NOUN 1j92g734d13 8 6 savings saving NOUN 1j92g734d13 8 7 when when SCONJ 1j92g734d13 8 8 compared compare VERB 1j92g734d13 8 9 to to ADP 1j92g734d13 8 10 the the DET 1j92g734d13 8 11 conventional conventional ADJ 1j92g734d13 8 12 resistor resistor NOUN 1j92g734d13 8 13 - - PUNCT 1j92g734d13 8 14 based base VERB 1j92g734d13 8 15 cnn cnn PROPN 1j92g734d13 8 16 . . PUNCT 1j92g734d13 9 1 moreover moreover ADV 1j92g734d13 9 2 , , PUNCT 1j92g734d13 9 3 tfet tfet NOUN 1j92g734d13 9 4 - - PUNCT 1j92g734d13 9 5 based base VERB 1j92g734d13 9 6 cnn cnn PROPN 1j92g734d13 9 7 reduces reduce VERB 1j92g734d13 9 8 implementation implementation NOUN 1j92g734d13 9 9 footprints footprint NOUN 1j92g734d13 9 10 by by ADP 1j92g734d13 9 11 eliminating eliminate VERB 1j92g734d13 9 12 the the DET 1j92g734d13 9 13 hardware hardware NOUN 1j92g734d13 9 14 required require VERB 1j92g734d13 9 15 to to PART 1j92g734d13 9 16 realize realize VERB 1j92g734d13 9 17 output output NOUN 1j92g734d13 9 18 transfer transfer NOUN 1j92g734d13 9 19 functions.it functions.it NUM 1j92g734d13 9 20 is be AUX 1j92g734d13 9 21 also also ADV 1j92g734d13 9 22 shown show VERB 1j92g734d13 9 23 how how SCONJ 1j92g734d13 9 24 emerging emerge VERB 1j92g734d13 9 25 , , PUNCT 1j92g734d13 9 26 beyond beyond ADP 1j92g734d13 9 27 - - PUNCT 1j92g734d13 9 28 cmos cmos NOUN 1j92g734d13 9 29 devices device NOUN 1j92g734d13 9 30 could could AUX 1j92g734d13 9 31 help help VERB 1j92g734d13 9 32 to to PART 1j92g734d13 9 33 further far ADV 1j92g734d13 9 34 enhance enhance VERB 1j92g734d13 9 35 the the DET 1j92g734d13 9 36 capabilities capability NOUN 1j92g734d13 9 37 of of ADP 1j92g734d13 9 38 cnns cnn NOUN 1j92g734d13 9 39 , , PUNCT 1j92g734d13 9 40 particularly particularly ADV 1j92g734d13 9 41 for for ADP 1j92g734d13 9 42 solving solve VERB 1j92g734d13 9 43 problems problem NOUN 1j92g734d13 9 44 with with ADP 1j92g734d13 9 45 non non ADJ 1j92g734d13 9 46 - - ADJ 1j92g734d13 9 47 binary binary ADJ 1j92g734d13 9 48 outputs output NOUN 1j92g734d13 9 49 . . PUNCT 1j92g734d13 10 1 cnns cnn NOUN 1j92g734d13 10 2 based base VERB 1j92g734d13 10 3 on on ADP 1j92g734d13 10 4 devices device NOUN 1j92g734d13 10 5 such such ADJ 1j92g734d13 10 6 as as ADP 1j92g734d13 10 7 graphene graphene NOUN 1j92g734d13 10 8 transistors transistor NOUN 1j92g734d13 10 9 – – PUNCT 1j92g734d13 10 10 with with ADP 1j92g734d13 10 11 multiple multiple ADJ 1j92g734d13 10 12 steep steep ADJ 1j92g734d13 10 13 current current ADJ 1j92g734d13 10 14 growth growth NOUN 1j92g734d13 10 15 regions region NOUN 1j92g734d13 10 16 separated separate VERB 1j92g734d13 10 17 by by ADP 1j92g734d13 10 18 negative negative ADJ 1j92g734d13 10 19 differential differential ADJ 1j92g734d13 10 20 resistance resistance NOUN 1j92g734d13 10 21 ( ( PUNCT 1j92g734d13 10 22 ndr ndr PROPN 1j92g734d13 10 23 ) ) PUNCT 1j92g734d13 10 24 in in ADP 1j92g734d13 10 25 their their PRON 1j92g734d13 10 26 i i NOUN 1j92g734d13 10 27 - - PUNCT 1j92g734d13 10 28 v v NOUN 1j92g734d13 10 29 characteristics characteristic NOUN 1j92g734d13 10 30 – – PUNCT 1j92g734d13 10 31 could could AUX 1j92g734d13 10 32 be be AUX 1j92g734d13 10 33 used use VERB 1j92g734d13 10 34 to to PART 1j92g734d13 10 35 recognize recognize VERB 1j92g734d13 10 36 multiple multiple ADJ 1j92g734d13 10 37 patterns pattern NOUN 1j92g734d13 10 38 simultaneously simultaneously ADV 1j92g734d13 10 39 , , PUNCT 1j92g734d13 10 40 ( ( PUNCT 1j92g734d13 10 41 this this PRON 1j92g734d13 10 42 would would AUX 1j92g734d13 10 43 require require VERB 1j92g734d13 10 44 multiple multiple ADJ 1j92g734d13 10 45 steps step NOUN 1j92g734d13 10 46 given give VERB 1j92g734d13 10 47 a a DET 1j92g734d13 10 48 conventional conventional ADJ 1j92g734d13 10 49 , , PUNCT 1j92g734d13 10 50 binary binary ADJ 1j92g734d13 10 51 cnn cnn NOUN 1j92g734d13 10 52 . . PUNCT 1j92g734d13 10 53 ) ) PUNCT 1j92g734d13 11 1 also also ADV 1j92g734d13 11 2 , , PUNCT 1j92g734d13 11 3 a a DET 1j92g734d13 11 4 circuit circuit NOUN 1j92g734d13 11 5 built build VERB 1j92g734d13 11 6 from from ADP 1j92g734d13 11 7 tfets tfet NOUN 1j92g734d13 11 8 is be AUX 1j92g734d13 11 9 used use VERB 1j92g734d13 11 10 in in ADP 1j92g734d13 11 11 cnn cnn PROPN 1j92g734d13 11 12 to to PART 1j92g734d13 11 13 perform perform VERB 1j92g734d13 11 14 similar similar ADJ 1j92g734d13 11 15 tasks task NOUN 1j92g734d13 11 16 . . PUNCT 1j92g734d13 12 1 with with ADP 1j92g734d13 12 2 this this DET 1j92g734d13 12 3 approach approach NOUN 1j92g734d13 12 4 , , PUNCT 1j92g734d13 12 5 more more ADV 1j92g734d13 12 6 " " PUNCT 1j92g734d13 12 7 exotic exotic ADJ 1j92g734d13 12 8 " " PUNCT 1j92g734d13 12 9 device device NOUN 1j92g734d13 12 10 i i PROPN 1j92g734d13 12 11 - - PUNCT 1j92g734d13 12 12 v v NOUN 1j92g734d13 12 13 characteristics characteristic NOUN 1j92g734d13 12 14 are be AUX 1j92g734d13 12 15 not not PART 1j92g734d13 12 16 required require VERB 1j92g734d13 12 17 – – PUNCT 1j92g734d13 12 18 which which PRON 1j92g734d13 12 19 should should AUX 1j92g734d13 12 20 be be AUX 1j92g734d13 12 21 an an DET 1j92g734d13 12 22 asset asset NOUN 1j92g734d13 12 23 when when SCONJ 1j92g734d13 12 24 considering consider VERB 1j92g734d13 12 25 issues issue NOUN 1j92g734d13 12 26 such such ADJ 1j92g734d13 12 27 as as ADP 1j92g734d13 12 28 cell cell NOUN 1j92g734d13 12 29 - - PUNCT 1j92g734d13 12 30 to to ADP 1j92g734d13 12 31 - - PUNCT 1j92g734d13 12 32 cell cell NOUN 1j92g734d13 12 33 mismatch mismatch NOUN 1j92g734d13 12 34 , , PUNCT 1j92g734d13 12 35 etc etc X 1j92g734d13 12 36 . . X 1j92g734d13 13 1 as as ADP 1j92g734d13 13 2 a a DET 1j92g734d13 13 3 case case NOUN 1j92g734d13 13 4 study study NOUN 1j92g734d13 13 5 , , PUNCT 1j92g734d13 13 6 a a DET 1j92g734d13 13 7 cnn cnn NOUN 1j92g734d13 13 8 - - PUNCT 1j92g734d13 13 9 cell cell NOUN 1j92g734d13 13 10 design design NOUN 1j92g734d13 13 11 is be AUX 1j92g734d13 13 12 presented present VERB 1j92g734d13 13 13 that that PRON 1j92g734d13 13 14 employs employ VERB 1j92g734d13 13 15 tfet tfet NOUN 1j92g734d13 13 16 - - PUNCT 1j92g734d13 13 17 based base VERB 1j92g734d13 13 18 circuitry circuitry NOUN 1j92g734d13 13 19 to to PART 1j92g734d13 13 20 realize realize VERB 1j92g734d13 13 21 ternary ternary ADJ 1j92g734d13 13 22 outputs output NOUN 1j92g734d13 13 23 , , PUNCT 1j92g734d13 13 24 and and CCONJ 1j92g734d13 13 25 employed employ VERB 1j92g734d13 13 26 to to PART 1j92g734d13 13 27 efficiently efficiently ADV 1j92g734d13 13 28 solve solve VERB 1j92g734d13 13 29 a a DET 1j92g734d13 13 30 tactile tactile ADJ 1j92g734d13 13 31 sensing sense VERB 1j92g734d13 13 32 problem problem NOUN 1j92g734d13 13 33 . . PUNCT 1j92g734d13 14 1 the the DET 1j92g734d13 14 2 total total ADJ 1j92g734d13 14 3 number number NOUN 1j92g734d13 14 4 of of ADP 1j92g734d13 14 5 computation computation NOUN 1j92g734d13 14 6 steps step NOUN 1j92g734d13 14 7 as as ADV 1j92g734d13 14 8 well well ADV 1j92g734d13 14 9 as as ADP 1j92g734d13 14 10 the the DET 1j92g734d13 14 11 required require VERB 1j92g734d13 14 12 hardware hardware NOUN 1j92g734d13 14 13 could could AUX 1j92g734d13 14 14 be be AUX 1j92g734d13 14 15 reduced reduce VERB 1j92g734d13 14 16 significantly significantly ADV 1j92g734d13 14 17 when when SCONJ 1j92g734d13 14 18 compared compare VERB 1j92g734d13 14 19 to to ADP 1j92g734d13 14 20 an an DET 1j92g734d13 14 21 approach approach NOUN 1j92g734d13 14 22 based base VERB 1j92g734d13 14 23 on on ADP 1j92g734d13 14 24 a a DET 1j92g734d13 14 25 conventional conventional ADJ 1j92g734d13 14 26 cnn.much cnn.much NOUN 1j92g734d13 14 27 existing exist VERB 1j92g734d13 14 28 work work NOUN 1j92g734d13 14 29 reports report VERB 1j92g734d13 14 30 energy energy NOUN 1j92g734d13 14 31 dissipation dissipation NOUN 1j92g734d13 14 32 for for ADP 1j92g734d13 14 33 cnns cnn NOUN 1j92g734d13 14 34 at at ADP 1j92g734d13 14 35 the the DET 1j92g734d13 14 36 chip chip NOUN 1j92g734d13 14 37 level level NOUN 1j92g734d13 14 38 , , PUNCT 1j92g734d13 14 39 which which PRON 1j92g734d13 14 40 includes include VERB 1j92g734d13 14 41 dissipation dissipation NOUN 1j92g734d13 14 42 of of ADP 1j92g734d13 14 43 sensors sensor NOUN 1j92g734d13 14 44 , , PUNCT 1j92g734d13 14 45 actuators actuator NOUN 1j92g734d13 14 46 , , PUNCT 1j92g734d13 14 47 and and CCONJ 1j92g734d13 14 48 other other ADJ 1j92g734d13 14 49 components component NOUN 1j92g734d13 14 50 . . PUNCT 1j92g734d13 15 1 as as ADP 1j92g734d13 15 2 such such ADJ 1j92g734d13 15 3 , , PUNCT 1j92g734d13 15 4 the the DET 1j92g734d13 15 5 impacts impact NOUN 1j92g734d13 15 6 of of ADP 1j92g734d13 15 7 various various ADJ 1j92g734d13 15 8 system system NOUN 1j92g734d13 15 9 variables variable NOUN 1j92g734d13 15 10 , , PUNCT 1j92g734d13 15 11 e.g. e.g. ADV 1j92g734d13 15 12 , , PUNCT 1j92g734d13 15 13 application application NOUN 1j92g734d13 15 14 templates template NOUN 1j92g734d13 15 15 , , PUNCT 1j92g734d13 15 16 characteristics characteristic NOUN 1j92g734d13 15 17 of of ADP 1j92g734d13 15 18 the the DET 1j92g734d13 15 19 resistive resistive NOUN 1j92g734d13 15 20 element element NOUN 1j92g734d13 15 21 , , PUNCT 1j92g734d13 15 22 etc etc X 1j92g734d13 15 23 . . X 1j92g734d13 15 24 , , PUNCT 1j92g734d13 15 25 on on ADP 1j92g734d13 15 26 the the DET 1j92g734d13 15 27 energy energy NOUN 1j92g734d13 15 28 profile profile NOUN 1j92g734d13 15 29 of of ADP 1j92g734d13 15 30 a a DET 1j92g734d13 15 31 cnn cnn NOUN 1j92g734d13 15 32 can can AUX 1j92g734d13 15 33 not not PART 1j92g734d13 15 34 be be AUX 1j92g734d13 15 35 easily easily ADV 1j92g734d13 15 36 determined determine VERB 1j92g734d13 15 37 . . PUNCT 1j92g734d13 16 1 this this DET 1j92g734d13 16 2 work work NOUN 1j92g734d13 16 3 also also ADV 1j92g734d13 16 4 proposes propose VERB 1j92g734d13 16 5 analytical analytical ADJ 1j92g734d13 16 6 models model NOUN 1j92g734d13 16 7 to to PART 1j92g734d13 16 8 estimate estimate VERB 1j92g734d13 16 9 cnn cnn PROPN 1j92g734d13 16 10 power power NOUN 1j92g734d13 16 11 and and CCONJ 1j92g734d13 16 12 performance performance NOUN 1j92g734d13 16 13 . . PUNCT 1j92g734d13 17 1 power power NOUN 1j92g734d13 17 2 dissipations dissipation NOUN 1j92g734d13 17 3 , , PUNCT 1j92g734d13 17 4 and and CCONJ 1j92g734d13 17 5 settling settle VERB 1j92g734d13 17 6 times time NOUN 1j92g734d13 17 7 obtained obtain VERB 1j92g734d13 17 8 via via ADP 1j92g734d13 17 9 the the DET 1j92g734d13 17 10 models model NOUN 1j92g734d13 17 11 for for ADP 1j92g734d13 17 12 different different ADJ 1j92g734d13 17 13 linear linear NOUN 1j92g734d13 17 14 , , PUNCT 1j92g734d13 17 15 and and CCONJ 1j92g734d13 17 16 non non ADJ 1j92g734d13 17 17 - - ADJ 1j92g734d13 17 18 linear linear ADJ 1j92g734d13 17 19 characteristics characteristic NOUN 1j92g734d13 17 20 are be AUX 1j92g734d13 17 21 verified verify VERB 1j92g734d13 17 22 through through ADP 1j92g734d13 17 23 circuit circuit NOUN 1j92g734d13 17 24 simulation simulation NOUN 1j92g734d13 17 25 . . PUNCT 1j92g734d13 18 1 simulation simulation NOUN 1j92g734d13 18 2 results result NOUN 1j92g734d13 18 3 show show VERB 1j92g734d13 18 4 that that SCONJ 1j92g734d13 18 5 the the DET 1j92g734d13 18 6 proposed propose VERB 1j92g734d13 18 7 models model NOUN 1j92g734d13 18 8 predict predict VERB 1j92g734d13 18 9 power power NOUN 1j92g734d13 18 10 dissipation dissipation NOUN 1j92g734d13 18 11 and and CCONJ 1j92g734d13 18 12 settling settle VERB 1j92g734d13 18 13 time time NOUN 1j92g734d13 18 14 with with ADP 1j92g734d13 18 15 less less ADJ 1j92g734d13 18 16 than than ADP 1j92g734d13 18 17 1 1 NUM 1j92g734d13 18 18 % % NOUN 1j92g734d13 18 19 and and CCONJ 1j92g734d13 18 20 3 3 NUM 1j92g734d13 18 21 % % NOUN 1j92g734d13 18 22 errors error NOUN 1j92g734d13 18 23 , , PUNCT 1j92g734d13 18 24 respectively respectively ADV 1j92g734d13 18 25 . . PUNCT 1j92g734d13 19 1 case case NOUN 1j92g734d13 19 2 studies study NOUN 1j92g734d13 19 3 are be AUX 1j92g734d13 19 4 performed perform VERB 1j92g734d13 19 5 by by ADP 1j92g734d13 19 6 using use VERB 1j92g734d13 19 7 these these DET 1j92g734d13 19 8 models model NOUN 1j92g734d13 19 9 , , PUNCT 1j92g734d13 19 10 for for ADP 1j92g734d13 19 11 a a DET 1j92g734d13 19 12 tactile tactile ADJ 1j92g734d13 19 13 sensing sense VERB 1j92g734d13 19 14 problem problem NOUN 1j92g734d13 19 15 , , PUNCT 1j92g734d13 19 16 and and CCONJ 1j92g734d13 19 17 a a DET 1j92g734d13 19 18 pattern pattern NOUN 1j92g734d13 19 19 recognition recognition NOUN 1j92g734d13 19 20 problem problem NOUN 1j92g734d13 19 21 to to PART 1j92g734d13 19 22 compare compare VERB 1j92g734d13 19 23 power power NOUN 1j92g734d13 19 24 and and CCONJ 1j92g734d13 19 25 performance performance NOUN 1j92g734d13 19 26 between between ADP 1j92g734d13 19 27 tunneling tunneling NOUN 1j92g734d13 19 28 field field NOUN 1j92g734d13 19 29 effect effect NOUN 1j92g734d13 19 30 transistor transistor NOUN 1j92g734d13 19 31 ( ( PUNCT 1j92g734d13 19 32 tfet tfet NOUN 1j92g734d13 19 33 ) ) PUNCT 1j92g734d13 19 34 based base VERB 1j92g734d13 19 35 non non ADJ 1j92g734d13 19 36 - - ADJ 1j92g734d13 19 37 linear linear ADJ 1j92g734d13 19 38 cnn cnn PROPN 1j92g734d13 19 39 and and CCONJ 1j92g734d13 19 40 conventional conventional ADJ 1j92g734d13 19 41 linear linear ADJ 1j92g734d13 19 42 resistor resistor NOUN 1j92g734d13 19 43 based base VERB 1j92g734d13 19 44 cnn.traditional cnn.traditional PROPN 1j92g734d13 19 45 , , PUNCT 1j92g734d13 19 46 cmos cmos PROPN 1j92g734d13 19 47 based base VERB 1j92g734d13 19 48 , , PUNCT 1j92g734d13 19 49 von von PROPN 1j92g734d13 19 50 neumann neumann PROPN 1j92g734d13 19 51 architectures architectures PROPN 1j92g734d13 19 52 face face VERB 1j92g734d13 19 53 daunting daunt VERB 1j92g734d13 19 54 challenges challenge NOUN 1j92g734d13 19 55 in in ADP 1j92g734d13 19 56 performing perform VERB 1j92g734d13 19 57 complex complex ADJ 1j92g734d13 19 58 computational computational ADJ 1j92g734d13 19 59 tasks task NOUN 1j92g734d13 19 60 at at ADP 1j92g734d13 19 61 high high ADJ 1j92g734d13 19 62 speed speed NOUN 1j92g734d13 19 63 and and CCONJ 1j92g734d13 19 64 with with ADP 1j92g734d13 19 65 low low ADJ 1j92g734d13 19 66 power power NOUN 1j92g734d13 19 67 on on ADP 1j92g734d13 19 68 spatio spatio NOUN 1j92g734d13 19 69 - - ADJ 1j92g734d13 19 70 temporal temporal ADJ 1j92g734d13 19 71 data datum NOUN 1j92g734d13 19 72 , , PUNCT 1j92g734d13 19 73 e.g. e.g. X 1j92g734d13 19 74 , , PUNCT 1j92g734d13 19 75 image image NOUN 1j92g734d13 19 76 processing processing NOUN 1j92g734d13 19 77 , , PUNCT 1j92g734d13 19 78 pattern pattern NOUN 1j92g734d13 19 79 recognition recognition NOUN 1j92g734d13 19 80 , , PUNCT 1j92g734d13 19 81 etc etc X 1j92g734d13 19 82 . . PUNCT 1j92g734d13 20 1 this this DET 1j92g734d13 20 2 work work NOUN 1j92g734d13 20 3 studies study VERB 1j92g734d13 20 4 the the DET 1j92g734d13 20 5 potential potential NOUN 1j92g734d13 20 6 of of ADP 1j92g734d13 20 7 analog analog NOUN 1j92g734d13 20 8 / / SYM 1j92g734d13 20 9 mixed mixed ADJ 1j92g734d13 20 10 - - PUNCT 1j92g734d13 20 11 signal signal NOUN 1j92g734d13 20 12 information information NOUN 1j92g734d13 20 13 processing processing NOUN 1j92g734d13 20 14 using use VERB 1j92g734d13 20 15 tfets tfet NOUN 1j92g734d13 20 16 in in ADP 1j92g734d13 20 17 the the DET 1j92g734d13 20 18 context context NOUN 1j92g734d13 20 19 of of ADP 1j92g734d13 20 20 cellular cellular ADJ 1j92g734d13 20 21 neural neural ADJ 1j92g734d13 20 22 networks network NOUN 1j92g734d13 20 23 ( ( PUNCT 1j92g734d13 20 24 cnns cnns PROPN 1j92g734d13 20 25 ) ) PUNCT 1j92g734d13 20 26 . . PUNCT 1j92g734d13 21 1 a a DET 1j92g734d13 21 2 tfet tfet NOUN 1j92g734d13 21 3 - - PUNCT 1j92g734d13 21 4 based base VERB 1j92g734d13 21 5 , , PUNCT 1j92g734d13 21 6 mixed mixed ADJ 1j92g734d13 21 7 signal signal NOUN 1j92g734d13 21 8 cnn cnn PROPN 1j92g734d13 21 9 architectures architecture NOUN 1j92g734d13 21 10 for for ADP 1j92g734d13 21 11 spatio spatio NOUN 1j92g734d13 21 12 - - ADJ 1j92g734d13 21 13 temporal temporal ADJ 1j92g734d13 21 14 information information NOUN 1j92g734d13 21 15 processing processing NOUN 1j92g734d13 21 16 is be AUX 1j92g734d13 21 17 presented present VERB 1j92g734d13 21 18 . . PUNCT 1j92g734d13 22 1 assuming assume VERB 1j92g734d13 22 2 a a DET 1j92g734d13 22 3 14 14 NUM 1j92g734d13 22 4 nm nm NOUN 1j92g734d13 22 5 inas inas PROPN 1j92g734d13 22 6 homojunction homojunction PROPN 1j92g734d13 22 7 tfet tfet PROPN 1j92g734d13 22 8 for for ADP 1j92g734d13 22 9 the the DET 1j92g734d13 22 10 proposed propose VERB 1j92g734d13 22 11 architecture architecture NOUN 1j92g734d13 22 12 , , PUNCT 1j92g734d13 22 13 power power NOUN 1j92g734d13 22 14 efficiency efficiency NOUN 1j92g734d13 22 15 of of ADP 1j92g734d13 22 16 more more ADJ 1j92g734d13 22 17 than than ADP 1j92g734d13 22 18 2,000 2,000 NUM 1j92g734d13 22 19 gops gop NOUN 1j92g734d13 22 20 / / SYM 1j92g734d13 22 21 w w NOUN 1j92g734d13 22 22 is be AUX 1j92g734d13 22 23 projected project VERB 1j92g734d13 22 24 for for ADP 1j92g734d13 22 25 a a DET 1j92g734d13 22 26 number number NOUN 1j92g734d13 22 27 of of ADP 1j92g734d13 22 28 different different ADJ 1j92g734d13 22 29 cnn cnn PROPN 1j92g734d13 22 30 templates template NOUN 1j92g734d13 22 31 . . PUNCT 1j92g734d13 23 1 by by ADP 1j92g734d13 23 2 comparison comparison NOUN 1j92g734d13 23 3 , , PUNCT 1j92g734d13 23 4 state state NOUN 1j92g734d13 23 5 - - PUNCT 1j92g734d13 23 6 of of ADP 1j92g734d13 23 7 - - PUNCT 1j92g734d13 23 8 the the DET 1j92g734d13 23 9 - - PUNCT 1j92g734d13 23 10 art art NOUN 1j92g734d13 23 11 hardware hardware NOUN 1j92g734d13 23 12 assuming assume VERB 1j92g734d13 23 13 cmos cmos NOUN 1j92g734d13 23 14 technology technology NOUN 1j92g734d13 23 15 promises promise VERB 1j92g734d13 23 16 a a DET 1j92g734d13 23 17 power power NOUN 1j92g734d13 23 18 efficiency efficiency NOUN 1j92g734d13 23 19 only only ADV 1j92g734d13 23 20 close close ADV 1j92g734d13 23 21 to to PART 1j92g734d13 23 22 1,000 1,000 NUM 1j92g734d13 23 23 gops gop NOUN 1j92g734d13 23 24 / / SYM 1j92g734d13 23 25 w. w. NOUN