Table 2 Structure, dimension, mechanism, synaptic characteristics, and energy consumptions for various artificial synapses based on 2D materials that have been reported in recent studies

From: Two-dimensional materials for artificial sensory devices: advancing neuromorphic sensing technology

Materials

Mechanisms

Structure

Dynamic range

No. of G states

Switching energy/power

 

Linearity

Retention

Endurance

Amplitude of control spikes (V)

Duration of control spikes

Amplitude of read spikes (V)

wt control layer

Ref

MoS2

Memristor

2-terminal

~2

1000

-

 

7.2/5.4

-

-

+10 / -15

100 us

1

-

180

h-BN

Memristor

2-terminal

-

-

600 pW

 

-

3000

-

0.7

10 ns

10-1

-

181

Ti3C2Tx

Memristor

2-terminal

~4.5

15

-

 

5.1/4.8

60

106

4

10 ms

1

-

68

WS2/ZnO

Memristor

2-terminal

~300

300

0.2 nJ

 

1.3/-

300

-

1

1 ms

5 × 10-1

-

182

LixMoS2

Memristor

2-terminal

40–50

-

-

 

-

7000

104

6

1 ms

-

-

183

WSe2

Electrochemical

3-terminal

2

60

30 fJ

 

2/1.9

5000

-

1.2 /−0.4

100 ms

-

PEO:LiClO4

184

Graphene

Electrochemical

3-terminal

7

250

500 fJ

 

0.6/3.3

45,000

-

50 pA

10 ms

-

PEO:LiClO4

190

Graphene /AlOx

Floating gate

2-terminal

~100

10

0.01–1 fJ

 

-

6000

-

2.3

100 ns

-

-

186

MoS2 /h-BN /graphene

Floating gate

2-terminal

106

2

-

 

-

10,000

105

6

10 ms

10-1

-

187

MoS2 /h-BN

2D Heterostructure

2-terminal

384 >

-

-

 

-

1.814.400

-

–15 /–18

0.4 s

-

-

188

WSe2

2D Heterostructure

3-terminal

~5

600

66 fJ

 

1.4/1.4

-

-

0.3

10 ms

-

h-BN

114

BP

2D Heterostructure

3-terminal

1.1

21

-

 

5.7/3.2

5

-

20

10 ms

-

POx

189

MoS2

2D Heterostructure

3-terminal

3

20

64 pJ

 

2.2/4.2

1000

100

6

2 s

-

Graphene (volatile) /Al2O3 (non-volatile)

117

MoS2

2D Heterostructure

3-terminal

3

12

4.8 pJ

 

1.2/1.4

7200

-

2

10.5 ms

-

DEME-TFSI

190