Table 2 Stable superhard structures discovered using the XtalOpt evolutionary algorithm that have been predicted before. Either the well-known names, or those used in the first paper reporting the structure, are provided, along with the SACADA ID and topology. The Vickers hardness (GPa) as calculated via the Teter model using the ML shear modulus, \(H_{{\mathrm{v,Teter}}}^{{\mathrm{ML}}}\), or computed in other studies, \(H_{\mathrm{v}}^{{\mathrm{others}}}\), as well as the density, ρ, in g/cm3 of the optimized structures is also given

From: Predicting superhard materials via a machine learning informed evolutionary structure search

Names

SACADA ID (Topology)

\(H_{{\mathrm{v,Teter}}}^{{\mathrm{ML}}}\)

\(H_{\mathrm{v}}^{{\mathrm{others}}}\)

ρ

Diamond

1 (dia)

75.6

89.5b, 87.3b, 95.4b, 97.5b, 89.7c

3.50

bc8

20 (gsi)

74.4

88.6b

3.56

Chiral-framework

29 (unj)

47.1

81.5b, 90.8b, 81.3c

3.21

Lonsdaleite

37 (lon)

79.3

89.1b, 89.1c, 97.3d

3.49

bct-C4

60 (crb)

65.6

84.4b, 82.0b, 92.9b, 84.0c

3.31

Y-carbon

81 (cag)

62.8

 

3.31

T12

107 (cdp)

68.2

85.1b

3.35

4H-diamond

111 (cfc)

78.3

98.1d

3.50

Bikitaite carbon

124 (bik)

48.4

 

3.23

Z-carbon

141 (sie)

71.8

85.1b, 84.4b, 95.1b

3.40

6B

179 (NSI)

48.8

 

3.25

C2/m-16

186 (43T85)

68.6

84.9b

3.35

12R-diamond

209 (SiC12)

77.0

 

3.50

oc16

210 (3,43T72)

52.3

42.9d

3.27

W-carbon

218 (cnw)

70.4

85.3b, 83.1b, 93.8b

3.35

M-carbon

224 (cbn)

68.0

85.0b, 82.7b, 93.5b, 84.3c

3.34

F-carbon

225 (44T35)

70.4

84.7b

3.33

P21/m

245 (45T27)

70.8

85.4b

3.36

12D

256 (46T15)

72.1

 

3.40

oP20

260 (46T16)

75.4

91.4d

3.42

Z-carbon-3

262 (46T7)

72.1

92.6d

3.40

mS32

291 (48T16)

72.6

90.8d

3.41

Z-carbon-2

293 (48T5)

75.6

92.4d

3.42

mP16

294 (48T15)

75.8

91.0d

3.41

16D

336 (416T3)

75.9

 

3.41

16B

337 (416T2)

72.7

 

3.42

G6

358 (46T28)

66.8

 

3.33

G21

365 (45T49)

69.3

 

3.33

G120

420 (44T85)

68.7

 

3.36

G153

447 (cfe)

77.8

 

3.50

G158

451 (mbc-4,4-Imma)

47.1

 

3.26

G178

470 (48T44)

78.3

 

3.48

G225

511 (48T49)

72.6

 

3.41

3,4,4T154a

not published

48.0

 

3.19

8-layered SiC polytypea

not published

77.0

 

3.50

Deem hyp. Zeolite

8047698

54.5

 

3.30

  1. aStructures are in the SACADA database but have not yet been published online
  2. bHardness values are from ref. 12 and references therein
  3. cHardness values are from ref. 13
  4. dHardness values are from the SACADA database