journal article·2025-03-19Open access

Database of Nonaqueous Proton-Conducting Materials

Harrison J. Cassady, Emeline Martin, Yifan Liu, Debjyoti Bhattacharya, Maria F. Rochow, Brock A. Dyer, Wesley F. Reinhart, Valentino R. Cooper, Michael A. Hickner

ACS Applied Materials & Interfaces· Volume 17· Issue 11

Abstract

This work presents the assembly of 48 papers, representing 74 different compounds and blends, into a machine-readable database of nonaqueous proton-conducting materials. SMILES was used to encode the chemical structures of the molecules, and we tabulated the reported proton conductivity, proton diffusion coefficient, and material composition for a total of 3152 data points. The data spans a broad range of temperatures ranging from -70 to 260 °C. To explore this landscape of nonaqueous proton conductors, DFT was used to calculate the proton affinity of 18 unique proton carriers. The results were then compared to the activation energy derived from fitting experimental data to the Arrhenius equation. It was found that while the widely recognized positive correlation between the activation energy and proton affinity may hold among closely related molecules, this correlation does not necessarily apply across a broader range of molecules. This work serves as an example of the potential analyses that can be conducted using literature data combined with emerging research tools in computation and data science to address specific materials design problems.
Source: openalex_inverted_index · Quality: baseline

Research context

OpenAlex topics: Machine Learning in Materials Science · Fuel Cells and Related Materials · Metal-Organic Frameworks: Synthesis and Applications

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Department of Chemical Engineering and Materials Science

Michigan State University

Energy Technologies Area

Lawrence Berkeley National Laboratory

Department of Chemical Engineering

University of Michigan

Materials Science and Technology Division

Oak Ridge National Laboratory

Materials Science and Engineering

The Pennsylvania State University

Department of Physics and Astronomy

Ursinus College

Institute for Computational and Data Sciences

Funding

Energy Frontier Research Centers · National Science Foundation Graduate Research Fellowship Program

References (90)

Show source-provided references
1. 10.1002/celc.20230084610.1002/celc.202300846 ↗
2. 10.1016/j.pmatsci.2015.04.00210.1016/j.pmatsci.2015.04.002 ↗
3. 10.1149/1945-7111/ad318d10.1149/1945-7111/ad318d ↗
4. 10.1016/j.electacta.2004.02.06710.1016/j.electacta.2004.02.067 ↗
5. 10.1016/S1359-0294(03)00006-210.1016/S1359-0294(03)00006-2 ↗
6. 10.1149/1.204433710.1149/1.2044337 ↗
7. 10.1016/j.progpolymsci.2008.12.00310.1016/j.progpolymsci.2008.12.003 ↗
8. 10.1002/fuce.20040005910.1002/fuce.200400059 ↗
9. 10.1016/j.memsci.2014.11.03310.1016/j.memsci.2014.11.033 ↗
10. 10.1016/j.memsci.2003.09.00210.1016/j.memsci.2003.09.002 ↗
11. 10.1002/fuce.20090017610.1002/fuce.200900176 ↗
12. 10.1016/j.cclet.2023.10926110.1016/j.cclet.2023.109261 ↗
13. 10.1002/fuce.20190020110.1002/fuce.201900201 ↗
14. 10.1007/s10462-021-10058-410.1007/s10462-021-10058-4 ↗
15. 10.1021/acs.chemrev.0c0130310.1021/acs.chemrev.0c01303 ↗
16. 10.1039/D1CC07035E10.1039/D1CC07035E ↗
17. 10.1021/acs.jcim.4c0139610.1021/acs.jcim.4c01396 ↗
18. 10.1063/1.481232310.1063/1.4812323 ↗
19. The Materials Project. https://next-gen.materialsproject.org/, Accessed: 2024-08-28.
20. 10.1038/s41524-020-00440-110.1038/s41524-020-00440-1 ↗
21. 10.1021/ci00038a00310.1021/ci00038a003 ↗
22. 10.1080/0889311041000166488210.1080/08893110410001664882 ↗
23. 10.1107/S002188980901669010.1107/S0021889809016690 ↗
24. 10.1021/acsabm.3c0005410.1021/acsabm.3c00054 ↗
25. 10.1038/s41586-018-0337-210.1038/s41586-018-0337-2 ↗
26. 10.3390/biom906021610.3390/biom9060216 ↗
27. Hastie T. · 2017
28. 10.1021/ci00057a00510.1021/ci00057a005 ↗
29. Landrum, G. RDKit. 2023.
30. 10.1021/acscentsci.9b0047610.1021/acscentsci.9b00476 ↗
31. 10.1021/acspolymersau.2c0000910.1021/acspolymersau.2c00009 ↗
32. 10.1021/acs.macromol.3c0137810.1021/acs.macromol.3c01378 ↗
33. 10.1039/c3cp53362j10.1039/c3cp53362j ↗
34. 10.1021/cm021298q10.1021/cm021298q ↗
35. 10.1039/B917360A10.1039/B917360A ↗
36. 10.1007/s11581-011-0600-010.1007/s11581-011-0600-0 ↗
37. 10.1021/acs.jpcc.8b0081410.1021/acs.jpcc.8b00814 ↗
38. 10.1021/ja067332+10.1021/ja067332+ ↗
39. 10.1016/j.polymer.2005.02.05610.1016/j.polymer.2005.02.056 ↗
40. 10.1039/C8TA00390D10.1039/C8TA00390D ↗
41. 10.1039/C5CP07603J10.1039/C5CP07603J ↗
42. 10.1021/jp311558h10.1021/jp311558h ↗
43. 10.1021/jp304423710.1021/jp3044237 ↗
44. 10.1002/polb.2095610.1002/polb.20956 ↗
45. 10.3390/ma1109172310.3390/ma11091723 ↗
46. 10.1021/acsaem.8b0138910.1021/acsaem.8b01389 ↗
47. 10.1021/cm051509210.1021/cm0515092 ↗
48. 10.1039/c0jm04306k10.1039/c0jm04306k ↗
49. 10.1021/jp022347p10.1021/jp022347p ↗
50. 10.1149/1.350359810.1149/1.3503598 ↗
51. 10.1016/j.polymer.2019.12158310.1016/j.polymer.2019.121583 ↗
52. 10.1016/j.jpcs.2004.04.00110.1016/j.jpcs.2004.04.001 ↗
53. Sevil F. · Turkish J. Chem. · 2005 · 29 · 377
54. 10.1016/j.electacta.2011.04.10810.1016/j.electacta.2011.04.108 ↗
55. 10.1002/pi.233510.1002/pi.2335 ↗
56. 10.1039/C4EE02280G10.1039/C4EE02280G ↗
57. 10.1039/c2cp00007e10.1039/c2cp00007e ↗
58. 10.1002/cphc.20180101710.1002/cphc.201801017 ↗
59. 10.1002/cphc.20100018410.1002/cphc.201000184 ↗
60. 10.1016/S0167-2738(02)00040-110.1016/S0167-2738(02)00040-1 ↗
61. 10.1016/j.electacta.2006.02.03510.1016/j.electacta.2006.02.035 ↗
62. 10.1016/j.jfluchem.2010.03.01510.1016/j.jfluchem.2010.03.015 ↗
63. 10.1016/j.ssi.2008.04.03310.1016/j.ssi.2008.04.033 ↗
64. 10.1021/jacs.1c0803110.1021/jacs.1c08031 ↗
65. 10.1007/s11581-022-04481-y10.1007/s11581-022-04481-y ↗
66. 10.1021/ja407883b10.1021/ja407883b ↗
67. 10.1039/c0jm00523a10.1039/c0jm00523a ↗
68. 10.1016/j.ssi.2021.11577510.1016/j.ssi.2021.115775 ↗
69. 10.1021/cm031076810.1021/cm0310768 ↗
70. 10.1016/j.synthmet.2011.01.01010.1016/j.synthmet.2011.01.010 ↗
71. 10.1016/j.cap.2009.05.00910.1016/j.cap.2009.05.009 ↗
72. 10.1039/B618686F10.1039/B618686F ↗
73. 10.1016/S0167-2738(01)00917-110.1016/S0167-2738(01)00917-1 ↗
74. 10.1016/j.electacta.2017.01.19710.1016/j.electacta.2017.01.197 ↗
75. 10.1039/C4CP00527A10.1039/C4CP00527A ↗
76. 10.1016/j.molstruc.2017.09.03210.1016/j.molstruc.2017.09.032 ↗
77. 10.1016/j.molstruc.2013.04.03710.1016/j.molstruc.2013.04.037 ↗
78. 10.1246/cl.2005.44210.1246/cl.2005.442 ↗
79. 10.1021/ja074041810.1021/ja0740418 ↗
80. 10.5281/zenodo.1485382810.5281/zenodo.14853828 ↗
81. 10.1088/0953-8984/21/39/39550210.1088/0953-8984/21/39/395502 ↗
82. 10.1103/PhysRevB.81.16110410.1103/PhysRevB.81.161104 ↗
83. 10.1016/j.commatsci.2013.08.05310.1016/j.commatsci.2013.08.053 ↗
84. 10.1021/acsaem.4c0165410.1021/acsaem.4c01654 ↗
85. 10.1088/2053-1591/ab966510.1088/2053-1591/ab9665 ↗
86. 10.1021/acs.chemmater.4c0243210.1021/acs.chemmater.4c02432 ↗
87. 10.1149/1.185981410.1149/1.1859814 ↗
88. 10.1016/j.ssi.2009.05.01810.1016/j.ssi.2009.05.018 ↗
89. 10.1149/2.F06072IF10.1149/2.F06072IF ↗
90. 10.1016/j.electacta.2006.03.08410.1016/j.electacta.2006.03.084 ↗