Page 54 - Read Online
P. 54
Page 14 of 15 Allen et al. J Mater Inf 2024;4:35 https://dx.doi.org/10.20517/jmi.2024.72
Ethical approval and consent to participate
Not applicable.
Consent for publication
Not applicable.
Copyright
© The Author(s) 2024.
REFERENCES
1. NREL. Best research-cell efficiency chart. Available from: https://www.nrel.gov/pv/cell-efficiency.html. [Last accessed on 30 Dec
2024].
2. Zhang C, Park N. Materials and methods for cost-effective fabrication of perovskite photovoltaic devices. Commun Mater 2024;5:636.
DOI
3. Abbasi S, Wang X, Tipparak P, et al. Proper annealing process for a cost effective and superhydrophobic ambient-atmosphere
fabricated perovskite solar cell. Mat Sci Semicon Proc 2023;155:107241. DOI
4. Penpong K, Seriwatanachai C, Naikaew A, et al. Robust perovskite formation via vacuum thermal annealing for indoor perovskite
solar cells. Sci Rep 2023;13:10933. DOI PubMed PMC
5. Huddy JE, Ye Y, Scheideler WJ. Eliminating the perovskite solar cell manufacturing bottleneck via high-speed flexography. Adv
Mater Technol 2022;7:2101282. DOI
6. Lavery BW, Kumari S, Konermann H, Draper GL, Spurgeon J, Druffel T. Intense pulsed light sintering of CH NH PbI solar cells.
3 3 3
ACS Appl Mater Interfaces 2016;8:8419-26. DOI PubMed
7. Xu W, Daunis TB, Piper RT, Hsu JW. Effects of photonic curing processing conditions on MAPbI film properties and solar cell
3
performance. ACS Appl Energy Mater 2020;3:8636-45. DOI
8. Ghahremani AH, Pishgar S, Bahadur J, Druffel T. Intense pulse light annealing of perovskite photovoltaics using gradient flashes. ACS
Appl Energy Mater 2020;3:11641-54. DOI
9. Serafini P, Boix PP, Barea EM, Edvinson T, Sánchez S, Mora-Seró I. Photonic processing of MAPbI films by flash annealing and
3
rapid growth for high-performance perovskite solar cells. Solar RRL 2022;6:2200641. DOI
10. Ankireddy K, Ghahremani AH, Martin B, Gupta G, Druffel T. Rapid thermal annealing of CH NH PbI perovskite thin films by
3 3 3
intense pulsed light with aid of diiodomethane additive. J Mater Chem A 2018;6:9378-83. DOI
11. Xu W, Bonner JC, Piper RT, Hsu JWP. Effects of residual DMSO adduct on photonically cured MAPbI solar cells. J Phys Chem C
3
2023;127:14933-9. DOI
12. Xu W, Liu Z, Piper RT, Hsu JW. Bayesian optimization of photonic curing process for flexible perovskite photovoltaic devices. Sol
Energ Mat Sol C 2023;249:112055. DOI
13. Yılmaz B, Yıldırım R. Critical review of machine learning applications in perovskite solar research. Nano Energy 2021;80:105546.
DOI
14. Song Q, Bai Y, Chen Q. The spring of processing chemistry in perovskite solar cells-bayesian optimization. J Phys Chem Lett
2022;13:10741-50. DOI
15. Srivastava M, Howard JM, Gong T, Rebello Sousa Dias M, Leite MS. Machine learning roadmap for perovskite photovoltaics. J Phys
Chem Lett 2021;12:7866-77. DOI PubMed
16. Higgins K, Valleti SM, Ziatdinov M, Kalinin SV, Ahmadi M. Chemical robotics enabled exploration of stability in multicomponent
lead halide perovskites via machine learning. ACS Energy Lett 2020;5:3426-36. DOI
17. Taherimakhsousi N, Fievez M, Macleod BP, et al. A machine vision tool for facilitating the optimization of large-area perovskite
photovoltaics. npj Comput Mater 2021;7:657. DOI
18. Kumar V, Pandey A, Vishvakarma A, Kumar A, Kumar L, Pal Singh B. Growth of MAPbI perovskite films on MWCNT-modified
3
TiO thin films for solar cell applications. Inorg Chem Commun 2024;163:112360. DOI
2
19. Tian SIP, Liu Z, Chellappan V, et al. Rapid and accurate thin film thickness extraction via UV-vis and machine learning. In: 2020 47th
IEEE Photovoltaic Specialists Conference (PVSC); 2020 Jun 15 - Aug 21; Calgary, Canada. IEEE; 2020. pp. 0128-32. DOI
20. Qaid SMH, Ghaithan HM, Al-Asbahi BA, Aldwayyan AS. Solvent effects on the structural and optical properties of MAPbI 3
perovskite thin film for photovoltaic active layer. Coatings 2022;12:549. DOI
21. Standard test methods for determining average grain size. 2021. DOI
22. Dunlap-Shohl WA, Li T, Mitzi DB. Interfacial effects during rapid lamination within MAPbI thin films and solar cells. ACS Appl
3
Energy Mater 2019;2:5083-93. DOI
23. Thampy S, Zhang B, Hong K, Cho K, Hsu JWP. Altered stability and degradation pathway of CH NH PbI in contact with metal
3
3
3
oxide. ACS Energy Lett 2020;5:1147-52. DOI
24. Lee SH, Hong S, Kim HJ. Selection of a suitable solvent additive for 2-methoxyethanol-based antisolvent-free perovskite film
fabrication. ACS Appl Mater Interfaces 2022;14:39132-40. DOI

