SCAPS-1D Embracing Machine Learning Modelling of Plasmonic Perovskite Solar Cells: Innovative Structure of Active Sheet and Electron Transport Substances
Bibliographic record
Abstract
No abstract is available for this record. The assistant can identify its topic from the title, but cannot infer the study’s results.
Source: Not provided · Quality: missing
Research context
OpenAlex topics: Perovskite Materials and Applications · Chalcogenide Semiconductor Thin Films · Quantum Dots Synthesis And Properties
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (56)
Show source-provided references
1. Verduci R, Romano V, Brunetti G, Nia NY, Di Carlo A, Angelo GD, Ciminelli C (2022) Solar energy in space applications: review and technology perspectives. Adv Energy Mater 19:220012510.1002/aenm.202200125 ↗
2. Esiner S, Wang J, Janssen RAJ (2020) Light-driven electrochemical carbon dioxide reduction to carbon monoxide and methane using perovskite photovoltaics. Cell Rep Phys Sci 1:10005810.1016/j.xcrp.2020.100058 ↗
3. Liang J, Han X, Qiu Y, Fang Q, Zhang B, Wang W, Zhang J, Ajayan PM, Lou J (2020) A low-cost and high-efficiency integrated device toward solar-driven water splitting. ACS Nano 14:5426–543410.1021/acsnano.9b09053 ↗
4. Pascaris AS, Schelly C, Burnham L, Pearce JM (2021) Integrating solar energy with agriculture: industry perspectives on the market, community, and socio-political dimensions of agrivoltaics. Energy Res Soc Sci 75:10202310.1016/j.erss.2021.102023 ↗
5. Al-Ezzi AS, Ansari MNM (2022) Photovoltaic solar cells: a review. Appl Syst Innov 5:6710.3390/asi5040067 ↗
6. Pastuszak J, Wegierek P (2022) Photovoltaic cell generations and current research directions for their development. Materials 15, 5542. Photonics 2023, 10, 271 17 of 1910.3390/ma15165542 ↗
7. Dhonde M, Sahu K, Das M, Yadav A, Ghosh P, Murty VVS (2022) Review—recent advancements in dye-sensitized solar cells; from photoelectrode to counter electrode. J Electrochem Soc 169:06650710.1149/1945-7111/ac741f ↗
8. Jun HK, Tung HT (2022) A short overview on recent progress in semiconductor quantum dot-sensitized solar cells. J Nanomater 2022:138258010.1155/2022/1382580 ↗
9. Shen H, Wan L, Fu Z, Xue L, Liu J, Han S, Du S, Lu F, Li J (2023) Simultaneously enhancing the performance and mobility of organic solar classical systems by a novel additive. Opt Mater 135:11321910.1016/j.optmat.2022.113219 ↗
10. Liu J, Liu X, Chen C, Wang Q, Li H, Ren Y, Shen H, Lu X, Yang C, Tong J et al (2023) Self-doping n-type polymer as cathode interface layer enables efficient organic solar cells. Opt Mater 135:11328810.1016/j.optmat.2022.113288 ↗
11. Yang M, Fu S, Wang L, Ren M, Li H, Han S, Lu X, Lu F, Tong J, Li J (2023) Efficient organic solar cells by modulating photoactive layer morphology with halogen-free additives. Opt Mater 137:11350310.1016/j.optmat.2023.113503 ↗
12. Shen H, Ren Y, Li J, Xu Y, Han C, Zou W, Xu H, Sun Y, Kan Y, Gao K (2023) Enhanced performance via π-bridge alteration of porphyrin-based donors for all-small-molecule organic solar cells. Chin J Chem 41:644–65010.1002/cjoc.202200652 ↗
13. Huang Y, Liu T, Liang C, Xia J, Li D, Zhang H, Amini A, Xing G, Cheng C (2020) Towards simplifying the device structure of high-performance perovskite solar cells. Adv Funct Mater 30:200086310.1002/adfm.202000863 ↗
14. Pei Y, Zou X, Qi X, Teng G, Li Q, Guo D, Zeng S (2016) Effect of perovskite film preparation on performance of solar cells. J Chem 2016:1975763
15. Ghosh S, Mishra S, Singh T (2020) Antisolvents in perovskite solar cells: importance, issues, and alternatives. Adv Mater Interfaces 7:200095010.1002/admi.202000950 ↗
16. Albero J, Asiri AM, García H (2016) Influence of the composition of hybrid perovskites on their performance in solar cells. J Mater Chem A 4:4353–436410.1039/C6TA00334F ↗
17. Anushansha YadavDelhi, Vanshika, Rahul Kundara, Sarita Baghel (2023) "Investigating the efficiency and optimization of germanium-based perovskite solar cell using SCAPS 1D". Indian Journal of Engineering and Materials Sciences (IJEMS),3010.56042/ijems.v30i5.6863 ↗
18. (5) IJEMS-OCTOBER 2023 10.56042/ijems.v30i5.6863
19. Kundara R, Baghel S (February 2025) Performance optimization of lead-free KGeCl3 based perovskite solar cells using SCAPS-1D. Sol Energy 287:113253. https://doi.org/10.1016/j.solener.2025.11325310.1016/j.solener.2025.113253 ↗
20. Husainat A, Ali W, Cofie P, Attia J, Fuller J (2019) Simulation and analysis of methylammonium lead iodide (CH3NH3PbI3 ) perovskite solar cell with Au contact using SCAPS 1D simulator. Am J Opt Photonics 7.10.11648/j.ajop.20190702.12 ↗
21. Rono N, Merad AE, Kibet JK, Martincigh BS, Nyamori VO (2021) A theoretical investigation of the effect of the hole and electron transport materials on the performance of a lead-free perovskite solar cell based on CH3NH3SnI3. J Comput Electron 20:993–100510.1007/s10825-021-01673-z ↗
22. Lin L, Jiang L, Li P, Xiong H, Kang Z, Fan B, Qiu Y (2020) Simulated development and optimized performance of CsPbI3 based all-inorganic perovskite solar cells. Sol Energy 198:454–46010.1016/j.solener.2020.01.081 ↗
23. Ouslimane T, Et-taya L, Elmaimouni L, Benami A (2021) Impact of absorber layer thickness, defect density, and operating temperature on the performance of MAPbI3 solar cells based on ZnO electron transporting material. Heliyon 7:e0637910.1016/j.heliyon.2021.e06379 ↗
24. Hasanzadeh Azar M, Mohammadi M, Rezaei NT, Aynehband S, Shooshtari L, Mohammadpour R, Simchi A (2021) Stable photodetectors based on formamidinium lead iodide quantum well perovskite nanoparticles fabricated with excess organic cations. ACS Appl Nano Mater 4:7788–779910.1021/acsanm.1c01093 ↗
25. Azar MH, Mohammadi M, Rezaei NT, Aynehband S, Simchi A (2022) Effect of silica encapsulation on the stability and photoluminescence emission of FAPbI3 nanocrystals for white-light-emitting perovskite diodes. J Alloys Compd 907:16446510.1016/j.jallcom.2022.164465 ↗
26. Karthick S, Velumani S, Bouclé J (2020) Experimental and SCAPS simulated formamidinium perovskite solar cells: a comparison of device performance. Sol Energy 205:349–35710.1016/j.solener.2020.05.041 ↗
27. Sarkar J, Talukdar A, Debnath P, Chatterjee S (2023) Study of bromine substitution on band gap broadening with consequent blue shift in optical properties and efficiency optimization of lead-free CsGeIxBr 3–x based perovskite solar cells. J Comput Electron 22:1075–108810.1007/s10825-023-02038-4 ↗
28. Sagar Bhattarai M, Khalid Hossain GF, Ishraque Toki, Rahul Pandey et al (2023) “Improvement in efficiency by the using of Mxene mixed with TiO2 as ETL in perovskite based PSC device”, New Journal of Chemistry.
29. Raoui Y, Ez-Zahraouy H, Tahiri N, El Bounagui O, Ahmad S, Kazim S (2019) Performance analysis of MAPbI3 based perovskite solar cells employing diverse charge selective contacts: simulation study. Sol Energy 193:948–95510.1016/j.solener.2019.10.009 ↗
30. Jin Z, Shang J, Zhu Q, Ling C, Xie W, Qiang B (2020) RFRSF: employee turnover prediction based on random forests and survival analysis. In Lecture Notes in Computer Science (including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Springer: Berlin/Heidelberg, Germany 12343:503–515. ISBN 9783030620073.10.1007/978-3-030-62008-0_35 ↗
31. Habisreutinger SN, Leijtens T, Eperon GE, Stranks SD, Nicholas RJ, Snaith HJ (2014) Carbon nanotube/polymer composites as a highly stable hole collection layer in perovskite solar cells. Nano Lett 14:5561–556810.1021/nl501982b ↗
32. Jiang Q, Zhang X, You J (2018) SnO2: a wonderful electron transport layer for perovskite solar cells. Small 14:180115410.1002/smll.201801154 ↗
33. Haider SZ, Anwar H, Wang M (2018) A comprehensive device modelling of perovskite solar cell with inorganic copper iodide as hole transport material. Semicond Sci Technol 33:03500110.1088/1361-6641/aaa596 ↗
34. Ye T, Wang K, Hou Y, Yang D, Smith N, Magill B, Yoon J, Mudiyanselage RRHH, Khodaparast GA, Wang K et al (2021) Ambient-air-stable lead-free CsSnI3 solar cells with greater than 7.5% efficiency. J Am Chem Soc 143:4319–4328.10.1021/jacs.0c13069 ↗
35. Byranvand MM, Saliba M (2021) Defect passivation of perovskite films for highly efficient and stable solar cells. Sol RRL 5:210029510.1002/solr.202100295 ↗
36. Song X, Zhang Y, Zhang H, Yu Y, Cao M, Che Y, Dai H, Yang J, Ding X, Yao J (2017) Graphene and PbS quantum dot hybrid vertical phototransistor. Nanotechnology 28:14520110.1088/1361-6528/aa5faf ↗
37. Jeng JY, Chiang YF, Lee MH, Peng SR, Guo TF, Chen P, Wen TC (2013) CH3NH3PbI3 perovskite/fullerene planar-heterojunction hybrid solar cells. Adv Mater 25:3727–373210.1002/adma.201301327 ↗
38. Duan Q, Ji J, Hong X, Fu Y, Wang C, Zhou K, Liu X, Yang H, Wang Z-Y (2020) Design of hole-transport-material free CH3NH3PbI3/CsSnI3 all-perovskite heterojunction efficient solar cells by device simulation. Sol Energy 201:555–56010.1016/j.solener.2020.03.037 ↗
39. Teimouri R, Heydari Z, Ghaziani MP, Madani M, Abdy H, Kolahdouz M, Asl-Soleimani E (2020) Synthesizing Li Doped TiO2 Electron Transport Layers for Highly Efficient Planar Perovskite Solar Cell. Superlattices Microstruct 145:10662710.1016/j.spmi.2020.106627 ↗
40. Salah MM, Abouelatta M, Shaker A, Hassan KM, Saeed A (2019) A comprehensive simulation study of hybrid halide perovskite solar cell with copper oxide as HTM. Semicond Sci Technol 34:11500910.1088/1361-6641/ab22e1 ↗
41. Marinova N, Tress W, Humphry-Baker R, Dar MI, Bojinov V, Zakeeruddin SM, Nazeeruddin MK, Grätzel M (2015) Light harvesting and charge recombination in CH3NH3PbI3 perovskite solar cells studied by hole transport layer thickness variation. ACS Nano 9:4200–420910.1021/acsnano.5b00447 ↗
42. Jamal S, Khan AD, Khan AD (2020) High performance perovskite solar cell based on efficient materials for electron and hole transport layers. Optik 218:16478710.1016/j.ijleo.2020.164787 ↗
43. Azri F, Meftah A, Sengouga N, Meftah A (2019) Electron and hole transport layers optimization by numerical simulation of a perovskite solar cell. Sol Energy 181:372–37810.1016/j.solener.2019.02.017 ↗
44. Wang T, Chen J, Wu G, Li M (2016) Optimal design of efficient hole transporting layer free planar perovskite solar cell. Sci China Mater 59:703–70910.1007/s40843-016-5108-4 ↗
45. Dzikri I, Hariadi M, Purnamaningsih RW, Poespawati NR (2018) Analysis of the role of hole transport layer materials to the performance of perovskite solar cell. E3S Web Conf. 67:01021.10.1051/e3sconf/20186701021 ↗
46. Paquin F, Rivnay J, Salleo A, Stingelin N, Silva C (2015) Multi-phase semicrystalline microstructures drive exciton dissociation in neat plastic semiconductors. J Mater Chem C 3:10715–1072210.1039/C5TC02043C ↗
47. Mehlig B (2021) Machine learning with neural networks; Cambridge University Press: Cambridge, UK. ISBN 9781108860604.10.1017/9781108860604 ↗
48. Schmidhuber J (2015) Deep learning in neural networks: an overview. Neural Netw 61:85–11710.1016/j.neunet.2014.09.003 ↗
49. Kabir H, Garg N (2023) Machine learning enabled orthogonal camera goniometry for accurate and robust contact angle measurements. Sci Rep 13:149710.1038/s41598-023-28763-1 ↗
50. Bolón-Canedo V, Remeseiro B (2020) Feature selection in image analysis: a survey. Artif Intell Rev 53:2905–293110.1007/s10462-019-09750-3 ↗
51. Anwar F, Mahbub R, Satter SS, Ullah SM (2017) Effect of different HTM layers and electrical parameters on ZnO nanorod-based lead-free perovskite solar cell for high-efficiency performance. Int J Photoenergy 2017:984631010.1155/2017/9846310 ↗
52. Dumin NA, Dickerson KJ, Dumin DJ, Moore BT (1996) Correlation of the decay of tunneling currents with trap generation inside thin oxides. Solid State Electron 39:655–66010.1016/0038-1101(95)00196-4 ↗
53. Ghebouli MA, Ghebouli B, Larbi R, Chihi T, Fatmi M (2021) Effect of buffer nature, absorber layer thickness and temperature on the performance of CISSe based solar cells, using SCAPS-1D Simulation Program. Optik 241:16620310.1016/j.ijleo.2020.166203 ↗
54. Chen M, Ju MG, Garces HF, Carl AD, Ono LK, Hawash Z, Zhang Y, Shen T, Qi Y, Grimm RL, Pacifici D, Zeng XC, Zhou Y, Padture NP (2019) Highly stable and efficient all-inorganic lead-free perovskite solar cells with native-oxide passivation, Nat Commun 10(16). 10.1038/s41467-018–07951-y.10.1038/s41467-018-07951-y ↗
55. Cheng J et al (2023) Wide-Band-Gap (2.0 eV) Perovskite solar cells with a VOC of 1.325 V fabricated by a green-solvent strategy. ACS Applied Materials & Interfaces 15(19):23077–23084.10.1021/acsami.3c00895 ↗
56. Hossain MK, Toki GFI, Kuddus A, Rubel MHK, Hossain MM, Bencherif H, Rahman MF, Islam MR, Mushtaq M (2023) An extensive study on multiple ETL and HTL layers to design and simulation of high-performance lead-free CsSnCl3 -based perovskite solar cells. Sci Rep 2521.10.1038/s41598-023-28506-2 ↗