Optimizing charge transport and bandgap alignment of ETL and HTL in Tin-based perovskite solar cells via machine learning

QR Code

Optimizing charge transport and bandgap alignment of ETL and HTL in Tin-based perovskite solar cells via machine learning

Perovskite solar cells (PSCs) are highly promising alternatives to silicon solar cells. They offer exceptional costeffectiveness and achieve high power conversion efficiency (PCE) for lead-based PSCs. However, the toxicity is a major concern for lead-based PSCs. As a result, tin-based PSCs are explo...

Full description

Bibliographic Details
Main Authors:	Muppana, Veera Nagendra, Samykano, Mahendran, Pandey, Adarsh Kumar, Keng, Ngui Wai, Rajamony, Reji Kumar, Suraparaju, Subbarama Kousik
Format:	Article
Language:	English
Published:	Elsevier 2025
Subjects:	QC Physics TJ Mechanical engineering and machinery TK Electrical engineering. Electronics Nuclear engineering
Online Access:	http://umpir.ump.edu.my/id/eprint/44856/ http://umpir.ump.edu.my/id/eprint/44856/1/Optimizing%20charge%20transport%20and%20bandgap%20alignment%20of%20ETL%20and%20HTL.pdf

Similar Items

Waste-derived thermal storage solutions for sustainable solar desalination using discarded engine oil and paraffin wax: A techno-environmental feasibility evaluation
by: Suraparaju, Subbarama Kousik, et al.
Published: (2024)

Enhancing thermal energy storage: Investigating the use of graphene nanoplatelets in phase change materials for sustainable applications
by: Muppana, Veera Nagendra, et al.
Published: (2024)

A short review of recent advancements in PCM-air hybrid thermal management for batteries
by: Muppana, Veera Nagendra, et al.
Published: (2024)

Assessing thermophysical properties of Nanostructured Cellulose Nano Crystal (CNC) and Graphene Nanoplatelets (GNP) Additives in Palm Oil-Based Heat Transfer Fluid
by: Kulandaivel, Sridhar, et al.
Published: (2024)

Advanced nano-graphite-infused salt-hydrated phase change materials derived from recycled waste for enhancing thermal energy storage with exceptional thermal stability
by: Yadav, Aman, et al.
Published: (2025)

Insights of MoO3 HTL in perovskite solar cells from a simulation perspective
by: Zulfanizam, Abdul Wahab, et al.
Published: (2024)

Sustainable phase change material developments for thermally comfortable smart buildings: A critical review
by: Yadav, Aman, et al.
Published: (2024)

Experimental investigation of carbon-based nano-enhanced phase change materials assimilated photovoltaic thermal system: Energy, exergy and environmental assessment
by: Rajamony, Reji Kumar, et al.
Published: (2025)

Solar energy: direct and indirect methods to harvest usable energy
by: Adarsh Kumar, Pandey, et al.
Published: (2021)

Enhanced thermal properties of phase change materials through surfactant-functionalized graphene nanoplatelets for sustainable energy storage
by: M. Arif, Fikri, et al.
Published: (2023)

Energizing solar still efficiency with eco-friendly coconut shell biochar enhanced organic phase change material
by: Rajamony, Reji Kumar, et al.
Published: (2025)

Phase change materials and nano-enhanced phase change materials for thermal energy storage in photovoltaic thermal systems: a futuristic approach and its technical challenges
by: Reji Kumar, Rajamony, et al.
Published: (2020)

Investigation of thermal performance and chemical stability of metal infused salt hydrate phase change material for thermal energy storage
by: Pandey, Adarsh Kumar, et al.
Published: (2023)

Materials behaviour analysis of 3D printed brass-PLA filament
by: Rajan, Dinesh Hasan, et al.
Published: (2024)

MXene nanofluids in advanced applications: An in-depth review of thermophysical characteristics and technological innovations
by: Kulandaivel, Sridhar, et al.
Published: (2025)

Nanotechnology Revolutionizing Heat Transfer: A Review of Nanofluid Research and Applications
by: Kulandaivel, Sridhar, et al.
Published: (2024)

Progress in research and technological developments of phase change materials integrated photovoltaic thermal systems : The allied problems and their mitigation strategies
by: Rajamony, Reji Kumar, et al.
Published: (2024)

Enhanced Heat Transfer Efficiency through Formulation and Rheo-Thermal Analysis of Palm Oil-Based CNP/SiO2 Binary Nanofluid
by: Kulandaivel, Sridhar, et al.
Published: (2024)

ANN-integrated modeling of HTL-free Cs₂SnI₆ perovskite solar cells under indoor and outdoor light spectra
by: Md Zannatul, Arif, et al.
Published: (2025)

Energy, exergy, economic and environmental (4E) analysis of serpentine tube absorber photovoltaic thermal system using nano enhanced phase change material
by: Rajamony, Reji Kumar, et al.
Published: (2025)

Experimental analysis and development of novel drying kinetics model for drying grapes in a double slope solar dryer
by: Natarajan, Sendhil Kumar, et al.
Published: (2024)

Stepped solar stills: A comprehensive review of design, performance, and optimization strategies for sustainable water desalination
by: El-Sebaey, Mahmoud S., et al.
Published: (2024)

Energizing the thermal conductivity and optical performance of salt hydrate phase change material using copper (II) oxide nano additives for sustainable thermal energy storage
by: Rajamony, Reji Kumar, et al.
Published: (2024)

Cutting-edge heat transfer: How hexagonal boron nitride nanofluids boost solar photovoltaic thermal (PVT) system performance?
by: Nurhanis Sofiah, Abd Ghafar, et al.

Performance evaluation of photovoltaic thermal systems using functionalized multi-walled carbon-based nano-enhanced phase change material
by: Reji Kumar, Rajamony
Published: (2023)

Integration of emerging PCMs and nano-enhanced PCMs with different solar water heating systems for sustainable energy future: A systematic review
by: Pathak, Sudhir Kumar, et al.
Published: (2023)

Thermal analysis and thermal regulation of photovoltaic thermal system using serpentine tube absorber with modified multi-walled carbon nanotubes enhanced PCM
by: Rajamony, Reji Kumar, et al.
Published: (2024)

Synergetic integration of machining metal scrap for enhanced evaporation in solar stills: A sustainable novel solution for potable water production
by: Peddojula, Mohana Krishna, et al.
Published: (2024)

Energetic, exergetic, and entropy generation prediction and optimization of photovoltaic thermal system integrated hexagonal boron nitride-water nanofluid
by: Nurhanis Sofiah, Abd Ghafar, et al.
Published: (2025)

Synergizing environmental and technological advances: Discarded transmission oil and paraffin wax as a phase change material for energy storage in solar distillation as a step towards sustainability
by: Suraparaju, Subbarama Kousik, et al.
Published: (2024)

PCM-assisted energy storage systems for solar-thermal applications: Review of the associated problems and their mitigation strategies
by: Goel, Varun, et al.
Published: (2023)

Unravelling the Interfacial Dynamics of Bandgap Funneling in Bismuth-Based Halide Perovskites
by: Tang, Y., et al.
Published: (2023)

Experimental investigation of tailoring functionalized carbon-based nano additives infused phase change material for enhanced thermal energy storage
by: Rajamony, Reji Kumar, et al.
Published: (2024)

A class of promising fuel cell performance : International status on the application of nanofluids for thermal management systems
by: Nurhanis Sofiah, Abd Ghafar, et al.
Published: (2024)

Thermal characterization of shape-stable phase change material for efficient thermal energy storage and electric to thermal energy conversion
by: Yadav, Aman, et al.
Published: (2024)

Assessing thermal and economic performance of solar dryers in sustainable strategies for bottle gourd and tomato preservation
by: Suraparaju, Subbarama Kousik, et al.
Published: (2024)

Innovative Double-Finned absorber and Nanoparticle-Enhanced energy storage for enhanced Thermo-Economic performance of solar stills
by: Suraparaju, Subbarama Kousik, et al.
Published: (2025)

Thermal stability and performance evaluation of hitec molten salt for high-temperature energy storage applications
by: Kousik Suraparaju, Subbarama, et al.
Published: (2024)

3D printing technology for thermal application: a brief review
by: Rajan, Kumaresan, et al.
Published: (2021)

Design and development of a biomimetic solar tree for sustainable cogeneration : An energy and exergy assessment
by: Kumaresen, Mohanaravi, et al.
Published: (2024)