Modeling the photovoltaic characteristics of Zr-doped TiO2 dye-sensitized solar cells by incorporating CNT@TiO2

Abstract

Using a diffusion differential model, this paper presents models that have been developed to predict the photovoltaic characteristics of Zr-doped TiO2 dye-sensitized solar cells (DSSCs) by incorporating a CNT–TiO2 core–shell (CNT@TiO2) with mono- and double-layer photoanode configurations. The monolayer cells are composed of Zr-doped TiO2 nanoparticles with different molar concentrations of Zr, while the double-layer devices are composed of Zr-doped TiO2 nanoparticles with optimum Zr content (i.e., 0.025 mol%) as the under-layer and CNT@TiO2, with varying CNT weight content, as the over-layer. The model evaluates the impact of critical parameters, including Zr concentration, CNT@TiO2 content, operating temperature, and photoanode thickness, on the photovoltaic characteristics of the devices. The model predictions are validated, demonstrating their capability to accurately represent the photocurrent density–voltage behavior of the devices. Results indicate that the photocurrent density of monolayer DSSCs increases with increasing Zr content up to 0.025 mol% and then decreases with further increases in Zr molar percentage. Moreover, both photocurrent density and open-circuit voltage of the double-layer devices first increase with the introduction of CNT@TiO2 and then decrease, reaching the highest value at 0.025 wt%. It is found that high operating temperatures lead to a decrease in the open-circuit voltage for all photoanode thicknesses, while the photocurrent density first increases with an increase in operating temperature and then decreases with a further temperature increase, reaching a maximum at 30 °C. For monolayer DSSCs, photocurrent density increases with electrode thickness up to 15 µm, after which it declines. These findings present essential knowledge for optimizing the design and efficiency of DSSCs.

Graphical abstract: Modeling the photovoltaic characteristics of Zr-doped TiO2 dye-sensitized solar cells by incorporating CNT@TiO2

Article information

Article type
Paper
Submitted
26 Nov 2025
Accepted
26 Nov 2025
First published
27 Nov 2025
This article is Open Access
Creative Commons BY-NC license

Energy Adv., 2026, Advance Article

Modeling the photovoltaic characteristics of Zr-doped TiO2 dye-sensitized solar cells by incorporating CNT@TiO2

M. R. Mohammadi, M. Khamehchi and A. Mohammadi, Energy Adv., 2026, Advance Article , DOI: 10.1039/D5YA00347D

This article is licensed under a Creative Commons Attribution-NonCommercial 3.0 Unported Licence. You can use material from this article in other publications, without requesting further permission from the RSC, provided that the correct acknowledgement is given and it is not used for commercial purposes.

To request permission to reproduce material from this article in a commercial publication, please go to the Copyright Clearance Center request page.

If you are an author contributing to an RSC publication, you do not need to request permission provided correct acknowledgement is given.

If you are the author of this article, you do not need to request permission to reproduce figures and diagrams provided correct acknowledgement is given. If you want to reproduce the whole article in a third-party commercial publication (excluding your thesis/dissertation for which permission is not required) please go to the Copyright Clearance Center request page.

Read more about how to correctly acknowledge RSC content.

Social activity

Spotlight

Advertisements