Camellia Doroody
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Research Subjects
Camellia Doroody has a total of 114 co-authors. Here are the top co-authors by number of shared publications:
- Nowshad Amin
Department of Electrical Engineering, Faculty of Engineering, Islamic University of Madinah, Madinah, Saudi Arabia
14 shared publications - Muhammad Najib Harif
Faculty of Applied Sciences, Universiti Teknologi MARA, Shah Alam, Malaysia
11 shared publications Kazi Sajedur Rahman
Solar Energy Research Institute, Universiti Kebangsaan Malaysia, Bangi, Malaysia
9 shared publications- Kazi Sajedur Rahman
Solar Energy Research Institute, Universiti Kebangsaan Malaysia, Bangi, Malaysia
7 shared publications Tiong Sieh Kiong
7 shared publications- Ahmad Wafi Mahmood Zuhdi
Institute of Sustainable Energy, Universiti Tenaga Nasional (UNITEN), Kajang, Malaysia
5 shared publications
Latest Publications
- 30 July 2026
- Published by Elsevier in Expert Systems with Applications
- Vol. 333
An ML-driven web interface for classification and optical analysis of transparent conductive oxide materials
- 30 July 2026
- Published by Elsevier in Expert Systems with Applications
- Vol. 333
An ML-driven web interface for classification and optical analysis of transparent conductive oxide materials
- Open Access
- 12 February 2026
- Published by Springer Nature in Scientific Reports
- Vol. 16 (1)
Optimized electrical and physiochemical properties of cadmium telluride thin films via copper chloride treatment for photovoltaic applications
An in-depth examination was undertaken on the structural, optical, and electrical alterations of CdTe thin films exposed to CuCl₂ post-treatment with different molar concentrations. The films were prepared using the close-spaced sublimation (CSS) approach. The CuCl₂ treatment at 390 °C in ambient air had significant impacts on the crystallographic orientation, lattice properties, and carrier concentration of CdTe films. The full width at half maximum (FWHM) increased from 0.0038 radians at 0.0005 M CuCl₂ to 0.0068 radians at 0.05 M, indicating grain refinement and increased microstrain at higher Cu concentrations, confirming a significant zincblende (111) preferred orientation as the X-ray diffraction (XRD) research reported. The inclusion of Cu and the resulting lattice deformation demonstrate a significant relationship with the evolution of crystallite size and dislocation density, indicating a regulated interaction between the dopant and the lattice throughout the examined molarity range. A comprehensive evaluation of structural, optical, morphological, and electrical properties indicates that a CuCl₂ concentration of 0.005 M achieves an optimal balance, facilitating effective p-type activation while preventing excessive Cu diffusion, which is associated with increased microstrain, decreased mobility, and heightened recombination at elevated dopant concentrations. XRD analysis confirms the retention of zincblende crystallinity without the formation of secondary phases, while optical measurements demonstrate stable band-gap behaviour, indicating minimal electronic distortion. Complementary FESEM and EDX analyses reveal enhanced grain coalescence and a reduction in grain-boundary density, which together facilitate improved carrier transport. The synergistic enhancements position the CuCl₂ solution-based treatment, especially at 0.005 M, as an effective and environmentally friendly alternative to traditional CdCl₂ activation, directly influencing the formation of ohmic contacts and the performance of CdTe thin-film.
- 12 February 2026
- Published by Springer Nature in Scientific Reports
- Vol. 16 (1)
Open AccessOptimized electrical and physiochemical properties of cadmium telluride thin films via copper chloride treatment for photovoltaic applications
An in-depth examination was undertaken on the structural, optical, and electrical alterations of CdTe thin films exposed to CuCl₂ post-treatment with different molar concentrations. The films were prepared using the close-spaced sublimation (CSS) approach. The CuCl₂ treatment at 390 °C in ambient air had significant impacts on the crystallographic orientation, lattice properties, and carrier concentration of CdTe films. The full width at half maximum (FWHM) increased from 0.0038 radians at 0.0005 M CuCl₂ to 0.0068 radians at 0.05 M, indicating grain refinement and increased microstrain at higher Cu concentrations, confirming a significant zincblende (111) preferred orientation as the X-ray diffraction (XRD) research reported. The inclusion of Cu and the resulting lattice deformation demonstrate a significant relationship with the evolution of crystallite size and dislocation density, indicating a regulated interaction between the dopant and the lattice throughout the examined molarity range. A comprehensive evaluation of structural, optical, morphological, and electrical properties indicates that a CuCl₂ concentration of 0.005 M achieves an optimal balance, facilitating effective p-type activation while preventing excessive Cu diffusion, which is associated with increased microstrain, decreased mobility, and heightened recombination at elevated dopant concentrations. XRD analysis confirms the retention of zincblende crystallinity without the formation of secondary phases, while optical measurements demonstrate stable band-gap behaviour, indicating minimal electronic distortion. Complementary FESEM and EDX analyses reveal enhanced grain coalescence and a reduction in grain-boundary density, which together facilitate improved carrier transport. The synergistic enhancements position the CuCl₂ solution-based treatment, especially at 0.005 M, as an effective and environmentally friendly alternative to traditional CdCl₂ activation, directly influencing the formation of ohmic contacts and the performance of CdTe thin-film.
- Open Access
- 21 January 2026
- Published by Springer Nature in Journal of Electronic Materials
- Vol. 55 (3) , 3325-3346
High-Precision Classification of Transparent Conductive Oxides with Optical Signatures using XGBoost Algorithm for Accelerated Material Screening
This study introduces a machine learning (ML) adaptive interface for classifying transparent conductive oxide (TCO) materials by examining their optical characteristics, such as their wavelength, optical density, absorption, and transmission. Six supervised ML models were considered in this study, namely decision tree, random forest, extreme gradient boosting (XGBoost), support vector classifier (SVC), K -nearest neighbors (KNN), and multilayer perceptron (MLP). These models were evaluated using metrics such as accuracy, precision, recall, F1-score, confusion matrices, receiver operating characteristic (ROC) curves, and learning curves. The comparison findings revealed that XGBoost delivered the best performance, achieving an accuracy of $$96.21\%$$ and a perfect area under the curve (AUC) score of 1.00, effectively distinguishing all five sampled TCO classes: aluminum-doped zinc oxide (AZO), fluorine-doped tin oxide (FTO), indium tin oxide (ITO), magnesium-doped zinc oxide (MZO), and zinc oxide (ZnO). These findings reveal ML’s potential for both scientific and industrial integration in material science research. XGBoost, as a high-precision model, may significantly reduce process time and equipment-intensive laboratory characterizations by allowing for the rapid and precise classification of data from optical measurements. This expedites the search for materials suitable for use in photovoltaics, optoelectronics, and display technologies, all of which require high transparency and conductivity. Overall, this work expands the potential for using ML to categorize materials, particularly XGBoost. It provides both scientific understanding and practical applications in innovative substance informatics and industrial quality control.- 21 January 2026
- Published by Springer Nature in Journal of Electronic Materials
- Vol. 55 (3) , 3325-3346
Open AccessHigh-Precision Classification of Transparent Conductive Oxides with Optical Signatures using XGBoost Algorithm for Accelerated Material Screening
This study introduces a machine learning (ML) adaptive interface for classifying transparent conductive oxide (TCO) materials by examining their optical characteristics, such as their wavelength, optical density, absorption, and transmission. Six supervised ML models were considered in this study, namely decision tree, random forest, extreme gradient boosting (XGBoost), support vector classifier (SVC), K -nearest neighbors (KNN), and multilayer perceptron (MLP). These models were evaluated using metrics such as accuracy, precision, recall, F1-score, confusion matrices, receiver operating characteristic (ROC) curves, and learning curves. The comparison findings revealed that XGBoost delivered the best performance, achieving an accuracy of $$96.21\%$$ and a perfect area under the curve (AUC) score of 1.00, effectively distinguishing all five sampled TCO classes: aluminum-doped zinc oxide (AZO), fluorine-doped tin oxide (FTO), indium tin oxide (ITO), magnesium-doped zinc oxide (MZO), and zinc oxide (ZnO). These findings reveal ML’s potential for both scientific and industrial integration in material science research. XGBoost, as a high-precision model, may significantly reduce process time and equipment-intensive laboratory characterizations by allowing for the rapid and precise classification of data from optical measurements. This expedites the search for materials suitable for use in photovoltaics, optoelectronics, and display technologies, all of which require high transparency and conductivity. Overall, this work expands the potential for using ML to categorize materials, particularly XGBoost. It provides both scientific understanding and practical applications in innovative substance informatics and industrial quality control. - Open Access
- 1 November 2025
- Published by IOP Publishing in IOP Conference Series: Earth and Environmental Science
- Vol. 1560 (1)
Modulating Molybdenum Disulfide (MoS 2 ) Thin Films Formation via Vapor-Phase Synthesis: Time Variation
The synthesis of superior, thickness-regulated molybdenum disulfide (MoS 2 ) films using vapor-phase growth is a formidable challenge in two-dimensional (2D) materials research. In this study, we comprehensively investigated the synthesis of MoS 2 films through sulfurization in a furnace with quartz tubes. By varying the sulfurization time from 10 to 60 minutes, we precisely controlled how thick the MoS 2 films were. Raman spectroscopy revealed a distinctive difference in the creation of a monolayer, which is indicated by the 19.12 cm −1 gap between the in-plane (E12g) and out-of-plane (A1g) vibration peaks, indicating the formation of monolayer MoS 2 . The surface morphology and crystallization processes of multilayer MoS 2 films were described using scanning electron microscopy and atomic force microscopy, unveiling the influence of synthesis parameters. Notably, synthesis at low temperatures (480 °C) exhibited broader Raman peaks, signifying poor crystallinity, while higher temperatures (550 °C) yielded narrow peaks, indicating superior crystallinity. Optimized synthesis conditions at 550 °C and a pressure of 1 KPa facilitated the production of continuous, uniform, and fully covered MoS 2 films. Furthermore, the introduction of sulfur content in the precursor solution enhanced the crystal quality, as evidenced by narrower Raman peak line widths and distinct absorption peaks at 614 nm and 665 nm. Our findings underscore the importance of sulfurization parameters in tailoring the crystallinity and thickness control of MoS 2 films, offering significant potential for improved sustainability and performance in solar energy-related applications.
- 1 November 2025
- Published by IOP Publishing in IOP Conference Series: Earth and Environmental Science
- Vol. 1560 (1)
Open AccessModulating Molybdenum Disulfide (MoS 2 ) Thin Films Formation via Vapor-Phase Synthesis: Time Variation
The synthesis of superior, thickness-regulated molybdenum disulfide (MoS 2 ) films using vapor-phase growth is a formidable challenge in two-dimensional (2D) materials research. In this study, we comprehensively investigated the synthesis of MoS 2 films through sulfurization in a furnace with quartz tubes. By varying the sulfurization time from 10 to 60 minutes, we precisely controlled how thick the MoS 2 films were. Raman spectroscopy revealed a distinctive difference in the creation of a monolayer, which is indicated by the 19.12 cm −1 gap between the in-plane (E12g) and out-of-plane (A1g) vibration peaks, indicating the formation of monolayer MoS 2 . The surface morphology and crystallization processes of multilayer MoS 2 films were described using scanning electron microscopy and atomic force microscopy, unveiling the influence of synthesis parameters. Notably, synthesis at low temperatures (480 °C) exhibited broader Raman peaks, signifying poor crystallinity, while higher temperatures (550 °C) yielded narrow peaks, indicating superior crystallinity. Optimized synthesis conditions at 550 °C and a pressure of 1 KPa facilitated the production of continuous, uniform, and fully covered MoS 2 films. Furthermore, the introduction of sulfur content in the precursor solution enhanced the crystal quality, as evidenced by narrower Raman peak line widths and distinct absorption peaks at 614 nm and 665 nm. Our findings underscore the importance of sulfurization parameters in tailoring the crystallinity and thickness control of MoS 2 films, offering significant potential for improved sustainability and performance in solar energy-related applications.
- Open Access
- 2 July 2025
- Published by Elsevier in Journal of Science: Advanced Materials and Devices
- Vol. 10 (3)
Temperature-dependent properties of Cu-doped ZnTe thin films deposited on SLG substrates via RF magnetron sputtering and E-beam techniques
- 2 July 2025
- Published by Elsevier in Journal of Science: Advanced Materials and Devices
- Vol. 10 (3)
Open AccessTemperature-dependent properties of Cu-doped ZnTe thin films deposited on SLG substrates via RF magnetron sputtering and E-beam techniques
- Open Access
- 24 December 2024
- Published by Elsevier in Journal of Science: Advanced Materials and Devices
- Vol. 10 (1)
Temperature-dependent properties of Cu-doped ZnTe thin films deposited on ultra-thin glass substrates via RF magnetron sputtering
- 24 December 2024
- Published by Elsevier in Journal of Science: Advanced Materials and Devices
- Vol. 10 (1)
Open AccessTemperature-dependent properties of Cu-doped ZnTe thin films deposited on ultra-thin glass substrates via RF magnetron sputtering
- Open Access
- 4 November 2024
- Published by Elsevier in Journal of Materials Research and Technology
- Vol. 33, 6601-6609
A comprehensive modeling on MoS2 interface and defect engineering in CZTS thin film solar cells
- 4 November 2024
- Published by Elsevier in Journal of Materials Research and Technology
- Vol. 33, 6601-6609
Open AccessA comprehensive modeling on MoS2 interface and defect engineering in CZTS thin film solar cells
- Open Access
- 21 March 2024
- Published by Springer Nature in Environmental Science and Pollution Research
- Vol. 31 (18) , 27403-27415
Systematic inspection on the interplay between MoNa-induced sodium and the formation of MoSe2 intermediate layer in CIGSe/Mo heterostructures
The critical impact of sodium-doped molybdenum (MoNa) in shaping the MoSe2 interfacial layer, influencing the electrical properties of CIGSe/Mo heterostructures, and achieving optimal MoSe2 formation conditions, leading to improved hetero-contact quality. Notably, samples with a 600-nm-thick MoNa layer demonstrate the highest resistivity (73 μΩcm) and sheet resistance (0.45 Ω/square), highlighting the substantial impact of MoNa layer thickness on electrical conductivity. Controlled sodium diffusion through MoNa layers is essential for achieving desirable electrical characteristics, influencing Na diffusion rates, grain sizes, and overall morphology, as elucidated by EDX and FESEM analyses. Additionally, XRD results provide insights into the spontaneous peeling-off phenomenon, with the sample featuring a ~ 600-nm MoNa layer displaying the strongest diffraction peak and the largest crystal size, indicative of enhanced Mo to MoSe2 conversion facilitated by sodium presence. Raman spectra further confirm the presence of MoSe2, with its thickness correlating with MoNa layer thickness. The observed increase in resistance and decrease in conductivity with rising MoSe2 layer thickness underscore the critical importance of optimal MoSe2 formation for transitioning from Schottky to ohmic contact in CIGSe/Mo heterostructures. Ultimately, significant factors to the advancement of CIGSe thin-film solar cell production are discussed, providing nuanced insights into the interplay of MoNa and MoSe2, elucidating their collective impact on the electrical characteristics of CIGSe/Mo heterostructures. Graphical Abstract
- 21 March 2024
- Published by Springer Nature in Environmental Science and Pollution Research
- Vol. 31 (18) , 27403-27415
Open AccessSystematic inspection on the interplay between MoNa-induced sodium and the formation of MoSe2 intermediate layer in CIGSe/Mo heterostructures
The critical impact of sodium-doped molybdenum (MoNa) in shaping the MoSe2 interfacial layer, influencing the electrical properties of CIGSe/Mo heterostructures, and achieving optimal MoSe2 formation conditions, leading to improved hetero-contact quality. Notably, samples with a 600-nm-thick MoNa layer demonstrate the highest resistivity (73 μΩcm) and sheet resistance (0.45 Ω/square), highlighting the substantial impact of MoNa layer thickness on electrical conductivity. Controlled sodium diffusion through MoNa layers is essential for achieving desirable electrical characteristics, influencing Na diffusion rates, grain sizes, and overall morphology, as elucidated by EDX and FESEM analyses. Additionally, XRD results provide insights into the spontaneous peeling-off phenomenon, with the sample featuring a ~ 600-nm MoNa layer displaying the strongest diffraction peak and the largest crystal size, indicative of enhanced Mo to MoSe2 conversion facilitated by sodium presence. Raman spectra further confirm the presence of MoSe2, with its thickness correlating with MoNa layer thickness. The observed increase in resistance and decrease in conductivity with rising MoSe2 layer thickness underscore the critical importance of optimal MoSe2 formation for transitioning from Schottky to ohmic contact in CIGSe/Mo heterostructures. Ultimately, significant factors to the advancement of CIGSe thin-film solar cell production are discussed, providing nuanced insights into the interplay of MoNa and MoSe2, elucidating their collective impact on the electrical characteristics of CIGSe/Mo heterostructures. Graphical Abstract
- Open Access
- 27 February 2024
- Published by Springer Nature in Scientific Reports
- Vol. 14 (1) , 1-10
Exploring the impact of defect energy levels in CdTe/Si dual-junction solar cells using wxAMPS
A numerical analysis of a CdTe/Si dual-junction solar cell in terms of defect density introduced at various defect energy levels in the absorber layer is provided. The impact of defect concentration is analyzed against the thickness of the CdTe layer, and variation of the top and bottom cell bandgaps is studied. The results show that CdTe thin film with defects density between 1014 and 1015 cm−3 is acceptable for the top cell of the designed dual-junction solar cell. The variations of the defect concentrations against the thickness of the CdTe layer indicate that the open circuit voltage, short circuit current density, and efficiency (ƞ) are more affected by the defect density at higher CdTe thickness. In contrast, the Fill factor is mainly affected by the defect density, regardless of the thin film’s thickness. An acceptable defect density of up to 1015 cm−3 at a CdTe thickness of 300 nm was obtained from this work. The bandgap variation shows optimal results for a CdTe with bandgaps ranging from 1.45 to 1.7 eV in tandem with a Si bandgap of about 1.1 eV. This study highlights the significance of tailoring defect density at different energy levels to realize viable CdTe/Si dual junction tandem solar cells. It also demonstrates how the impact of defect concentration changes with the thickness of the solar cell absorber layer.
- 27 February 2024
- Published by Springer Nature in Scientific Reports
- Vol. 14 (1) , 1-10
Open AccessExploring the impact of defect energy levels in CdTe/Si dual-junction solar cells using wxAMPS
A numerical analysis of a CdTe/Si dual-junction solar cell in terms of defect density introduced at various defect energy levels in the absorber layer is provided. The impact of defect concentration is analyzed against the thickness of the CdTe layer, and variation of the top and bottom cell bandgaps is studied. The results show that CdTe thin film with defects density between 1014 and 1015 cm−3 is acceptable for the top cell of the designed dual-junction solar cell. The variations of the defect concentrations against the thickness of the CdTe layer indicate that the open circuit voltage, short circuit current density, and efficiency (ƞ) are more affected by the defect density at higher CdTe thickness. In contrast, the Fill factor is mainly affected by the defect density, regardless of the thin film’s thickness. An acceptable defect density of up to 1015 cm−3 at a CdTe thickness of 300 nm was obtained from this work. The bandgap variation shows optimal results for a CdTe with bandgaps ranging from 1.45 to 1.7 eV in tandem with a Si bandgap of about 1.1 eV. This study highlights the significance of tailoring defect density at different energy levels to realize viable CdTe/Si dual junction tandem solar cells. It also demonstrates how the impact of defect concentration changes with the thickness of the solar cell absorber layer.