Effect of conducting polymer incorporated heterostructure morphology of MgCo2O4@PPy nanosheets: a novel cathode material for asymmetric supercapacitor applications

Sathishkumar, S.; Karthik, M.; BoopathiRaja, R.; Parthibavarman, M.; Nirmaladevi, S.

doi:10.1007/s10854-022-08949-5

Cited by 4 publications

(2 citation statements)

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“…11(i) is the Ragone plot for ASC, comparing the present results with literature. 39,41,68,[78][79][80][81][82][83][84][85][86][87][88][89] The real-time practical applicability of the ASC device has also been tested. Fig.…”

Section: Brunauer-emmett-teller (Bet) Analysismentioning

confidence: 99%

“…Table S3 in ESI † provides the supercapacitive performance of some recently reported PPY-based composites of BTMOs and their comparison with present work. 39,41,68,[78][79][80][81][82][83][84][85][86][87][88][89] The comparison shows that the syn- thesized composited exhibited remarkable electrochemical performance making it a promising electrode material for energy storage applications.…”

Section: Brunauer-emmett-teller (Bet) Analysismentioning

confidence: 99%

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Polypyrrole and activated carbon enriched MnCo₂O₄ ternary composite as efficient electrode material for hybrid supercapacitors

Kour,

Sharma

2024

Nanoscale

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Section: Brunauer-emmett-teller (Bet) Analysismentioning

confidence: 99%

Section: Brunauer-emmett-teller (Bet) Analysismentioning

confidence: 99%

Polypyrrole and activated carbon enriched MnCo₂O₄ ternary composite as efficient electrode material for hybrid supercapacitors

Kour,

Sharma

2024

Nanoscale

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Machine Learning‐Based Prediction of Supercapacitor Capacitance for MgCo₂O₄ Electrodes

Tang,

Ding,

et al. 2024

ChemPhysChem

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Electrode materials are essential in the electrochemical process of storing charge in supercapacitors and have a significant impact on the cost and capacitive performance of the final product. Hence, it is imperative to make precise predictions regarding the capacitance of electrode materials in order to further the development of supercapacitors. MgCo2O4, with a theoretical capacitance of up to 3122 F g‐1, holds immense research value as an electrode material. The objective of this study is to predict the capacitance of MgCo2O4 with high accuracy. This will be achieved by extracting numerous data from published papers and using some parameters as input features. The Recursive Feature Elimination (RFE) method was employed, using Random Forest (RF), Extreme Gradient Boosting (XGBoost) and Regression Tree (RT) as selectors to identify the optimal feature subset. Then, combining them with these three regression models to construct nine machine learning (ML) models. After performance evaluation and outlier analysis, the XGB‐RFE‐XGB model achieved R‐squared (R²), root mean squared error (RMSE), and mean absolute error (MAE) of 0.95, 111.83 F g‐1 and 68.25 F g‐1, respectively, demonstrating its stability and reliability. Therefore, the XGB‐RFE‐XGB model can be used as a reliable predictive tool in subsequent experimental designs.

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Construction of high performance aqueous asymmetric supercapacitor based on multi walled carbon nanotube/MgMn2O4 composite

Bhagwan

Han

2023

Journal of Energy Storage

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Effect of conducting polymer incorporated heterostructure morphology of MgCo2O4@PPy nanosheets: a novel cathode material for asymmetric supercapacitor applications

Cited by 4 publications

References 47 publications

Polypyrrole and activated carbon enriched MnCo₂O₄ ternary composite as efficient electrode material for hybrid supercapacitors

Polypyrrole and activated carbon enriched MnCo₂O₄ ternary composite as efficient electrode material for hybrid supercapacitors

Machine Learning‐Based Prediction of Supercapacitor Capacitance for MgCo₂O₄ Electrodes

Construction of high performance aqueous asymmetric supercapacitor based on multi walled carbon nanotube/MgMn2O4 composite

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Effect of conducting polymer incorporated heterostructure morphology of MgCo2O4@PPy nanosheets: a novel cathode material for asymmetric supercapacitor applications

Cited by 4 publications

References 47 publications

Polypyrrole and activated carbon enriched MnCo2O4 ternary composite as efficient electrode material for hybrid supercapacitors

Polypyrrole and activated carbon enriched MnCo2O4 ternary composite as efficient electrode material for hybrid supercapacitors

Machine Learning‐Based Prediction of Supercapacitor Capacitance for MgCo2O4 Electrodes

Construction of high performance aqueous asymmetric supercapacitor based on multi walled carbon nanotube/MgMn2O4 composite

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Product

Resources

About

Polypyrrole and activated carbon enriched MnCo₂O₄ ternary composite as efficient electrode material for hybrid supercapacitors

Polypyrrole and activated carbon enriched MnCo₂O₄ ternary composite as efficient electrode material for hybrid supercapacitors

Machine Learning‐Based Prediction of Supercapacitor Capacitance for MgCo₂O₄ Electrodes