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Mulla HS, Sawant DS, Gaikwad SV, Fulari AV, Nimat RK, Dubal DP, Lohar GM. Machine Learning a Predictive Tool for the Analysis of NiCo 2S 4/Graphene Composites for Supercapacitor. CHEMSUSCHEM 2025:e2402559. [PMID: 40326684 DOI: 10.1002/cssc.202402559] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/30/2024] [Revised: 05/06/2025] [Accepted: 05/06/2025] [Indexed: 05/07/2025]
Abstract
Nickel cobalt sulfide (NiCo2S4) has considerable potential electrode material for supercapacitors owing to its distinct physical and chemical characteristics. However, the practical applications of pristine NiCo2S4 have been limited by issues such as small specific surface area, agglomeration, and volume changes during cycling, leading to low specific capacitance/capacity and cyclic stability at high rates. Several efforts have been taken to address these challenges. Among those the design and development of NiCo2S4-graphene-based composites have been widely investigated. This review explores the effect of NiCo2S4 architecture and its nanocomposite with graphene on the electrochemical properties. How the various preparative parameters such as synthesis methods, precursors, experimental conditions contributed to efficiently accelerating charge transport kinetics is outlined. Finally, the effect of introduction of graphene on the electrochemical performance of NiCo2S4 is discussed using density functional theory (DFT). Also, machine learning (ML) models are used to analyze the specific capacitance variation with respect to different synthesis parameters, morphology, energy density, and power density. ML models identify limitations and scope of work for working on NiCo2S4/graphene composites. It is found that most influencing parameter is annealing time that can alter specific capacitance. The review outlines future research directions, challenges, and opportunities in NiCo2S4/graphene-based supercapacitor.
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Affiliation(s)
- Heena S Mulla
- Department of Physics, Lal Bahadur Shastri College of Arts, Science and Commerce, Satara, 415002, Maharashtra, India
- Department of Physics, Balasaheb Desai College Patan, Satara, 415206, Maharashtra, India
| | - Digambar S Sawant
- Department of Physics, Lal Bahadur Shastri College of Arts, Science and Commerce, Satara, 415002, Maharashtra, India
| | - Sandesh V Gaikwad
- Department of Physics, Lal Bahadur Shastri College of Arts, Science and Commerce, Satara, 415002, Maharashtra, India
| | - Akash V Fulari
- Symbiosis Centre for Nanoscience and Nanotechnology, Symbiosis International (Deemed University), Pune, 412115, Maharashtra, India
| | - Rajesh K Nimat
- Department of Physics, Balasaheb Desai College Patan, Satara, 415206, Maharashtra, India
| | - Deepak P Dubal
- School of Chemistry & Physics, Centre for Material Science, Queensland University of Technology, Brisbane, Queensland, 4000, Australia
| | - Gaurav M Lohar
- Department of Physics, Lal Bahadur Shastri College of Arts, Science and Commerce, Satara, 415002, Maharashtra, India
- School of Chemistry & Physics, Centre for Material Science, Queensland University of Technology, Brisbane, Queensland, 4000, Australia
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2
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Chen Y, Gan L, Zhang H, Yang D, Qiu F, Zhang T. Multifunctional Flexible Wearable Kevlar Aerogel Membranes with Breathable and Unidirectional Liquid Penetration Properties for Personal Thermal Management Application. Ind Eng Chem Res 2022. [DOI: 10.1021/acs.iecr.2c01972] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Yongfang Chen
- School of Chemistry and Chemical Engineering, Jiangsu University, Zhenjiang 212013, China
- Qingdao Dagang Customs District P. R. China, Qingdao 266011, Shandong Province, China
| | - Liping Gan
- School of Chemistry and Chemical Engineering, Jiangsu University, Zhenjiang 212013, China
| | - Hanlin Zhang
- Qingdao Dagang Customs District P. R. China, Qingdao 266011, Shandong Province, China
| | - Dongya Yang
- School of Chemistry and Chemical Engineering, Jiangsu University, Zhenjiang 212013, China
| | - Fengxian Qiu
- School of Chemistry and Chemical Engineering, Jiangsu University, Zhenjiang 212013, China
| | - Tao Zhang
- School of Chemistry and Chemical Engineering, Jiangsu University, Zhenjiang 212013, China
- Institute of Green Chemistry and Chemical Technology, 301 Xuefu Road, Zhenjiang 212013, Jiangsu Province, China
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3
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Zhang T, Song F, Wang Y, Yuan J, Niu L, Wang AJ, Fang K. Bifunctional WS2@Co3S4 core-shell nanowire arrays for efficient water splitting. Electrochim Acta 2022. [DOI: 10.1016/j.electacta.2021.139648] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
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Sideri IK, Tagmatarchis N. Chemically modified carbon nanostructures and 2D nanomaterials for fabrics performing under operational tension and extreme environmental conditions. MATERIALS HORIZONS 2021; 8:3187-3200. [PMID: 34731229 DOI: 10.1039/d1mh01077h] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
The extensive research on carbon nanostructures and 2D nanomaterials will come to fruition once these materials steadily join everyday-life applications. Their chemical functionalization unlocks their potential as carriers of customized properties and counterparts to fabric fibers. The scope of the current review covers the chemical modification of carbon nanostructures and 2D nanomaterials for hybrid fabrics with enhanced qualities against critical operational and weather conditions, such as antibacterial, flame retardant, UV resistant, water repellent and high air and water vapor permeability activities.
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Affiliation(s)
- Ioanna K Sideri
- Theoretical and Physical Chemistry, Institute National Hellenic Research Foundation, 48 Vassileos Constantinou Avenue, 11635 Athens, Greece.
| | - Nikos Tagmatarchis
- Theoretical and Physical Chemistry, Institute National Hellenic Research Foundation, 48 Vassileos Constantinou Avenue, 11635 Athens, Greece.
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5
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Lv J, Guo L, Xie C, Xu W, Ye J, Li X, Qiu T, Tuo X. Engineering all‐aromatic polyamide surface from hydrophilic to superhydrophobic and the accelerated strategy. J Appl Polym Sci 2021. [DOI: 10.1002/app.51316] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Jing Lv
- Key Laboratory of Carbon Fiber and Functional Polymers, Ministry of Education Beijing University of Chemical Technology Beijing China
| | - Longhai Guo
- Key Laboratory of Carbon Fiber and Functional Polymers, Ministry of Education Beijing University of Chemical Technology Beijing China
| | - Chunjie Xie
- Key Laboratory of Advanced Materials (MOE), Department of Chemical Engineering Tsinghua University Beijing China
| | - Weitong Xu
- Key Laboratory of Carbon Fiber and Functional Polymers, Ministry of Education Beijing University of Chemical Technology Beijing China
| | - Jun Ye
- Key Laboratory of Carbon Fiber and Functional Polymers, Ministry of Education Beijing University of Chemical Technology Beijing China
| | - Xiaoyu Li
- Key Laboratory of Carbon Fiber and Functional Polymers, Ministry of Education Beijing University of Chemical Technology Beijing China
| | - Teng Qiu
- Key Laboratory of Carbon Fiber and Functional Polymers, Ministry of Education Beijing University of Chemical Technology Beijing China
| | - Xinlin Tuo
- Key Laboratory of Advanced Materials (MOE), Department of Chemical Engineering Tsinghua University Beijing China
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6
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Xia D, Mannering J, Li Q, Massey AF, Kulak AN, Li H, Menzel R, Huang P. Facile Synthesis of Electrically Conductive and Heatable Nanoparticle/Nanocarbon Hybrid Aerogels. ACS APPLIED MATERIALS & INTERFACES 2021; 13:36201-36212. [PMID: 34291894 DOI: 10.1021/acsami.1c10428] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Joule heating studies on nanoparticle/nanocarbon hybrid aerogels have been reported, but systematic investigations on hydrotalcite-derived catalysts supported onto reduced graphene oxide (rGO) aerogels are rare. In this study, hydrotalcite-derived Cu-Al2O3 nanoparticles were incorporated into a porous and multifunctional rGO aerogel support for fabricating electrically conducting Cu-Al2O3/rGO hybrid aerogels, and their properties were investigated in detail. The hybridization of Cu-Al2O3 with a 3D nanocarbon support network imparts additional functionalities to the widely used functional inorganic nanoparticles, such as direct electrical framework heating and easy regeneration and separation of spent nanoparticles, with well-spaced nanoparticle segregation. 3D variable-range hopping model fitting confirmed that electrons were able to reach the entire aerogel to enable uniform resistive heating. The conductivity of the nanocarbon support framework facilitates uniform and fast heating (up to 636 K/min) of the embedded nanoparticles at very low energy consumption, while the large porosity and high thermal conductivity enable efficient heat dissipation during natural cooling (up to 336 K/min). The thermal stability of the hybrid aerogel was demonstrated by repeated heating/cooling cycling at different temperatures that were relevant to important industrial applications. The facile synthetic approach can be easily adapted to fabricate other types of multifunctional nanoparticle/nanocarbon hybrid aerogels, such as the MgAl-MMO/rGO aerogel and the Ni-Al2O3/rGO aerogel. These findings open up new routes to the functionalization of inorganic nanoparticles and extend their application ranges that involve electrical/thermal heating, temperature-dependent catalysis, sorption, and sensing.
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Affiliation(s)
- Dong Xia
- School of Chemistry, University of Leeds, Leeds LS2 9JT, U.K
| | - Jamie Mannering
- School of Chemistry, University of Leeds, Leeds LS2 9JT, U.K
| | - Qun Li
- Department of Chemical and Biochemical Engineering, College of Chemistry and Chemical Engineering, Xiamen University, Xiamen 361005, China
| | | | | | - Heng Li
- Key Laboratory of Estuarine Ecological Security and Environmental Health, Tan Kah Kee College, Xiamen University, 363105 Zhangzhou, China
| | - Robert Menzel
- School of Chemistry, University of Leeds, Leeds LS2 9JT, U.K
| | - Peng Huang
- Department of Materials, University of Manchester, Manchester M13 9PL, U.K
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Kumbhar VS, Chodankar NR, Lee K, Kim DH. Insights into the interfacial nanostructuring of NiCo2S4 and their electrochemical activity for ultra-high capacity all-solid-state flexible asymmetric supercapacitors. J Colloid Interface Sci 2019; 557:423-437. [DOI: 10.1016/j.jcis.2019.08.096] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2019] [Revised: 08/24/2019] [Accepted: 08/26/2019] [Indexed: 11/25/2022]
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Li Y, Zhang K, Nie M, Wang Q. Tubular Sensor with Multi-Axial Strain Sensibility and Heating Capability Based on Bio-Mimic Helical Networks. Ind Eng Chem Res 2019. [DOI: 10.1021/acs.iecr.9b04783] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Affiliation(s)
- Yijun Li
- State Key Laboratory of Polymer Materials Engineering, Polymer Research Institute of Sichuan University, Chengdu 610065, China
| | - Kailin Zhang
- State Key Laboratory of Polymer Materials Engineering, Polymer Research Institute of Sichuan University, Chengdu 610065, China
| | - Min Nie
- State Key Laboratory of Polymer Materials Engineering, Polymer Research Institute of Sichuan University, Chengdu 610065, China
| | - Qi Wang
- State Key Laboratory of Polymer Materials Engineering, Polymer Research Institute of Sichuan University, Chengdu 610065, China
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9
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Affiliation(s)
- Tao Chen
- Key Laboratory of Functional Molecular Solids Ministry of Education College of Chemistry and Materials Science Anhui Normal University Wuhu 241000 P. R. China
| | - Shaoting Wei
- Key Laboratory of Functional Molecular Solids Ministry of Education College of Chemistry and Materials Science Anhui Normal University Wuhu 241000 P. R. China
| | - Zhenghua Wang
- Key Laboratory of Functional Molecular Solids Ministry of Education College of Chemistry and Materials Science Anhui Normal University Wuhu 241000 P. R. China
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Kumru B, Barrio J, Zhang J, Antonietti M, Shalom M, Schmidt BVKJ. Robust Carbon Nitride-Based Thermoset Coatings for Surface Modification and Photochemistry. ACS APPLIED MATERIALS & INTERFACES 2019; 11:9462-9469. [PMID: 30746936 PMCID: PMC6728114 DOI: 10.1021/acsami.8b21670] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/11/2018] [Accepted: 02/12/2019] [Indexed: 05/12/2023]
Abstract
Herein, the convenient visible light-induced photografting of hydroxyl ethyl methacrylate onto graphitic carbon nitride (g-CN) is described, leading to well-dispersible g-CN-based precursor polymers that can be injected. Mixing with citric acid as the cross-linker and heating leads to stable thermoset coatings. The process is versatile and easy to perform, leading to g-CN-based coatings. Moreover, the coating can be further functionalized/modified via grafting of other polymer chains, and the resulting structure is useful as photocatalytic surface or as photoelectrode.
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Affiliation(s)
- Baris Kumru
- Max
Planck Institute of Colloids and Interfaces, 14424 Potsdam, Germany
| | - Jesús Barrio
- Department
of Chemistry and Ilse Katz Institute for Nanoscale Science and Technology, Ben-Gurion University of the Negev, 8410501 Beer-Sheva, Israel
| | - Jianrui Zhang
- Max
Planck Institute of Colloids and Interfaces, 14424 Potsdam, Germany
| | - Markus Antonietti
- Max
Planck Institute of Colloids and Interfaces, 14424 Potsdam, Germany
| | - Menny Shalom
- Department
of Chemistry and Ilse Katz Institute for Nanoscale Science and Technology, Ben-Gurion University of the Negev, 8410501 Beer-Sheva, Israel
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Hazarika A, Deka BK, Kim D, Jeong HE, Park YB, Park HW. Woven Kevlar Fiber/Polydimethylsiloxane/Reduced Graphene Oxide Composite-Based Personal Thermal Management with Freestanding Cu-Ni Core-Shell Nanowires. NANO LETTERS 2018; 18:6731-6739. [PMID: 30290118 DOI: 10.1021/acs.nanolett.8b02408] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/16/2023]
Abstract
Thermotherapy is a widespread technique that provides relief for muscle spasms and joint injuries. A great deal of energy is used to heat the surrounding environment, and heat emitted by the human body is wasted on our surroundings. Herein, a woven Kevlar fiber (WKF)-based personal thermal management device was fabricated by directly growing vertical copper-nickel (Cu-Ni) nanowires (NWs) on the WKF surface using a hydrothermal method. The treated WKF was combined with reduced graphene oxide (rGO) dispersed in polydimethylsiloxane (PDMS) to form composites using vacuum-assisted resin transfer molding (VARTM). This WKF-based personal thermal management system contained a conductive network of metallic NWs and rGO that promoted effective Joule heating and reflected back the infrared (IR) radiation emitted by the human body. It thus behaved as a type of thermal insulation. The Cu-Ni NWs were synthesized with a tunable Ni layer on Cu core NWs to enhance the oxidation resistance of the Cu NWs. The combined effect of the NW networks and rGO enabled a surface temperature of 70 °C to be attained on application of 1.5 V to the composites. The Cu3Ni1-WKF/PDMS provided 43% more thermal insulation and higher IR reflectance than bare WKF/PDMS. The absorbed impact energy and tensile strength was highest for the Cu1Ni3- and rGO-integrated WKF/PDMS samples. Those Cu-Ni NWs having higher Ni contents displayed better mechanical properties and those with higher Cu contents showed higher Joule heating performance and IR reflectivity at a given rGO loading. The composite shows sufficient breathability and very high durability. The high flexibility of the composites and their ability to generate sufficient heat during various human motions ensures their suitability for wearable applications.
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Affiliation(s)
- Ankita Hazarika
- Department of Mechanical Engineering , Ulsan National Institute of Science and Technology , 50 UNIST-gil , Ulsan , Republic of Korea , 44919
| | - Biplab K Deka
- Department of Mechanical Engineering , Ulsan National Institute of Science and Technology , 50 UNIST-gil , Ulsan , Republic of Korea , 44919
| | - DoYoung Kim
- Department of Mechanical Engineering , Ulsan National Institute of Science and Technology , 50 UNIST-gil , Ulsan , Republic of Korea , 44919
| | - Hoon Eui Jeong
- Department of Mechanical Engineering , Ulsan National Institute of Science and Technology , 50 UNIST-gil , Ulsan , Republic of Korea , 44919
| | - Young-Bin Park
- Department of Mechanical Engineering , Ulsan National Institute of Science and Technology , 50 UNIST-gil , Ulsan , Republic of Korea , 44919
| | - Hyung Wook Park
- Department of Mechanical Engineering , Ulsan National Institute of Science and Technology , 50 UNIST-gil , Ulsan , Republic of Korea , 44919
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Cheng JW, Lin LY, Hong WL, Lin LY, Chen HQ, Lai HX. Rational design of nickel cobalt sulfide/cobalt sulfide sheet-on-sheet structure for asymmetric supercapacitors. Electrochim Acta 2018. [DOI: 10.1016/j.electacta.2018.07.059] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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