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Identifying key determinants of discharge capacity in ternary cathode materials of lithium-ion batteries
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作者 Xiangyue Li Dexin Zhu +5 位作者 Kunmin Pan Xiaoye Zhou Jiaming Zhu Yingxue Wang Yongpeng Ren Hong-Hui Wu 《Chinese Chemical Letters》 2025年第5期691-694,共4页
Although lithium-ion batteries(LIBs)currently dominate a wide spectrum of energy storage applications,they face challenges such as fast cycle life decay and poor stability that hinder their further application.To addr... Although lithium-ion batteries(LIBs)currently dominate a wide spectrum of energy storage applications,they face challenges such as fast cycle life decay and poor stability that hinder their further application.To address these limitations,element doping has emerged as a prevalent strategy to enhance the discharge capacity and extend the durability of Li-Ni-Co-Mn(LNCM)ternary compounds.This study utilized a machine learning-driven feature screening method to effectively pinpoint four key features crucially impacting the initial discharge capacity(IC)of Li-Ni-Co-Mn(LNCM)ternary cathode materials.These features were also proved highly predictive for the 50^(th)cycle discharge capacity(EC).Additionally,the application of SHAP value analysis yielded an in-depth understanding of the interplay between these features and discharge performance.This insight offers valuable direction for future advancements in the development of LNCM cathode materials,effectively promoting this field toward greater efficiency and sustainability. 展开更多
关键词 LNCM ternary cathode material Discharge capacity Feature engineering Machine learning SHAP analysis
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Collaborative optimization method for sintering schedule of ternary cathode materials under microscopic coupling constraints
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作者 Jia-yao CHEN Ning CHEN +4 位作者 Hong-zhen LIU Zheng-wei XU Zhi-xing WANG Wei-hua GUI Wen-jie PENG 《Transactions of Nonferrous Metals Society of China》 2025年第11期3902-3918,共17页
A collaborative optimization method for the sintering schedule of ternary cathode materials was proposed under microscopic coupling constraints.An oxygen vacancy concentration prediction model based on microscopic the... A collaborative optimization method for the sintering schedule of ternary cathode materials was proposed under microscopic coupling constraints.An oxygen vacancy concentration prediction model based on microscopic thermodynamics and a growth kinetics model based on neural networks were established.Then,optimization formulations were constructed in three stages to obtain an optimal sintering schedule that minimized energy consumption for different requirements.Simulations demonstrate that the models accurately predict the oxygen vacancy concentrations and grain size,with root mean square errors of approximately 5%and 3%,respectively.Furthermore,the optimized sintering schedule not only meets the required quality standards but also reduces sintering time by 12.31%and keeping temperature by 11.96%.This research provides new insights and methods for the preparation of ternary cathode materials. 展开更多
关键词 ternary cathode materials microscopic thermodynamics oxygen vacancy concentration grain growth sintering schedule optimization
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Rationally designing the composition and phase structure of Ni-Fe-Mn ternary layered oxide system for high-voltage sodium-ion batteries
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作者 Bo Peng Ji Shi +4 位作者 Feng Zhu Zihao Zhou Xing Huang Jie Xu Lianbo Ma 《Journal of Energy Chemistry》 2025年第5期28-35,共8页
Sodium-ion batteries are the prominent device for stationary energy storage system and low-speed electric vehicles.However,the practical application is still limited by the unsatisfied performance and high cost of the... Sodium-ion batteries are the prominent device for stationary energy storage system and low-speed electric vehicles.However,the practical application is still limited by the unsatisfied performance and high cost of the cathode side,which strictly requires the development of high voltage,high capacity,and earth-abundant cathode material.Ni-Fe-Mn ternary layered oxide has been recognized as one of the most promising standard type of cathodes.However,the composition and phase structure on high-voltage characteristics have not been well investigated.Herein,selecting the typically high-voltage cathode of P2-Na_(0.67)Ni_(0.33)Mn_(0.67)O_(2)as a parent material,we fabricate ten Ni-Fe-Mn ternary layered oxides through replacing the Ni,Mn,or both Ni and Mn by Fe.The thermodynamically stable phase diagram for those materials is presented.The electrochemical properties for all the samples are investigated in detail.Three potential Ni-Fe-Mn ternary layered oxides are picked up considering the energy density,cycle stability,kinetics,cost price,and working voltage,which demonstrate great potential for surpassing the performance of lithium iron phosphate.The related electrochemical reaction and fading mechanism are well revealed.This work provides some new foundational Ni-Fe-Mn ternary layered materials for high-voltage sodium-ion batteries. 展开更多
关键词 Sodium-ion batteries High-voltage cathode Ni-Fe-Mn ternary materials Phase structure Electrochemical reaction mechanism
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Research on Preparation and Electrochemical Performance of the High Compacted Density Ni-Co-Mn Ternary Cathode Materials
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作者 Fupeng Zhi Juanhui Wang +1 位作者 Xiaomin Zhang Jun Zhang 《Advances in Materials Physics and Chemistry》 CAS 2024年第3期47-53,共7页
The high compacted density LiNi<sub>0.5-x</sub>Co<sub>0.2</sub>Mn<sub>0.3</sub>Mg<sub>x</sub>O<sub>2</sub> cathode material for lithium-ion batteries was syn... The high compacted density LiNi<sub>0.5-x</sub>Co<sub>0.2</sub>Mn<sub>0.3</sub>Mg<sub>x</sub>O<sub>2</sub> cathode material for lithium-ion batteries was synthesized by high temperature solid-state method, taking the Mg element as a doping element and the spherical Ni<sub>0.5</sub>Co<sub>0.2</sub>Mn<sub>0.3</sub> (OH)<sub>2</sub>, Li<sub>2</sub>CO<sub>3</sub> as raw materials. The effects of calcination temperature on the structure and properties of the products were investigated. The structure and morphology of cathode materials powder were analyzed by X-ray diffraction spectroscopy (XRD) and scanning electronmicroscopy (SEM). The electrochemical properties of the cathode materials were studied by charge-discharge test and cyclic properties test. The results show that LiNi<sub>0.4985</sub>Co<sub>0.2</sub>Mn<sub>0.3</sub> Mg<sub>0.0015</sub>O<sub>2</sub> cathode material prepared at calcination temperature 930°C has a good layered structure, and the compacted density of the electrode sheet is above 3.68 g/cm<sup>3</sup>. The discharge capacity retention rate is more than 97.5% after 100 cycles at a charge-discharge rate of 1C, displaying a good cyclic performance. 展开更多
关键词 High Compacted Density ternary Cathode materials Electrochemical Performance
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Electrical Properties of GeTe-based Ternary Alloys 被引量:1
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作者 曹一琦 LI Zhigang +2 位作者 WU Jianbo HUANG Xiaohua ZHANG Shengnan 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2018年第2期472-475,共4页
Ge_(50-x)Sb_xTe_(50) and Ge_(50-x)Bi_xTe_(50) ternary alloys were synthesized by vacuum melting at 1273 K with the starting materials of Ge, Bi, Sb, and Te. The lattice structures were analyzed based on X-ray ... Ge_(50-x)Sb_xTe_(50) and Ge_(50-x)Bi_xTe_(50) ternary alloys were synthesized by vacuum melting at 1273 K with the starting materials of Ge, Bi, Sb, and Te. The lattice structures were analyzed based on X-ray diffraction patterns, which could all be indexed to R3m rhombic structure. Electrical properties measurements revealed that the Ge-Sb-Te ternary alloys were p-type semiconductors with high electrical conductivity of 4.5×10~5S?m^(-1) near room temperature. And the maximum electrical property was obtained at Ge_45Sb_5Te_50, with the power factor of 2.49×10^(-3)W?m^(-1)K^(-2) at 640 K. Due to the existence of secondary phases, the electrical conductivity of Ge-Bi-Te system was lower and Seebeck coefficient was higher comparing with those of Ge-Sb-Te system. 展开更多
关键词 thermoelectric materials melting ternary alloy GeTe thermoelectric property
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Regeneration of Al-doped LiNi_(0.5)Co_(0.2)Mn_(0.3)O_(2) cathode material by simulated hydrometallurgy leachate of spent lithium-ion batteries 被引量:12
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作者 Fang-cheng LI Gang ZHANG +4 位作者 Zong-liang ZHANG Jian YANG Fang-yang LIU Ming JIA Liang-xing JIANG 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2022年第2期593-603,共11页
A uniform Al-doped LiNi_(0.5)Co_(0.2)Mn_(0.3)O_(2) cathode material was prepared using a coprecipitation method to take advantage of the positive effect of Al on regenerated NCM(Ni,Co,Mn)cathode materials and ameliora... A uniform Al-doped LiNi_(0.5)Co_(0.2)Mn_(0.3)O_(2) cathode material was prepared using a coprecipitation method to take advantage of the positive effect of Al on regenerated NCM(Ni,Co,Mn)cathode materials and ameliorate cumbersome and high-cost impurity removal processes during lithium-ion battery recycling.When the Al^(3+) content in the leachate was 1 at.%with respect to the total amount of transition metals(Ni,Co,and Mn),the produced Al-doped NCM cathode material increased concentrations of lattice oxygen and Ni^(2+).The initial specific capacity at 0.1C was 167.4 mA·h/g,with a capacity retention of 79.1%after 400 cycles at 1C.Further,this Al-doped sample showed improved rate performance and a smaller electrochemical impedance.These findings provide a reference for developing industrial processes to resynthesize cathode materials with improved electrochemical performance by incorporating Al^(3+) impurities produced during lithium-ion battery recycling. 展开更多
关键词 spent lithium-ion battery REGENERATION Al doping ternary cathode material coprecipitation
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Dielectr ic barr ier discharge plasma-assisted modification of g-C_(3)N_(4)/Ag_(2)O/TiO_(2)-NRs composite enhanced photoelectrocatalytic activity 被引量:2
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作者 Yupei Long Chenchen Yuan +8 位作者 Xiaomin Wang Dongyan Jin Hong Zhou Qiongyin Wang Chenyang Lu Yuqi Chen Yanqing Cong Qi Wang Yi Zhang 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2021年第6期113-127,共15页
Dielectric barrier discharge(DBD)plasma applied as surface treatment technology was employed for the modification of Ag_(2)O and graphitic carbon nitride(g-C_(3)N_(4))powders.Subsequently,the pretreated powders were s... Dielectric barrier discharge(DBD)plasma applied as surface treatment technology was employed for the modification of Ag_(2)O and graphitic carbon nitride(g-C_(3)N_(4))powders.Subsequently,the pretreated powders were sequentially loaded onto TiO_(2)nanorods(TiO_(2)-NRs)via electro-deposition,followed by calcination at N_(2)atmosphere.The results indicated that at the optimal plasma discharge time of 5 min for modification of g-C_(3)N_(4)and Ag_(2)O,photocurrent density of ternary composite was 6 times to bare TiO_(2)-NRs under UV-visible light irradiation.Phenol was degraded by using DBD plasma-modified g-C_(3)N_(4)/Ag_(2)O/TiO_(2)-NRs electrode to analyze the photoelectrocatalytic performance.The removal rate of phenol for g-C_(3)N_(4)-5/Ag_(2)O-5/TiO_(2)-NRs electrode was about 3.07 times to that for TiO_(2)-NRs electrode.During active species scavengers'analysis,superoxide radicals and hydroxyl radicals were the main oxidation active species for pollutants degradation.A possible electron-hole separation and transfer mechanism of ternary composite with high photoelectrocatalytic performance was proposed. 展开更多
关键词 Degradation mechanism Photoelectrochemical catalysis Plasma treatment ternary material Z-scheme structure
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Synthesis of 2D ternary layered manganese phosphorous trichalcogenides towards ultraviolet photodetection 被引量:3
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作者 Guiheng Liu Jianwei Su +2 位作者 Xin Feng Huiqiao Li Tianyou Zhai 《Science China Materials》 SCIE EI CAS CSCD 2021年第9期2251-2260,共10页
Manganese phosphorous selenium(MnPSe_(3)),as a representative of layered metal phosphorus trichalcogenides(MPTs),has gained significant attention due to its direct bandgap,high carrier mobility,large absorption coeffi... Manganese phosphorous selenium(MnPSe_(3)),as a representative of layered metal phosphorus trichalcogenides(MPTs),has gained significant attention due to its direct bandgap,high carrier mobility,large absorption coefficient,which indicate great potential in photoelectric application.Herein,high-quality two-dimensional(2D)MnPSe_(3) flakes were mechanically exfoliated from the corresponding bulk crystals synthesized by chemical vapor transport(CVT)methods.The systematic investigation was applied to the lattice vibrations of MnPSe_(3) via angle-resolved polarized Raman spectroscopy(ARPRS),and the Raman vibration modes were determined based on Raman selection rules and crystal symmetry.Impressively,the photodetectors based on 2D MnPSe_(3) flakes exhibit excellent photoresponse to the ultraviolet light with a responsivity up to 22.7 A W^(-1) and a detectivity of 2.4×10^(11) Jones.The high performance in the ultraviolet range signifies that 2D MnPSe_(3) is expected to be a powerful candidate for future ultraviolet photodetection. 展开更多
关键词 2D materials MnPSe3 ternary materials ultraviolet photodetection phosphorus trichalcogenides
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Ultrathin 2D ternary Bi_(2)Te_(2)Se flakes for fast-response photodetectors with gate-tunable responsivity 被引量:1
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作者 Peng Luo Ke Pei +5 位作者 Fakun Wang Xin Feng Huiqiao Li Xitao Liu Junhua Luo Tianyou Zhai 《Science China Materials》 SCIE EI CAS CSCD 2021年第12期3017-3026,共10页
Two-dimensional(2D) ternary materials have sprung up in a broad variety of optoelectronic applications due to their robust degree of freedom to design the physical properties of the materials through adjusting the sto... Two-dimensional(2D) ternary materials have sprung up in a broad variety of optoelectronic applications due to their robust degree of freedom to design the physical properties of the materials through adjusting the stoichiometric ratio. However, the controlled growth of high-quality 2D ternary materials with good chemical stoichiometry remains challenging, which severely impedes their further development and future device applications. Herein, we synthesize ternary Bi_(2)Te_(2)Se(BTS) flakes with a thickness down to 4 nm and a lateral dimension about 60 μm by an atmospheric-pressure solid source thermal evaporation method on a mica substrate. The phonon vibration and electrical transportation of 2D BTS are respectively investigated by temperature-dependent Raman spectrum and conductivity measurements. Furthermore, the photodetector based on 2D BTS exhibits excellent performance with a high light on/off ratio of 1300(365 nm), a wide spectral response range from 365 to 980 nm, and an ultra-fast response speed up to 2 μs. In addition, its electrical and photoelectric properties can be modulated by the gate voltage, offering an improved infrared responsivity to 2.74 A W^(-1) and an on/off ratio of 2266 under 980 nm. This work introduces an effective approach to obtain 2D BTS flakes and demonstrates their excellent prospects in optoelectronics. 展开更多
关键词 2D materials ternary materials Bi_(2)Te_(2)Se PHOTODETECTORS field-effect transistors
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Excellent ultrahigh voltage performance of a layered cathode supported by a sacrificial layer arising from deep selenium modification
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作者 Yan Zhu Jian Fu +7 位作者 Jingwei Hu Xinxiong Zeng Zhengjie Huang Bing Zhang Xiaocheng Li Wei Nie Ning Wang Xihao Chen 《Journal of Energy Chemistry》 2026年第1期852-860,I0019,共10页
The implementation of multifunctional application scenarios for mobile terminal devices has increased the energy density requirements of batteries.Increasing the charging voltage can rapidly increase the specific capa... The implementation of multifunctional application scenarios for mobile terminal devices has increased the energy density requirements of batteries.Increasing the charging voltage can rapidly increase the specific capacity of layered transition metal oxides;however,it also exacerbates the release of lattice oxygen and the contraction of the unit cell.Ternary materials are designed in a secondary particle state to meet the requirements of power battery applications.Therefore,to create ternary materials that can operate under ultrahigh voltages,attention should be given to both surface modification and particle integrity maintenance.By utilizing elemental selenium(Se)with a low melting point,easy sublimation,and multiple variable valence states,deep grain boundary modification was implemented inside the particles.The performance of the cathode material was evaluated through pouch cells,and the improvement mechanism was explored through molecular dynamics simulation calculations.Under the protection of a three-dimensional Se-rich modified layer,LiNi_(1/3)Co_(1/3)Mn_(1/3)O_(2)achieved stable operation at ultrahigh voltages(4.6 V vs.Li/Li^(+));a sacrificial protection mechanism based on the chronic decomposition of the Se-rich layer was proposed to explain the efficacy of Se modification in stabilizing ternary materials.This deep grain boundary modification based on elemental Se provides a new solution for the ultrahigh-voltage operation of transition metal oxides and provides a scientific basis and technical support for solving the interface contact problem of all-solid-state batteries. 展开更多
关键词 ternary cathode materials Ultrahigh voltage Selenium Deep modification
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An evaluation model of water-saving reconstruction projects based on resource value flows
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作者 Runwen JIANG Xiaohong CHEN +2 位作者 Lingchu ZHAO Zhifang ZHOU Tao ZHANG 《Frontiers of Engineering Management》 2022年第2期257-267,共11页
Due to uncertainties in water supply,there is growing demand for water resource management in enterprises.In this study,we evaluated the effects of companies’water-saving reconstruction projects.We used Hina Advanced... Due to uncertainties in water supply,there is growing demand for water resource management in enterprises.In this study,we evaluated the effects of companies’water-saving reconstruction projects.We used Hina Advanced Materials Company as a case to construct an investment decision model to(1)calculate the internal and external costs of water resources based on circular economic value analysis theory,and(2)locate the level of water resources circulation.We adopted gray situation decision analysis to identify the typical problems that occur in water resource utilization.Moreover,we demonstrated optimization plans for different potential improvements,thereby providing guidance and references for water resource cost management and the comprehensive optimization of environmental benefits.We concluded that the circulation economic value analysis model can effectively display the flow and amount of value derived from water resource flows,thereby providing guidance and suggestions for optimizing water resource flows. 展开更多
关键词 value flow analysis ternary materials enterprises grey situation decision analysis water resources
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