Journal of Energy Chemistry最新文献

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Synthesis of intermetallic PtCo fuel cell catalysts from bimetallic core@shell structured nanoparticles 利用双金属核@壳结构纳米颗粒合成金属间铂钴燃料电池催化剂
IF 13.1 1区 化学
Journal of Energy Chemistry Pub Date : 2024-09-25 DOI: 10.1016/j.jechem.2024.09.028
{"title":"Synthesis of intermetallic PtCo fuel cell catalysts from bimetallic core@shell structured nanoparticles","authors":"","doi":"10.1016/j.jechem.2024.09.028","DOIUrl":"10.1016/j.jechem.2024.09.028","url":null,"abstract":"<div><div>The high activity and stability of intermetallic PtCo nanocatalysts toward oxygen reduction reaction make them a top candidate as low-Pt cathode catalysts in proton exchange membrane fuel cells (PEMFCs). However, forming intermetallic structures typically requires high-temperature annealing, posing a challenge for achieving well-size control and highly ordered structures. Here we report the design and synthesis of bimetallic core@shell structured precursors for affording high-performance intermetallic PtCo catalysts. The fabrication of the core@shell precursor involves using a molecular ligand containing both sulfur and oxygen donors to selectively bind with Pt colloidal nanoparticles as the core and chelate Co ions as the shell. During high-temperature annealing, the ligand transforms into carbon coatings around alloy nanoparticles, preventing particle sintering; meanwhile, Co ions in the shell can easily diffuse into the Pt core, which helps to increase the thermodynamic driving force for forming intermetallic structures. These benefits enable us to obtain the catalyst with finely dispersed nanoparticles (∼3.5 nm) and a high ordering degree of 72%. With 0.1 mg<sub>Pt</sub>/cm<sup>2</sup> cathode loading, the catalyst delivers superior performance and durability in PEMFCs, showing an initial mass activity of 0.56 A/mg<sub>Pt</sub>, an initial power density of 1.05 W/cm<sup>2</sup> at 0.67 V (H<sub>2</sub>-air), and a voltage loss of 26 mV at 0.8 A/cm<sup>2</sup> after the accelerated durability test.</div></div>","PeriodicalId":15728,"journal":{"name":"Journal of Energy Chemistry","volume":null,"pages":null},"PeriodicalIF":13.1,"publicationDate":"2024-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142531069","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Electronic modulation induced by coupling RuO2 with electron-donating Co3O4 for high-active and long-life rechargeable Zn-air batteries 通过将 RuO2 与电子捐赠型 Co3O4 相耦合诱导电子调制,实现高活性、长寿命的锌-空气充电电池
IF 13.1 1区 化学
Journal of Energy Chemistry Pub Date : 2024-09-25 DOI: 10.1016/j.jechem.2024.09.029
{"title":"Electronic modulation induced by coupling RuO2 with electron-donating Co3O4 for high-active and long-life rechargeable Zn-air batteries","authors":"","doi":"10.1016/j.jechem.2024.09.029","DOIUrl":"10.1016/j.jechem.2024.09.029","url":null,"abstract":"<div><div>Electronic-state modulation strategy offers great potential in designing RuO<sub>2</sub>-based bifunctional-electrocatalysts for rechargeable Zn-air batteries (ZABs). Various three-dimensional (3D) transition metal oxides are attempted to couple with RuO<sub>2</sub> for constructing an appropriate Ru<img>O<img>M interface. This work aims to construct Co<sub>3</sub>O<sub>4</sub>-RuO<sub>2</sub> heterostructures on carbon sheets (Co<sub>3</sub>O<sub>4</sub>/RuO<sub>2</sub>/NCNS) for boosting electronic transfer and regulation. Experiments and theoretical calculations identify the electronic transfer from Co<sub>3</sub>O<sub>4</sub> to RuO<sub>2</sub> that modulates the electronic structure of metal surfaces/interfaces. Specifically, it leads to the increase in Co<sup>3+</sup> content, electron-rich state at RuO<sub>2</sub> surface and electronic accumulation at interfaces. Moreover, this electronic-state modulation optimizes the d-band center in Co<sub>3</sub>O<sub>4</sub>/RuO<sub>2</sub> that lowers the reaction barriers and endows interfaces as the biggest contributor to oxygen reduction reaction (ORR) and oxygen evolution reaction (OER) performance. The Co<sub>3</sub>O<sub>4</sub>/RuO<sub>2</sub>/NCNS shows a quite low potential difference of 0.62 V and remarkable durability for ORR/OER. Co<sub>3</sub>O<sub>4</sub>/RuO<sub>2</sub>/NCNS-assembled ZABs exhibit an excellent specific capacity of 818.3 mA h g<sup>−1</sup> and a superior lifespan over 750 h.</div></div>","PeriodicalId":15728,"journal":{"name":"Journal of Energy Chemistry","volume":null,"pages":null},"PeriodicalIF":13.1,"publicationDate":"2024-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142530539","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Unlocking the stable interface in aqueous zinc-ion battery with multifunctional xylose-based electrolyte additives 用基于木糖的多功能电解质添加剂打开锌离子水电池的稳定界面
IF 13.1 1区 化学
Journal of Energy Chemistry Pub Date : 2024-09-25 DOI: 10.1016/j.jechem.2024.09.030
{"title":"Unlocking the stable interface in aqueous zinc-ion battery with multifunctional xylose-based electrolyte additives","authors":"","doi":"10.1016/j.jechem.2024.09.030","DOIUrl":"10.1016/j.jechem.2024.09.030","url":null,"abstract":"<div><div>The growth of dendrites and the side reactions occurring at the Zn anode pose significant challenges to the commercialization of aqueous Zn-ion batteries (AZIBs). These challenges arise from the inherent conflict between mass transfer and electrochemical kinetics. In this study, we propose the use of a multifunctional electrolyte additive based on the xylose (Xylo) molecule to address these issues by modulating the solvation structure and electrode/electrolyte interface, thereby stabilizing the Zn anode. The introduction of the additive alters the solvation structure, creating steric hindrance that impedes charge transfer and then reduces electrochemical kinetics. Furthermore, in-situ analyses demonstrate that the reconstructed electrode/electrolyte interface facilitates stable and rapid Zn<sup>2+</sup> ion migration and suppresses corrosion and hydrogen evolution reactions. As a result, symmetric cells incorporating the Xylo additive exhibit significantly enhanced reversibility during the Zn plating/stripping process, with an impressively long lifespan of up to 1986 h, compared to cells using pure ZnSO<sub>4</sub> electrolyte. When combined with a polyaniline cathode, the full cells demonstrate improved capacity and long-term cyclic stability. This work offers an effective direction for improving the stability of Zn anode via electrolyte design, as well as high-performance AZIBs.</div></div>","PeriodicalId":15728,"journal":{"name":"Journal of Energy Chemistry","volume":null,"pages":null},"PeriodicalIF":13.1,"publicationDate":"2024-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142416914","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multi boron-doping effects in hard carbon toward enhanced sodium ion storage 硬碳中的多硼掺杂效应可提高钠离子存储能力
IF 13.1 1区 化学
Journal of Energy Chemistry Pub Date : 2024-09-24 DOI: 10.1016/j.jechem.2024.09.024
{"title":"Multi boron-doping effects in hard carbon toward enhanced sodium ion storage","authors":"","doi":"10.1016/j.jechem.2024.09.024","DOIUrl":"10.1016/j.jechem.2024.09.024","url":null,"abstract":"<div><div>Hard carbon (HC) has been considered as promising anode material for sodium-ion batteries (SIBs). The optimization of hard carbon’s microstructure and solid electrolyte interface (SEI) property are demonstrated effective in enhancing the Na<sup>+</sup> storage capability, however, a one-step regulation strategy to achieve simultaneous multi-scale structures optimization is highly desirable. Herein, we have systematically investigated the effects of boron doping on hard carbon’s microstructure and interface chemistry. A variety of structure characterizations show that appropriate amount of boron doping can increase the size of closed pores via rearrangement of carbon layers with improved graphitization degree, which provides more Na<sup>+</sup> storage sites. In-situ Fourier transform infrared spectroscopy/electrochemical impedance spectroscopy (FTIR/EIS) and X-ray photoelectron spectroscopy (XPS) analysis demonstrate the presence of more BC<sub>3</sub> and less B–C–O structures that result in enhanced ion diffusion kinetics and the formation of inorganic rich and robust SEI, which leads to facilitated charge transfer and excellent rate performance. As a result, the hard carbon anode with optimized boron doping content exhibits enhanced rate and cycling performance. In general, this work unravels the critical role of boron doping in optimizing the pore structure, interface chemistry and diffusion kinetics of hard carbon, which enables rational design of sodium-ion battery anode with enhanced Na<sup>+</sup> storage performance.</div></div>","PeriodicalId":15728,"journal":{"name":"Journal of Energy Chemistry","volume":null,"pages":null},"PeriodicalIF":13.1,"publicationDate":"2024-09-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142415976","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Reversible phase transition poly(benzyl methacrylate)/ionic liquid electrolytes for effective overheating protection in lithium batteries 用于锂电池有效过热保护的可逆相变聚(甲基丙烯酸苄酯)/离子液体电解质
IF 13.1 1区 化学
Journal of Energy Chemistry Pub Date : 2024-09-24 DOI: 10.1016/j.jechem.2024.09.026
{"title":"Reversible phase transition poly(benzyl methacrylate)/ionic liquid electrolytes for effective overheating protection in lithium batteries","authors":"","doi":"10.1016/j.jechem.2024.09.026","DOIUrl":"10.1016/j.jechem.2024.09.026","url":null,"abstract":"<div><div>Battery safety is influenced by various factors, with thermal runaway being one of the most significant concerns. While most studies have concentrated on developing one-time, self-activating mechanism for thermal protection, such as temperature-responsive electrodes, and thermal-shutdown separators, these methods only provide irreversible protection. Recently, reversible temperature-sensitive electrolytes have emerged as promising alternatives, offering both thermo-reversibility and self-protective properties. However, further research is crucial to fully understand these thermal-shutdown electrolytes. In this study, we propose lower critical solution temperature (LCST) phase behavior poly(benzyl methacrylate)/imidazolium-based ionic liquid mixtures to prepare temperature-sensitive electrolytes that provide reversible thermal shutdown protection of batteries. This electrolyte features an appropriate protection temperature (∼105 °C) and responds quickly within a 1 min at 105 °C, causing cells to hardly discharge as the voltage suddenly drops to 3.38 V, and providing efficient thermal shutdown protection within 30 min. Upon cooling back to room temperature, the battery regains its original performance. Additionally, the electrolyte exhibits excellent cycling stability with the capacity retention of the battery is 91.6% after 500 cycles. This work provides a viable solution for preventing batteries from thermal runaway triggered by overheating.</div></div>","PeriodicalId":15728,"journal":{"name":"Journal of Energy Chemistry","volume":null,"pages":null},"PeriodicalIF":13.1,"publicationDate":"2024-09-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142531066","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Engineering nanoparticle structure at synergistic Ru-Na interface for integrated CO2 capture and hydrogenation 在 Ru-Na 协同界面上设计纳米粒子结构,实现二氧化碳捕获和氢化一体化
IF 13.1 1区 化学
Journal of Energy Chemistry Pub Date : 2024-09-24 DOI: 10.1016/j.jechem.2024.09.025
{"title":"Engineering nanoparticle structure at synergistic Ru-Na interface for integrated CO2 capture and hydrogenation","authors":"","doi":"10.1016/j.jechem.2024.09.025","DOIUrl":"10.1016/j.jechem.2024.09.025","url":null,"abstract":"<div><div>The development of dual functional material for cyclic CO<sub>2</sub> capture and hydrogenation is of great significance for converting diluted CO<sub>2</sub> into valuable fuels, but suffers from kinetic limitation and deactivation of adsorbent and catalyst. Herein, we engineered a series of RuNa/γ-Al<sub>2</sub>O<sub>3</sub> materials, varying the size of ruthenium from single atoms to clusters/nanoparticles. The coordination environment and structure sensitivity of ruthenium were quantitatively investigated at atomic scale. Our findings reveal that the reduced Ru nanoparticles, approximately 7.1 nm in diameter with a Ru-Ru coordination number of 5.9, exhibit high methane formation activity and selectivity at 340 °C. The Ru-Na interfacial sites facilitate CO<sub>2</sub> migration through a deoxygenation pathway, involving carbonate dissociation, carbonyl formation, and hydrogenation. In-situ experiments and theoretical calculations show that stable carbonyl intermediates on metallic Ru nanoparticles facilitate heterolytic C–O scission and C–H bonding, significantly lowering the energy barrier for activating stored CO<sub>2</sub>.</div></div>","PeriodicalId":15728,"journal":{"name":"Journal of Energy Chemistry","volume":null,"pages":null},"PeriodicalIF":13.1,"publicationDate":"2024-09-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142416915","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Synergistically enhanced ORR and HER performance on Co-N-C coupled in-situ generated PtCo intermetallic 原位生成的铂钴金属间化合物上协同增强的 ORR 和 HER 性能
IF 13.1 1区 化学
Journal of Energy Chemistry Pub Date : 2024-09-24 DOI: 10.1016/j.jechem.2024.09.023
{"title":"Synergistically enhanced ORR and HER performance on Co-N-C coupled in-situ generated PtCo intermetallic","authors":"","doi":"10.1016/j.jechem.2024.09.023","DOIUrl":"10.1016/j.jechem.2024.09.023","url":null,"abstract":"<div><div>Integrating multi-scale sites in a composite catalyst is vital to realize efficient electrocatalysis. Herein, a synergistic composite catalyst consisting of Co atomic sites and in-situ generated PtCo intermetallic compounds (IMCs) (<em>o</em>-PtCo@CoNC) is proposed through Co pre-anchoring and subsequent impregnation-reduction method. High loading of Co atoms provides a chance for in-situ generating PtCo ordered intermetallic compounds. The remaining Co single atoms and PtCo IMCs construct synergistic electrocatalytic micro-regions. Benefiting from the ordered structure, synergistic effect of PtCo IMCs and Co single atoms, <em>o</em>-PtCo@CoNC exhibits excellent electrocatalytic performance for oxygen reduction reaction (ORR) and hydrogen evolution reaction (HER) with mass activity of 1.21 A mg<sub>Pt</sub><sup>−1</sup> (at 0.9 V) and 5.70 A mg<sub>Pt</sub><sup>−1</sup> (at an overpotential of 100 mV), respectively. Besides, <em>o</em>-PtCo@CoNC delivers negligible loss of half-wave potential and overpotential during long-term stability test in acid solutions, with 13 mV decay after 50,000 potential cycles for ORR and a 2.7 mV decay after 20,000 potential cycles for HER. The integration strategy of single-atomic sites coupled IMCs paves the way for enhancing the activity and durability of Pt-based electrocatalysts.</div></div>","PeriodicalId":15728,"journal":{"name":"Journal of Energy Chemistry","volume":null,"pages":null},"PeriodicalIF":13.1,"publicationDate":"2024-09-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142415975","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Porous framework materials for CO2 capture 用于捕获二氧化碳的多孔框架材料
IF 13.1 1区 化学
Journal of Energy Chemistry Pub Date : 2024-09-23 DOI: 10.1016/j.jechem.2024.09.020
{"title":"Porous framework materials for CO2 capture","authors":"","doi":"10.1016/j.jechem.2024.09.020","DOIUrl":"10.1016/j.jechem.2024.09.020","url":null,"abstract":"<div><div>Due to the significant impact of carbon dioxide on global ecology, more efforts have been put into the exploration on CO<sub>2</sub> capture and utilization. Porous organic framework materials, as a kind of materials with high porosity and designable structure, have been considered as effective host materials for adsorbing carbon dioxide or separating it from other gases. This review gives a deep insight into the applications of metal-organic frameworks, covalent-organic frameworks, and other porous frameworks on CO<sub>2</sub> capture, focusing on the enhanced capture performances originated from their high surface area with abundant porous structure, functional groups with specific heteroatoms modification, or other building unit interactions. Besides, the main challenges associated with porous frameworks for CO<sub>2</sub> capture and proposed strategies to address these obstacles, including the structural design strategy or the capture mechanism exploration, have been demonstrated and emphasized. This review can contribute to further investigation on porous frameworks for gas capture and separation with enhanced performance and efficiency.</div></div>","PeriodicalId":15728,"journal":{"name":"Journal of Energy Chemistry","volume":null,"pages":null},"PeriodicalIF":13.1,"publicationDate":"2024-09-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142531284","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Uncovering fantastic synergistic lithium adsorption with manganese-titanium based composite nanospheres: Mild synthesis and molecular dynamics simulation insights 揭示锰钛基复合纳米球对锂的奇妙协同吸附:温和合成与分子动力学模拟的启示
IF 13.1 1区 化学
Journal of Energy Chemistry Pub Date : 2024-09-21 DOI: 10.1016/j.jechem.2024.08.067
{"title":"Uncovering fantastic synergistic lithium adsorption with manganese-titanium based composite nanospheres: Mild synthesis and molecular dynamics simulation insights","authors":"","doi":"10.1016/j.jechem.2024.08.067","DOIUrl":"10.1016/j.jechem.2024.08.067","url":null,"abstract":"<div><div>In light of the burgeoning energy technology sector and the ever-growing demand for lithium across diverse industrial domains, conventional lithium extraction methods have been proven inadequate due to their limited production capacity and high operational costs. This work introduces a novel approach to the manganese-titanium based composite HMTO (Mn:Ti=1:4) lithium ion-sieve (LIS) nanospheres, employing lithium acetate dihydrate, manganese carbonate and titanium dioxide P25 as the primary materials. These nanospheres exhibit relatively uniform spherical morphology, narrow size distribution, small average particle size (<em>ca.</em> 55 nm), large specific surface area (43.58 m<sup>2</sup> g<sup>−1</sup>) and high surface O<sup>2−</sup> content (59.01%). When utilized as the adsorbents for Li<sup>+</sup> ions, the HMTO (Mn:Ti=1:4) LIS demonstrates a fast adsorption rate, approaching equilibrium within 6.0 h with an equilibrium adsorption capacity (<em>q</em><sub>e</sub>) of 79.5 mg g<sup>−1</sup> and a maximum adsorption capacity (<em>q</em><sub>m</sub>) of 87.26 mg g<sup>−1</sup> (initial concentration <em>C</em><sub>0</sub>: 1.8 g L<sup>−1</sup>). In addition, the HMTO (Mn:Ti=1:4) also delivers a high lithium extraction from the simulated high magnesium-lithium molar ratio salt lake brine (Mg:Li = 103), achieving a <em>q</em><sub>e</sub> of 33.85 mg g<sup>−1</sup> along with a remarkable selectivity (<span><math><mrow><msubsup><mi>α</mi><mrow><mi>Mg</mi></mrow><mrow><mi>Li</mi></mrow></msubsup><mo>=</mo><mn>2192.76</mn></mrow></math></span>). Particularly, the HMTO (Mn:Ti=1:4) LIS showcases a satisfactory recycling adsorption performance. The adsorption capacity remains at a high level, even that determined after the 5th cycle (55.45 mg g<sup>−1</sup>) surpasses that of the most recently reported adsorbents. Ultimately, the fantastic synergistic lithium adsorption mechanism is deliberately uncovered by leveraging the ion exchange principles and molecular dynamics (MD) simulations.</div></div>","PeriodicalId":15728,"journal":{"name":"Journal of Energy Chemistry","volume":null,"pages":null},"PeriodicalIF":13.1,"publicationDate":"2024-09-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142531067","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multi-model ensemble learning for battery state-of-health estimation: Recent advances and perspectives 电池健康状况估计的多模型集合学习:最新进展与展望
IF 13.1 1区 化学
Journal of Energy Chemistry Pub Date : 2024-09-20 DOI: 10.1016/j.jechem.2024.09.021
{"title":"Multi-model ensemble learning for battery state-of-health estimation: Recent advances and perspectives","authors":"","doi":"10.1016/j.jechem.2024.09.021","DOIUrl":"10.1016/j.jechem.2024.09.021","url":null,"abstract":"<div><div>The burgeoning market for lithium-ion batteries has stimulated a growing need for more reliable battery performance monitoring. Accurate state-of-health (SOH) estimation is critical for ensuring battery operational performance. Despite numerous data-driven methods reported in existing research for battery SOH estimation, these methods often exhibit inconsistent performance across different application scenarios. To address this issue and overcome the performance limitations of individual data-driven models, integrating multiple models for SOH estimation has received considerable attention. Ensemble learning (EL) typically leverages the strengths of multiple base models to achieve more robust and accurate outputs. However, the lack of a clear review of current research hinders the further development of ensemble methods in SOH estimation. Therefore, this paper comprehensively reviews multi-model ensemble learning methods for battery SOH estimation. First, existing ensemble methods are systematically categorized into 6 classes based on their combination strategies. Different realizations and underlying connections are meticulously analyzed for each category of EL methods, highlighting distinctions, innovations, and typical applications. Subsequently, these ensemble methods are comprehensively compared in terms of base models, combination strategies, and publication trends. Evaluations across 6 dimensions underscore the outstanding performance of stacking-based ensemble methods. Following this, these ensemble methods are further inspected from the perspectives of weighted ensemble and diversity, aiming to inspire potential approaches for enhancing ensemble performance. Moreover, addressing challenges such as base model selection, measuring model robustness and uncertainty, and interpretability of ensemble models in practical applications is emphasized. Finally, future research prospects are outlined, specifically noting that deep learning ensemble is poised to advance ensemble methods for battery SOH estimation. The convergence of advanced machine learning with ensemble learning is anticipated to yield valuable avenues for research. Accelerated research in ensemble learning holds promising prospects for achieving more accurate and reliable battery SOH estimation under real-world conditions.</div></div>","PeriodicalId":15728,"journal":{"name":"Journal of Energy Chemistry","volume":null,"pages":null},"PeriodicalIF":13.1,"publicationDate":"2024-09-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142415978","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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