eScience最新文献

Anodes for low-temperature rechargeable batteries 用于低温充电电池的阳极

IF 42.9

eScience Pub Date : 2024-10-01 DOI: 10.1016/j.esci.2024.100252

引用次数: 0

Investigating explainable transfer learning for battery lifetime prediction under state transitions 研究状态转换下电池寿命预测的可解释迁移学习

IF 42.9

eScience Pub Date : 2024-10-01 DOI: 10.1016/j.esci.2024.100280

{"title":"Investigating explainable transfer learning for battery lifetime prediction under state transitions","authors":"","doi":"10.1016/j.esci.2024.100280","DOIUrl":"10.1016/j.esci.2024.100280","url":null,"abstract":"<div><div>Battery lifetime prediction at early cycles is crucial for researchers and manufacturers to examine product quality and promote technology development. Machine learning has been widely utilized to construct data-driven solutions for high-accuracy predictions. However, the internal mechanisms of batteries are sensitive to many factors, such as charging/discharging protocols, manufacturing/storage conditions, and usage patterns. These factors will induce state transitions, thereby decreasing the prediction accuracy of data-driven approaches. Transfer learning is a promising technique that overcomes this difficulty and achieves accurate predictions by jointly utilizing information from various sources. Hence, we develop two transfer learning methods, Bayesian Model Fusion and Weighted Orthogonal Matching Pursuit, to strategically combine prior knowledge with limited information from the target dataset to achieve superior prediction performance. From our results, our transfer learning methods reduce root-mean-squared error by 41% through adapting to the target domain. Furthermore, the transfer learning strategies identify the variations of impactful features across different sets of batteries and therefore disentangle the battery degradation mechanisms and the root cause of state transitions from the perspective of data mining. These findings suggest that the transfer learning strategies proposed in our work are capable of acquiring knowledge across multiple data sources for solving specialized issues.</div></div>","PeriodicalId":100489,"journal":{"name":"eScience","volume":"4 5","pages":"Article 100280"},"PeriodicalIF":42.9,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141132075","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Catalyst-free electrochemical SNAr of electron-rich fluoroarenes using carboxylic acids 使用羧酸无催化剂电化学合成富电子芴的 SNAr

IF 42.9

eScience Pub Date : 2024-10-01 DOI: 10.1016/j.esci.2024.100255

引用次数: 0

Modulating selective interaction of NiOOH with Mg ions for high-performance aqueous batteries 调节 NiOOH 与镁离子的选择性相互作用，实现高性能水性电池

IF 42.9

eScience Pub Date : 2024-10-01 DOI: 10.1016/j.esci.2024.100293

Bing He , Ying Ling , Zhixun Wang , Wenbin Gong , Zhe Wang , Yanting Liu , Tianzhu Zhou , Ting Xiong , Shuai Wang , Yonggang Wang , Qingwen Li , Qichong Zhang , Lei Wei

{"title":"Modulating selective interaction of NiOOH with Mg ions for high-performance aqueous batteries","authors":"Bing He , Ying Ling , Zhixun Wang , Wenbin Gong , Zhe Wang , Yanting Liu , Tianzhu Zhou , Ting Xiong , Shuai Wang , Yonggang Wang , Qingwen Li , Qichong Zhang , Lei Wei","doi":"10.1016/j.esci.2024.100293","DOIUrl":"10.1016/j.esci.2024.100293","url":null,"abstract":"<div><div>Aqueous Mg-ion batteries (AMIBs) featuring advantages of good safety, low cost, and high specific energy have been recognized as a promising energy-storage technology. However, the performance of AMIBs is consistently limited by sluggish diffusion kinetics and structural degradation of cathode materials arising from the strong electrostatic interactions between high-charge-density Mg<sup>2+</sup> and host materials. Here, layered-structured NiOOH, as traditional cathodes for alkaline batteries, is initially demonstrated to realize proton-assisted Mg-(de)intercalation chemistry with a high discharge platform (0.57 V) in neutral aqueous electrolytes. Benefiting from the unique core/shell structure, the resulting NiOOH/CNT cathodes achieve a high capacity of 122.5 mAh g<sup>−1</sup> and long cycle stability. Further theoretical calculations reveal that the binding energy of hydrated Mg<sup>2+</sup> is higher than that of Mg<sup>2+</sup> with NiOOH, resulting in that Mg<sup>2+</sup> is easily intercalated/de-intercalated into/from NiOOH. Benefiting from the freestanding design, the assembled fiber-shaped “rocking-chair” NaTi<sub>2</sub>(PO<sub>4</sub>)<sub>3</sub>//NiOOH AMIB shows a high energy density and satisfactory mechanical flexibility, which could be woven into a commercial fabric and power for fiber-shaped photoelectric sensors.</div></div>","PeriodicalId":100489,"journal":{"name":"eScience","volume":"4 5","pages":"Article 100293"},"PeriodicalIF":42.9,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141930569","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Versatile carbon-based materials from biomass for advanced electrochemical energy storage systems 用于先进电化学储能系统的生物质多功能碳基材料

IF 42.9

eScience Pub Date : 2024-10-01 DOI: 10.1016/j.esci.2024.100249

{"title":"Versatile carbon-based materials from biomass for advanced electrochemical energy storage systems","authors":"","doi":"10.1016/j.esci.2024.100249","DOIUrl":"10.1016/j.esci.2024.100249","url":null,"abstract":"<div><div>The development of new energy storage technology has played a crucial role in advancing the green and low-carbon energy revolution. This has led to significant progress, spanning from fundamental research to its practical application in industry over the past decade. Nevertheless, the constrained performance of crucial materials poses a significant challenge, as current electrochemical energy storage systems may struggle to meet the growing market demand. In recent years, carbon derived from biomass has garnered significant attention because of its customizable physicochemical properties, environmentally friendly nature, and considerable economic value. This review aims to provide a comprehensive overview of the production-application chain for biomass-derived carbon. It provides a comprehensive analysis of morphology design, structural regulation, and heteroatom-doping modification, and explores the operational mechanisms in different energy storage devices. Moreover, considering recent research progress, the potential uses of biomass-derived carbon in alkali metal-ion batteries, lithium–sulfur batteries, and supercapacitors are thoroughly assessed, offering a broader outlook on the emerging energy sector. Finally, based on the technical challenges that need to be addressed, potential research directions and development objectives are suggested for achieving large-scale production of biomass-derived carbon in the field of energy storage.</div></div>","PeriodicalId":100489,"journal":{"name":"eScience","volume":"4 5","pages":"Article 100249"},"PeriodicalIF":42.9,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140003030","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Textured CsPbI3 nanorods composite fibers for stable high output piezoelectric energy harvester 用于稳定的高输出压电能量收集器的 CsPbI3 纳米棒纹理复合纤维

IF 42.9

eScience Pub Date : 2024-10-01 DOI: 10.1016/j.esci.2024.100273

Tao Yang , Dengzhou Jia , Bing Xu , Yongfei Hao , Yanglong Hou , Kang Wang , Enhui Wang , Zhentao Du , Sheng Cao , Kuo-Chih Chou , Xinmei Hou

{"title":"Textured CsPbI3 nanorods composite fibers for stable high output piezoelectric energy harvester","authors":"Tao Yang , Dengzhou Jia , Bing Xu , Yongfei Hao , Yanglong Hou , Kang Wang , Enhui Wang , Zhentao Du , Sheng Cao , Kuo-Chih Chou , Xinmei Hou","doi":"10.1016/j.esci.2024.100273","DOIUrl":"10.1016/j.esci.2024.100273","url":null,"abstract":"<div><div>The utilization of piezoelectric nanogenerator (PENG) based on halide perovskite materials has demonstrated significant promise for energy harvesting applications. However, the challenge of synthesizing halide perovskite materials with both high output performance and stability using a straightforward process persists as a substantial obstacle. Herein, we present the fabrication of CsPbI<sub>3</sub> nanorods (NRs) exhibiting highly uniform orientation within polyvinylidene fluoride (PVDF) fibers through a simple texture engineering approach, marking the instance of enhancing PENG performance in this manner. The resultant composite fibers showcase a short-circuit current density (<em>I</em><sub>sc</sub>) of 0.78 μA cm<sup>−2</sup> and an open-circuit voltage (<em>V</em><sub>oc</sub>) of 81 V, representing a 2.5 fold increase compared to the previously reported highest value achieved without the electric poling process. This outstanding output performance is ascribed to the orientation of CsPbI<sub>3</sub> NRs facilitated by texture engineering and dipole poling via the self-polarization effect. Additionally, the PENG exhibits exceptional thermal and water stability, rendering it suitable for deployment in diverse and challenging environmental conditions. Our findings underscore the significant potential of textured CsPbI<sub>3</sub> NRs composite fibers for powering low-power consumer electronics, including commercial LEDs and electronic watches.</div></div>","PeriodicalId":100489,"journal":{"name":"eScience","volume":"4 5","pages":"Article 100273"},"PeriodicalIF":42.9,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142253235","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Characteristics, materials, and performance of Ru-containing oxide cathode materials for rechargeable batteries 充电电池用含 Ru 氧化物阴极材料的特性、材料和性能

IF 42.9

eScience Pub Date : 2024-10-01 DOI: 10.1016/j.esci.2024.100245

{"title":"Characteristics, materials, and performance of Ru-containing oxide cathode materials for rechargeable batteries","authors":"","doi":"10.1016/j.esci.2024.100245","DOIUrl":"10.1016/j.esci.2024.100245","url":null,"abstract":"<div><div>Li-rich Mn-based cathode materials have attracted extensive attention due to their remarkable energy density contributed by additional anionic redox. However, they always suffer from some undesired problems impeding their further commercialization such as irreversible oxygen loss, transition metal migration, sluggish kinetics and so on. Fortunately, the above issues can be relieved effectively when 3d metal Mn is replaced by 4d metal Ru. We focus on the recent progress of Ru-containing cathode materials and make a detailed summary in this review. At first, we attempt to combine and elucidate the relationship between oxygen and Ru redox. Subsequently, the up-to-date materials of Ru-based cathode materials for Li<sup>+</sup>/Na<sup>+</sup> batteries are concluded systematically. Afterward, the effects of Ru are discussed in depth including enhancing the reversibility of anionic redox and structural stability, modulating the ratio between cationic and anionic redox, improving the kinetics of Li<sup>+</sup>/Na<sup>+</sup>, inhibiting the transition metal migration and so on. More importantly, the future designs of Ru-containing cathode materials are also proposed enlighteningly. We hope this review could offer some new perspectives to comprehend the layered oxides involving anionic redox and provide useful guidelines to achieve better Li<sup>+</sup>/Na<sup>+</sup> rechargeable batteries.</div></div>","PeriodicalId":100489,"journal":{"name":"eScience","volume":"4 5","pages":"Article 100245"},"PeriodicalIF":42.9,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139657769","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Fabricating ultralight and ultrathin copper current collectors for high-energy batteries 制造用于高能电池的超轻超薄铜集流器

IF 42.9

eScience Pub Date : 2024-10-01 DOI: 10.1016/j.esci.2024.100271

Junxiang Liu, Huanhuan Jia, Dang Nguyen, Jingjing Liu, Chengcheng Fang

{"title":"Fabricating ultralight and ultrathin copper current collectors for high-energy batteries","authors":"Junxiang Liu, Huanhuan Jia, Dang Nguyen, Jingjing Liu, Chengcheng Fang","doi":"10.1016/j.esci.2024.100271","DOIUrl":"10.1016/j.esci.2024.100271","url":null,"abstract":"<div><div>Improving cell-level gravimetric and volumetric energy density is essential to achieve high-performance batteries in the rapidly evolving field of energy storage technology, which requires consideration of all cell components. Traditional current collectors (CCs) made of metal foil, especially the copper (Cu) current collector of the anode, possess high mass and cost yet do not contribute to capacity. Reducing the weight of Cu CC with minimum thickness and desirable mechanical strength is critical in enhancing energy density but is technically challenging. Herein, we demonstrate a fast and scalable chemical coating method based on electroless plating for fabricating ultralight CC (∼1.72 mg cm<sup>−2</sup>) with a thin Cu layer (500 nm) on an ultrathin polyethylene (PE) polymer scaffold (5 μm). The ultralight and ultrathin CC possesses high metal purity, high mechanical strength, high thermal stability, and outstanding electrochemical performances in lithium-ion and lithium-metal battery systems. Our ultralight CC only exhibits ∼30% of the weight of 6 μm Cu foil, leading to a 5−10% improvement in cell-level gravimetric energy density without sacrificing volumetric energy density. Moreover, the simplicity and scalability of the chemical coating method make it a promising solution for the mass production of ultra-thin and lightweight current collectors.</div></div>","PeriodicalId":100489,"journal":{"name":"eScience","volume":"4 5","pages":"Article 100271"},"PeriodicalIF":42.9,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142224173","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Recent advances in flexible self-oscillating actuators 柔性自振荡致动器的最新进展

IF 42.9

eScience Pub Date : 2024-10-01 DOI: 10.1016/j.esci.2024.100250

引用次数: 0

Metal−support interaction in single-atom electrocatalysts: A perspective of metal oxide supports 单原子电催化剂中的金属-支撑相互作用：金属氧化物支持物的视角

IF 42.9

eScience Pub Date : 2024-10-01 DOI: 10.1016/j.esci.2024.100269

引用次数: 0