Progress in Natural Science: Materials International最新文献

筛选
英文 中文
Optimizing large optical contrast in Ge-Se-Te films via high-throughput method
IF 4.8 2区 材料科学
Progress in Natural Science: Materials International Pub Date : 2025-02-01 DOI: 10.1016/j.pnsc.2024.12.012
Qiqi Chen , Guoxiang Wang , Zijun Liu , Yixiao Gao , Chenjie Gu , Tiefeng Xu , Xiang Shen , Yimin Chen
{"title":"Optimizing large optical contrast in Ge-Se-Te films via high-throughput method","authors":"Qiqi Chen ,&nbsp;Guoxiang Wang ,&nbsp;Zijun Liu ,&nbsp;Yixiao Gao ,&nbsp;Chenjie Gu ,&nbsp;Tiefeng Xu ,&nbsp;Xiang Shen ,&nbsp;Yimin Chen","doi":"10.1016/j.pnsc.2024.12.012","DOIUrl":"10.1016/j.pnsc.2024.12.012","url":null,"abstract":"<div><div>Chalcogenide phase-change materials (PCMs) have attracted great attentions due to their potential applications in reconfigurable photonic devices. The Ge<sub>2</sub>Sb<sub>2</sub>Te<sub>5</sub> and GeTe PCMs exhibit significant difference in refractive index (Δ<em>n</em>) between amorphous and crystalline states, but they suffer from high optical loss. The binary Sb<sub>2</sub>S<sub>3</sub> and Sb<sub>2</sub>Se<sub>3</sub> PCMs, however, show low optical loss but small Δ<em>n</em>. This encourages us to develop the novel materials, which are desired to combine large Δ<em>n</em> and low optical loss. Instead of traditional trial-and-error screening method, we here used an efficient high-throughput method to optimize the PCMs’ candidates for reconfigurable photonic devices in Ge-Se-Te chalcogenides. The crystallization temperature and difference in optical bandgap were detected, and then the component of Ge<sub>25</sub>Se<sub>7</sub>Te<sub>68</sub>, which also exhibits ultralow optical loss of 1.2 ​× ​10<sup>−6</sup> (in amorphous state) and large Δ<em>n</em> of 1.32 ​at 1550 ​nm, was optimized. This Te-rich Ge-Se-Te film can be a candidate for the applications of programmable reconfigurable photonic circuits.</div></div>","PeriodicalId":20742,"journal":{"name":"Progress in Natural Science: Materials International","volume":"35 1","pages":"Pages 222-228"},"PeriodicalIF":4.8,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143488521","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dense carbon nanofiber self-supporting electrode fabricated by orientation/compaction strategy for high volumetric lithium storage capacity
IF 4.8 2区 材料科学
Progress in Natural Science: Materials International Pub Date : 2025-02-01 DOI: 10.1016/j.pnsc.2024.12.013
Haihui Liu , Chaoqun Chen , Qiang Xu , Yan Song , Xiangwu Zhang , Chang Ma
{"title":"Dense carbon nanofiber self-supporting electrode fabricated by orientation/compaction strategy for high volumetric lithium storage capacity","authors":"Haihui Liu ,&nbsp;Chaoqun Chen ,&nbsp;Qiang Xu ,&nbsp;Yan Song ,&nbsp;Xiangwu Zhang ,&nbsp;Chang Ma","doi":"10.1016/j.pnsc.2024.12.013","DOIUrl":"10.1016/j.pnsc.2024.12.013","url":null,"abstract":"<div><div>Low bulk density greatly restricts the large-scale application of electrospun carbon-based fiber membrane as electrode in energy storage devices. To solve the above challenges, herein an orientation-compaction densification strategy is proposed to enhance the bulk density and volumetric capacity of PAN-based carbon nanofiber membranes as self-supporting electrode used in lithium-ion batteries (LIBs). Specifically, highly-oriented fibers are achieved by high-speed roller collecting during electrospinning, and compaction densification is conducted by hot-pressing treatment. The effects of collecting speed and hot-pressing pressure on the morphology, conductivity, bulk density, tensile strength, and flexibility of the obtained carbon nanofiber membrane are investigated. Compared to conventional fiber membranes, of which fibers are disorderly stacked, the oriented fiber membrane is much easier to achieve dense stacking by compaction. The obtained dense carbon nanofiber membrane demonstrates a bulk density of 0.566 ​g ​cm<sup>−3</sup>, and shows a significantly-enhanced volumetric capacity (318.3 ​mA ​h cm<sup>−3</sup>), high-rate performance (86.6 ​mA ​h cm<sup>−3</sup> at 5 ​A ​g<sup>−1</sup>), and satisfactory cycling stability when used as self-supporting electrode of LIBs.</div></div>","PeriodicalId":20742,"journal":{"name":"Progress in Natural Science: Materials International","volume":"35 1","pages":"Pages 229-237"},"PeriodicalIF":4.8,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143488524","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Emerging organic carbonyl small molecules cathode materials in alkali-ion batteries: Principles, recent progresses, strategies and prospects
IF 4.8 2区 材料科学
Progress in Natural Science: Materials International Pub Date : 2025-02-01 DOI: 10.1016/j.pnsc.2024.10.008
Suping Chen , Xijun Xu , Tao Yang , Weizhen Fan , Jingwei Zhao , Yanping Huo
{"title":"Emerging organic carbonyl small molecules cathode materials in alkali-ion batteries: Principles, recent progresses, strategies and prospects","authors":"Suping Chen ,&nbsp;Xijun Xu ,&nbsp;Tao Yang ,&nbsp;Weizhen Fan ,&nbsp;Jingwei Zhao ,&nbsp;Yanping Huo","doi":"10.1016/j.pnsc.2024.10.008","DOIUrl":"10.1016/j.pnsc.2024.10.008","url":null,"abstract":"<div><div>Carbonyl small molecule compounds hold great potential as cathode materials for alkali-ion batteries (AIBs) due to their environmental friendliness, structural designability, and high theoretical capacity. However, it's practical application is hindered by intrinsic drawbacks, such as low electrical conductivity and high solubility in organic electrolytes. Additionally, most carbonyl small molecule cathodes can't be charged first in half-cells due to the absence of detachable Li<sup>+</sup>/Na<sup>+</sup>/K<sup>+</sup> ions, diminishing their appeal when assembled into full cells with alkali-free anodes. This review provides a detailed overview of carbonyl-contained small molecule cathode materials centered around oxygen, including their charge storage mechanisms, solutions to overcome their drawbacks, and the latest research advancements in AIBs. This review also summarizes the electrochemical performance of carbonyl small molecules as cathodes that have been assembled in batteries. Finally, the review outlines the prospects and directions for future research on carbonyl small molecule cathodes. It is hoped that this review will offer meaningful guidance for the development of carbonyl small-molecule cathode materials in AIBs.</div></div>","PeriodicalId":20742,"journal":{"name":"Progress in Natural Science: Materials International","volume":"35 1","pages":"Pages 31-50"},"PeriodicalIF":4.8,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143488565","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dimensional-noise-aware battery lifetime prediction via an EM-TLS framework
IF 4.8 2区 材料科学
Progress in Natural Science: Materials International Pub Date : 2025-02-01 DOI: 10.1016/j.pnsc.2024.11.009
Chenlong Yu , Ting Lu , Guohua Liu , Xiaoang Zhai , Wuyan Deng , Jiayu Wan , Yang Liu , Xin Li
{"title":"Dimensional-noise-aware battery lifetime prediction via an EM-TLS framework","authors":"Chenlong Yu ,&nbsp;Ting Lu ,&nbsp;Guohua Liu ,&nbsp;Xiaoang Zhai ,&nbsp;Wuyan Deng ,&nbsp;Jiayu Wan ,&nbsp;Yang Liu ,&nbsp;Xin Li","doi":"10.1016/j.pnsc.2024.11.009","DOIUrl":"10.1016/j.pnsc.2024.11.009","url":null,"abstract":"<div><div>Machine learning has been massively utilized to construct data-driven solutions for predicting the lifetime of rechargeable batteries in recent years, which project the physical measurements obtained during the early charging/discharging cycles to the remaining useful lifetime. While most existing techniques train the prediction model through minimizing the prediction error only, the errors associated with the physical measurements can also induce negative impact to the prediction accuracy. Although total-least-squares (TLS) regression has been applied to address this issue, it relies on the unrealistic assumption that the distributions of measurement errors on all input variables are equivalent, and cannot appropriately capture the practical characteristics of battery degradation. In order to tackle this challenge, this work intends to model the variations along different input dimensions, thereby improving the accuracy and robustness of battery lifetime prediction. In specific, we propose an innovative EM-TLS framework that enhances the TLS-based prediction to accommodate dimension-variate errors, while simultaneously investigating the distributions of them using expectation-maximization (EM). Experiments have been conducted to validate the proposed method based on the data of commercial Lithium-Ion batteries, where it reduces the prediction error by up to 29.9 ​% compared with conventional TLS. This demonstrates the immense potential of the proposed method for advancing the R&amp;D of rechargeable batteries.</div></div>","PeriodicalId":20742,"journal":{"name":"Progress in Natural Science: Materials International","volume":"35 1","pages":"Pages 146-155"},"PeriodicalIF":4.8,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143488515","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Advances in purification technologies and applications of high-purity quartz resources
IF 4.8 2区 材料科学
Progress in Natural Science: Materials International Pub Date : 2025-02-01 DOI: 10.1016/j.pnsc.2024.11.008
Min Liu , Guifang Wang , Fanyue Zhao , Wenfeng Li , Gan Zhu , Guangchuan Liang , Wei Jian , Libing Liao , Guocheng Lv
{"title":"Advances in purification technologies and applications of high-purity quartz resources","authors":"Min Liu ,&nbsp;Guifang Wang ,&nbsp;Fanyue Zhao ,&nbsp;Wenfeng Li ,&nbsp;Gan Zhu ,&nbsp;Guangchuan Liang ,&nbsp;Wei Jian ,&nbsp;Libing Liao ,&nbsp;Guocheng Lv","doi":"10.1016/j.pnsc.2024.11.008","DOIUrl":"10.1016/j.pnsc.2024.11.008","url":null,"abstract":"<div><div>Quartz is a critical non-metallic mineral resource, with high-purity quartz sand playing a pivotal role in advanced industries such as semiconductors, solar energy, electric light sources, and special glass. In particular, 4N8-grade quartz sand (99.998 ​% purity and above) is indispensable for producing quartz crucibles, which are essential for semiconductors and solar energy applications. However, the global supply of high-quality quartz raw materials is limited, posing a challenge to meet the growing industrial demand. Furthermore, different industrial products utilize varying physicochemical properties of quartz, leading to distinct requirements for quartz raw materials and purification processes. Herein, this paper presents a comprehensive review of high-purity quartz, focusing on purification technologies and their applications. The principles, process flows, advantages and disadvantages of various purification methods are examined, with particular emphasis on chemical and physical purification techniques. The effectiveness of these methods in achieving higher purity levels and reducing impurities is critically analyzed. Furthermore, future trends in purification technologies and their potential impact on the high-purity quartz industry are discussed, offering insights for future research and applications in this field.</div></div>","PeriodicalId":20742,"journal":{"name":"Progress in Natural Science: Materials International","volume":"35 1","pages":"Pages 51-64"},"PeriodicalIF":4.8,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143488487","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Three-dimensional Graphene/MnO2 nanowires foam for photothermal-enhanced visible-light photocatalytic degradation of refractory organic pollutants
IF 4.8 2区 材料科学
Progress in Natural Science: Materials International Pub Date : 2025-02-01 DOI: 10.1016/j.pnsc.2024.11.007
Kun Fan , HuHu Cheng , Qing Chen
{"title":"Three-dimensional Graphene/MnO2 nanowires foam for photothermal-enhanced visible-light photocatalytic degradation of refractory organic pollutants","authors":"Kun Fan ,&nbsp;HuHu Cheng ,&nbsp;Qing Chen","doi":"10.1016/j.pnsc.2024.11.007","DOIUrl":"10.1016/j.pnsc.2024.11.007","url":null,"abstract":"<div><div>With the rapid development of modern industry, stable organic dyes and antibiotics pollution in surface water have become emerging issues. In this study, a 3D reduced graphene oxide (rGO)/MnO<sub>2</sub> nanowires foam (3D rGO/MnO<sub>2</sub>) has been developed, demonstrating excellent photothermal-enhanced visible-light photocatalytic activity for the degradation of refractory organics. The interconnected graphene network and disturbed MnO<sub>2</sub> nanowires endow 3D rGO/MnO<sub>2</sub> high UV–Vis–NIR absorption and favorable mechanical stability. The surface temperature can be increased to be about 82 ​°C under one sunlight, which will increase the carrier density, promote transport and enhance the carrier mobility to improve the photocatalytic performance. The photocatalytic degradation rate of Methylene blue (MB) is as high as 92 ​% (5 ​mg/L) and the degradation rate of tetracycline hydrochloride (TC) is 75 ​% (5 ​mg/L). Different from the traditional photocatalyst of dispersed state, this foam-like and mechanical stable 3D rGO/MnO<sub>2</sub> could be moved from treated water to unpurified water treatment easily that could be favorable for the practical application.</div></div>","PeriodicalId":20742,"journal":{"name":"Progress in Natural Science: Materials International","volume":"35 1","pages":"Pages 129-136"},"PeriodicalIF":4.8,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143488513","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Insights into the role of the different supports in copper-based catalysts for propane combustion
IF 4.8 2区 材料科学
Progress in Natural Science: Materials International Pub Date : 2025-02-01 DOI: 10.1016/j.pnsc.2024.12.004
Yarong Fang , Shiqi Ma , Zhixin Yu , Chuanqi Pan , Shipeng Wan
{"title":"Insights into the role of the different supports in copper-based catalysts for propane combustion","authors":"Yarong Fang ,&nbsp;Shiqi Ma ,&nbsp;Zhixin Yu ,&nbsp;Chuanqi Pan ,&nbsp;Shipeng Wan","doi":"10.1016/j.pnsc.2024.12.004","DOIUrl":"10.1016/j.pnsc.2024.12.004","url":null,"abstract":"<div><div>The catalytic efficacy of copper-based catalysts for volatile organic compounds (VOCs) oxidation is significantly affected by the metal oxide support's chemical properties. However, rigorous comparative analyses on TiO<sub>2</sub> and CeO<sub>2</sub> supports are scarce. This study systematically constructs Cu/TiO<sub>2</sub> and Cu/CeO<sub>2</sub> catalysts and investigates their mechanisms in promoting propane oxidation. Cu/CeO<sub>2</sub> exhibits superior performance and stability. Our research reveals the key role of Cu-O-Ce interfacial architecture in forming Cu<sup>1</sup>⁺ sites for efficient propane adsorption and triggering surface O<sub>latt</sub> generation, accelerating propane combustion. These findings elucidate Cu/CeO<sub>2</sub> catalyst enhanced performance and offer insights into non-noble metal catalysts. By demonstrating CeO<sub>2</sub> catalyst superiority, this study provides a basis for selecting optimal support materials to optimize catalyst performance, driving the development of cost-effective and eco-friendly catalytic technologies for air pollution control.</div></div>","PeriodicalId":20742,"journal":{"name":"Progress in Natural Science: Materials International","volume":"35 1","pages":"Pages 187-193"},"PeriodicalIF":4.8,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143488519","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Microstructure and mechanical properties of nickel-based wrought superalloys under thermal-mechanical coupling: A review with Inconel 718, 625 as main cases
IF 4.8 2区 材料科学
Progress in Natural Science: Materials International Pub Date : 2025-02-01 DOI: 10.1016/j.pnsc.2024.12.001
Kai Cao , Jiangkun Fan , Xudong Liu , Jianing Zhang , Dian Jiao , Yuelin Song , Fulong Chen , Jun Wang , Bin Tang , Hongchao Kou , Jinshan Li
{"title":"Microstructure and mechanical properties of nickel-based wrought superalloys under thermal-mechanical coupling: A review with Inconel 718, 625 as main cases","authors":"Kai Cao ,&nbsp;Jiangkun Fan ,&nbsp;Xudong Liu ,&nbsp;Jianing Zhang ,&nbsp;Dian Jiao ,&nbsp;Yuelin Song ,&nbsp;Fulong Chen ,&nbsp;Jun Wang ,&nbsp;Bin Tang ,&nbsp;Hongchao Kou ,&nbsp;Jinshan Li","doi":"10.1016/j.pnsc.2024.12.001","DOIUrl":"10.1016/j.pnsc.2024.12.001","url":null,"abstract":"<div><div>The typical processing and in-service behaviors of nickel-based wrought superalloys involve complex thermal-mechanical coupling effects, including elastic and plastic deformations, phase transformations, and other microstructural evolutions, directly impacting the mechanical properties. This review article provides an in-depth discussion on the microstructural evolution of these superalloys under thermal-mechanical coupling, focusing on two key aspects: the thermoplastic deformation behavior, and the phase transformation behavior in temperature/stress coupled field. The dynamic recrystallization (DRX) behavior during hot deformation and its improvement strategies are discussed in detail. The differences in phase precipitation behavior under conventional heat treatment and thermal-mechanical coupling conditions are compared. The mechanisms driving changes in precipitate characteristics are explored, enabling precise control of precipitates. This article further investigates the intricate relationship between the mechanical properties of nickel-based wrought superalloys and the characteristics of their precipitates, offering guidance for current and future optimizations. It also delves into the latest research advancements in precisely tailoring the precipitates through thermal-mechanical coupling methods to optimize these mechanical properties. Finally, it outlines several promising future research directions in this field.</div></div>","PeriodicalId":20742,"journal":{"name":"Progress in Natural Science: Materials International","volume":"35 1","pages":"Pages 65-82"},"PeriodicalIF":4.8,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143488488","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Glass formation, structure, relaxation, and property of metal-organic framework (MOF) glasses: A review
IF 4.8 2区 材料科学
Progress in Natural Science: Materials International Pub Date : 2025-02-01 DOI: 10.1016/j.pnsc.2024.12.006
Di Xu , Chuanqi Pan
{"title":"Glass formation, structure, relaxation, and property of metal-organic framework (MOF) glasses: A review","authors":"Di Xu ,&nbsp;Chuanqi Pan","doi":"10.1016/j.pnsc.2024.12.006","DOIUrl":"10.1016/j.pnsc.2024.12.006","url":null,"abstract":"<div><div>Metal-organic framework (MOF) glasses have emerged as a novel fourth class of inorganic-organic hybrid glasses, separate from traditional inorganic, organic, and metallic glasses. They exhibit unique properties and hold significant potential for diverse applications. In this review, we provide a comprehensive summary of the systematic classification, glass-forming methods, structure, and relaxation. Additionally, we present an extensive examination of various properties such as mechanical features, optical characteristics, and thermal transport aspects; as well as applications encompassing gas absorption and separation, ion transport, catalysis, and phosphorescence. Notably, a focused examination of recently reported novel carboxylic MOF glasses, in conjunction with previously unaddressed studies on relaxation dynamics and thermodynamics, serves to emphasize the significant challenges encountered by MOF glasses while simultaneously highlighting promising opportunities.</div></div>","PeriodicalId":20742,"journal":{"name":"Progress in Natural Science: Materials International","volume":"35 1","pages":"Pages 98-121"},"PeriodicalIF":4.8,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143488490","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A facile data-driven battery capacity estimation framework for on-road plug-in hybrid electric vehicle
IF 4.8 2区 材料科学
Progress in Natural Science: Materials International Pub Date : 2025-02-01 DOI: 10.1016/j.pnsc.2024.11.012
Jianlu Li , Yanming Chen , Tongxing Lei , Jianguo Liu , Guizheng Liu , Zhaoyang Deng , Xuebiao Wu , Zhiyu Ding , Yinghe Zhang , Junwei Wu , Yanan Chen
{"title":"A facile data-driven battery capacity estimation framework for on-road plug-in hybrid electric vehicle","authors":"Jianlu Li ,&nbsp;Yanming Chen ,&nbsp;Tongxing Lei ,&nbsp;Jianguo Liu ,&nbsp;Guizheng Liu ,&nbsp;Zhaoyang Deng ,&nbsp;Xuebiao Wu ,&nbsp;Zhiyu Ding ,&nbsp;Yinghe Zhang ,&nbsp;Junwei Wu ,&nbsp;Yanan Chen","doi":"10.1016/j.pnsc.2024.11.012","DOIUrl":"10.1016/j.pnsc.2024.11.012","url":null,"abstract":"<div><div>A data-driven framework with strong generalization capabilities is proposed to effectively extract features and easily access battery capacity. This framework can make highly accurate predictions for the battery capacities of plug-in electric vehicles. The feature extraction process is entirely based on statistics, which are always available and can be generalized to various types of battery data. An improved ampere-hour integral method can easily access battery capacity with just short-charging segments lasting 500 ​s. Several machine-learning models are trained to verify the framework's effectiveness, with the best model achieving a test error of 0.84 ​% based on leave-one-out validation. SHAP values are used to provide a reasonable interpretation of the relationships between the constructed features and model outputs. The proposed framework offers advantages such as reduced computational resources, wide generalization, and high prediction accuracy, showing great potential for battery management.</div></div>","PeriodicalId":20742,"journal":{"name":"Progress in Natural Science: Materials International","volume":"35 1","pages":"Pages 166-176"},"PeriodicalIF":4.8,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143488517","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信