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Multi-model ensemble learning for battery state-of-health estimation:Recent advances and perspectives

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Journal of Energy Chemistry 2025年第1期100卷 739-759页

作者： Chuanping lin Jun Xu Delong Jiang Jiayang Hou Ying Liang Zhongyue Zou Xuesong Mei State Key Laboratory for Manufacturing Systems Engineering Xi'an Jiaotong University Shaanxi Key Laboratory of Intelligent Robots School of Mechanical Engineering Xi'an Jiaotong University Department of Electrical Engineering and Automation Luoyang Institute of Science and Technology School of Mechanical Engineering Hangzhou Dianzi University

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 ens

关键词： Contrastive Learning

Projective Hilbert modules and sequential approximations

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Science China Mathematics 2025年第1期 137-168页

作者： Lawrence G.Brown Huaxin lin Department of Mathematics Purdue University Department of Mathematics East China Normal University Department of Mathematics University of Oregon Shanghai Institute for Mathematics and Interdisciplinary Sciences

We show that when A is a separable C*-algebra,every countably generated Hilbert A-module is projective（with bounded module maps as morphisms）.We also study the approximate extensions of bounded module *** the case where A is a σ-unital simple C*-algebra with strict comparison,and every strictly positive lower semicontinuous affine function on quasitraces can be realized as the rank of an element in the Cuntz semigroup,we show that the Cuntz semigroup is equivalent to unitarily equivalent classes of countably generated Hilbert A-modules if and only if A has stable rank one.

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聚氨酯泡沫用阻燃型多元醇的研究进展

首都师范大学学报（自然科学版） 2022年第2期43卷 87-96页

作者：姜开森林晓琪陈维胜张芹芹青岛科技大学海洋科学与生物工程学院山东青岛266042

聚氨酯泡沫具有高强度、强吸震性和良好隔热保温效果等优点,但存在易燃的缺陷,可通过使用阻燃型多元醇增强其阻燃效果.本文概述了阻燃型聚氨酯泡沫的研究现状和阻燃机理,重点综述了卤系、磷系、氮系、磷-氮协同、硼系、生物质基及芳杂... 详细信息

聚氨酯泡沫具有高强度、强吸震性和良好隔热保温效果等优点,但存在易燃的缺陷,可通过使用阻燃型多元醇增强其阻燃效果.本文概述了阻燃型聚氨酯泡沫的研究现状和阻燃机理,重点综述了卤系、磷系、氮系、磷-氮协同、硼系、生物质基及芳杂环阻燃型多元醇的最新研究进展,为今后进一步提升聚氨酯泡沫阻燃性能指明研究方向:继续加强含磷阻燃型多元醇的研究;深入探索磷-氮协同阻燃机理,开发新型阻燃体系;利用生物质及含磷、氮阻燃化合物合成生物质基阻燃型多元醇,提高聚氨酯泡沫阻燃性能的同时,增强其生物降解性能,促进聚氨酯工业的可持续发展.

关键词：聚氨酯泡沫阻燃机理阻燃型多元醇磷-氮协同效应生物质

Impacts of Nutlin-3a and exercise on murine double minute 2-enriched glioma treatment

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Neural Regeneration Research 2025年第4期20卷 1135-1152页

作者： Yisheng Chen Zhongcheng Fan Zhiwen Luo Xueran Kang Renwen Wan Fangqi Li Weiwei lin Zhihua Han Beijie Qi Jinrong lin Yaying Sun Jiebin Huang Yuzhen Xu Shiyi Chen Department of Sport Medicine Huashan HospitalFudan UniversityShanghaiChina Department of Orthopedic Surgery Hainan Province Clinical Medical CenterHaikou Affiliated Hospital of Central South University Xiangya School of MedicineHaikouHainan ProvinceChina Department of Basic Medicine Shanghai Jiao Tong University School of MedicineShanghai Jiao Tong UniversityShanghaiChina Department of Neurosurgery Second Affiliated Hospital of Zhejiang University School of MedicineZhejiang UniversityHangzhouZhejiang ProvinceChina Department of Orthopedics Shanghai General HospitalSchool of Medicine Shanghai Jiao Tong UniversityShanghaiChina Department of Infectious Diseases Children’s Hospital of Fudan UniversityNational Children’s Medical CenterShanghaiChina Department of Rehabilitation The Second Affiliated Hospital of Shandong First Medical UniversityTaianShandong ProvinceChina

Recent research has demonstrated the impact of physical activity on the prognosis of glioma patients,with evidence suggesting exercise may reduce mortality risks and aid neural *** role of the small ubiquitin-like modifier(SUMO)protein,especially post-exercise,in cancer progression,is gaining attention,as are the potential anti-cancer effects of *** used machine learning to create the exercise and SUMO-related gene signature(ESLRS).This signature shows how physical activity might help improve the outlook for low-grade glioma and other *** demonstrated the prognostic and immunotherapeutic significance of ESLRS markers,specifically highlighting how murine double minute 2(MDM2),a component of the ESLRS,can be targeted by *** underscores the intricate relationship between natural compounds such as nutlin-3 and immune *** comprehensive CRISPR screening,we validated the effects of specific ESLRS genes on low-grade glioma *** also revealed insights into the effectiveness of Nutlin-3a as a potent MDM2 inhibitor through molecular docking and dynamic ***-3a inhibited glioma cell proliferation and activated the p53 *** efficacy decreased with MDM2 overexpression,and this was reversed by Nutlin-3a or *** using a low-grade glioma mouse model highlighted the effect of physical activity on oxidative stress and molecular pathway ***,both physical exercise and Nutlin-3a administration improved physical function in mice bearing tumors derived from MDM2-overexpressing *** results suggest the potential for Nutlin-3a,an MDM2 inhibitor,with physical exercise as a therapeutic approach for glioma *** research also supports the use of natural products for therapy and sheds light on the interaction of exercise,natural products,and immune regulation in cancer treatment.

关键词： exercise and SUMO-related gene signatures(ESLRS) glioblastoma management low-grade glioma natural bioactives neural regeneration physical exercise

“两炖一停”烘烤工艺烤烟蛋白酶活性及蛋白质含量的动态变化

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中国农学通报 2021年第9期37卷 137-141页

作者：潘洪龙庆祥林小淇刘婕艾复清贵州大学贵阳550025 贵州省烟草公司黔南州公司贵州黔南558000 贵州省烟草品质重点研究实验室贵阳550025

为研究"两炖一停"烘烤工艺烤烟蛋白酶活性和蛋白质含量动态变化与常规烘烤变化的差异,设置常规烘烤(对照)和"两炖一停"烘烤2种烘烤方式,研究烘烤过程烟叶的蛋白酶活性和蛋白质含量动态变化。2种烘烤方式烘烤过程中蛋白酶活性均呈升-降-... 详细信息

为研究"两炖一停"烘烤工艺烤烟蛋白酶活性和蛋白质含量动态变化与常规烘烤变化的差异,设置常规烘烤(对照)和"两炖一停"烘烤2种烘烤方式,研究烘烤过程烟叶的蛋白酶活性和蛋白质含量动态变化。2种烘烤方式烘烤过程中蛋白酶活性均呈升-降-升-降的"双峰曲线"变化规律,第一个峰值出现在变黄期,第二个峰值出现在定色期,以第一个峰值的酶活性更高;蛋白质含量呈下降趋势,在变黄期快速下降,定色期缓慢下降,干筋期变化不大,均以变黄期为蛋白质的主要降解时期,降解幅度均在80%以上。2种烘烤方式中"两炖一停"烘烤2个峰值的酶活性分别为208.5、199.26 U/mg,较对照高出19.46、30.63 U/mg,且峰值区间的酶活性平均值更高,持续时间更长,峰值出现也较对照晚;蛋白质降解以"两炖一停"烘烤的降解幅度更大,变黄期的降解幅度占总降解幅度的89.3%,较对照多8.5个百分点,烤后烟叶蛋白质含量也更低。可见,采用"两炖一停"烘烤的方式可提高烟叶蛋白酶的活性及持续时间,从而更利于蛋白质降解,减少烤后烟叶的蛋白质含量。

关键词：烤烟烘烤方式蛋白质蛋白酶动态变化

CaH2-promoted activity of Ni-carbonate interface for CO2 methanation

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Journal of Energy Chemistry 2025年第1期100卷 522-532页

作者： Jin-Peng Wang Guo-Cui Mao Hui-lin Jiang Bao-Xia Dong Yun-Lei Teng School of Chemistry and Chemical Engineering Yangzhou University

Transition metal-carbonate interfaces often act as active sites in heterogeneous catalytic *** interface between transition metal and metal carbonate exhibits a dynamic equilibrium during the CO2hydrogenation reaction,involving surface carbonate hydrogenation and ***,there have been few reports on engineering the activity of the interface between transition metal and alkaline earth metal carbonate for catalytic *** work demonstrated that the incorporation of CaH2in Ni/CaCO3enhances the CO2methanation activity of the *** CO2conversion for Ni/CaH2-CaCO3reached 68.5%at 400°C,which was much higher than that of the Ni/CaCO3（31.6%） and Ni/CaH2-CaO （42.4%） ***,the Ni/CaH2-CaCO3catalysts remained stable during the stability test for 24 h at 400°C and 8 *** research revealed that CaH2played a crucial role in promoting the activity of the Ni-carbonate interface for ***2could modify the electronic structure of Ni and tune the structural properties of CaCO3to generate medium basic sites （OH groups）,which are favorable for the activation of H2and ***-situ Fourier transform infrared spectroscopy （FTIR） analysis combined with density functional theory calculations demonstrated that CO2activation occurs at the hydroxyl group （OH） on the CaH2-modified Ni-carbonate surface,leading to the formation of CO3H****,our study has confirmed that CO2methanation over the Ni/CaH2-CaCO3catalysts proceeds via the formate pathway.

关键词： CO 2 methanation Metal hydride Ni catalysts Carbonate Metal-carbonate interface

Observation of acoustic hybrid topological phases induced by the p-d orbital interactions

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Science China(Physics,Mechanics & Astronomy) 2025年第1期Mechanics & Astronomy) .卷 132-139页

作者： Xiao Xiang Feng Gao Yu-Gui Peng Peng Wu Zong-lin Li Xue-Feng Zhu School of Physics and Innovation Institute Huazhong University of Science and Technology

In spinless systems,growing attention has recently been attracted to synthetic gauge fields,which redefine the fundamental crystal symmetries by utilizing the projective algebraic ***,synthetic gauge fields have been commonly investigated in single orbital systems,and explorations on hybrid orbitals remain elusive in ***,we report the experimental observation of hybrid topological phases induced by hybrid synthetic gauge flux,which is formed by the interaction between p and d orbitals embedded in acoustic *** breaking the translation symmetries of Lxand/or Ly,we unambiguously demonstrate the first-order M?bius edge states and higher-order corner *** work establishes a platform for seeking exotic topological phases induced by hybrid-orbitals interactions and initializing the framework of hybrid-orbitalsrelated topological *** applications can be anticipated in scenarios such as high-quality sensing and robust wave trapping due to the stepwise energy distribution of the hybrid topological phase.

关键词： topological insulator synthetic gauge field projective symmetry corner states

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成渝中线铁路双边供电牵引网接线方案研究

电气化铁道 2024年第5期35卷 1-5页

作者：许晓蓉何祥照袁勇林小奇中铁二院工程集团有限责任公司中国铁路成都局集团有限公司

成渝中线综合试验段作为CR450科技创新工程的示范应用线路,将开行CR450新型动车组。CR450动车组功率的提升对牵引供电系统供电能力提出了更高要求,因此《成渝中线高速铁路设计暂行规范》提出“条件允许时可采用双边供电方式”。本文分... 详细信息

成渝中线综合试验段作为CR450科技创新工程的示范应用线路,将开行CR450新型动车组。CR450动车组功率的提升对牵引供电系统供电能力提出了更高要求,因此《成渝中线高速铁路设计暂行规范》提出“条件允许时可采用双边供电方式”。本文分析了牵引供电系统双边供电方式下牵引网3种接线方案及运行方式,对比优缺点,明确了成渝中线双边供电牵引网接线方案,并就不同接线方案工程适应性提出建议。

关键词：成渝中线高速铁路双边供电接线方案运行方式

“Zero‑Strain” NiNb_(2)O_(6) Fibers for All‑Climate Lithium Storage

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Nano-Micro Letters 2025年第1期17卷 348-360页

作者： Yan Zhao Qiang Yuan Liting Yang Guisheng Liang Yifeng Cheng Limin Wu Chunfu lin Renchao Che College of Physics Donghua UniversityShanghai 201620People’s Republic of China School of Materials Science and Engineering Institute of Materials for Energy and EnvironmentQingdao UniversityQingdao 266071People’s Republic of China Laboratory of Advanced Materials Shanghai Key Laboratory of Molecular Catalysis and Innovative MaterialsAcademy for Engineering&TechnologyFudan UniversityShanghai 200438People’s Republic of China Zhejiang Laboratory Hangzhou 311100People’s Republic of China Inner Mongolia University Hohhot 010021People’s Republic of China

Niobates are promising all-climate Li^(+)-storage anode material due to their fast charge transport,large specific capacities,and resistance to electrolyte ***,their moderate unit-cellvolume expansion(generally 5%–10%)during Li^(+)storage causes unsatisfactory long-term ***,“zero-strain”NiNb_(2)O_(6) fibers are explored as a new anode material with comprehensively good electrochemical *** Li^(+)storage,the expansion of electrochemical inactive NiO_(6) octahedra almost fully offsets the shrinkage of active NbO_(6) octahedra through reversible O *** superior volume-accommodation capability of the NiO_(6) layers guarantees the“zero-strain”behavior of NiNb_(2)O_(6) in a broad temperature range(0.53%//0.51%//0.74%at 25//−10//60℃),leading to the excellent cyclability of the NiNb_(2)O_(6) fibers(92.8%//99.2%//91.1%capacity retention after 1000//2000//1000 cycles at 10C and 25//−10//60℃).This NiNb_(2)O_(6) material further exhibits a large reversible capacity(300//184//318 mAh g−1 at 0.1C and 25//−10//60℃)and outstanding rate performance(10 to 0.5C capacity percentage of 64.3%//50.0%//65.4%at 25//−10//60℃).Therefore,the NiNb_(2)O_(6) fibers are especially suitable for large-capacity,fast-charging,long-life,and all-climate lithium-ion batteries.

关键词： NiNb_(2)O_(6)porous fiber “Zero-strain”mechanism Electrochemical property Harsh-temperature operation Operando characterization