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Deep learning-driven detection of lithium-plating-type defects for battery manufacturing via formation and capacity grading data
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作者 Yunfeng Huang Hongchang Cai +8 位作者 xin lai Yuejiu Zheng Xuebing Han Dongsheng Ren Chaomin Yue Yuebo Yuan Mingwei Pu Quanwei Chen Minggao Ouyang 《Journal of Energy Chemistry》 2025年第9期536-549,I0014,共15页
Lithium-plating-type defects in lithium-ion batteries pose severe safety risks due to their potential to trigger thermal runaway.To prevent defective batteries from entering the market,developing in-line detection met... Lithium-plating-type defects in lithium-ion batteries pose severe safety risks due to their potential to trigger thermal runaway.To prevent defective batteries from entering the market,developing in-line detection methods during manufacturing is critical yet challenging.This study introduces a deep learning-based method for detecting lithium-plating-type defects using formation and capacity grading data,enabling accurate identification of defective batteries without additional equipment.First,lithiumplating-type defect batteries with various types and area ratios are fabricated.Formation and capacity grading data from 154 batteries(48 defective,106 normal)are collected to construct a dataset.Subsequently,a dual-task deep learning model is then developed,where the reconstruction task learns latent representations from the features,while the classification task identifies the defective batteries.Shapley value analysis further quantifies feature importance,revealing that defective batteries exhibit reduced coulombic efficiency(attributed to irreversible lithium loss)and elevated open-circuit voltage/K-values(linked to self-equalization effects).These findings align with the electrochemical mechanisms of lithium plating,enhancing the model's interpretability.Validated on statistically robust samples shows that the framework achieves a recall of 97.14%for defective batteries and an overall accuracy of 97.42%.This deep learning-driven solution provides a scalable and cost-effective quality control strategy for battery manufacturing. 展开更多
关键词 Lithium-ion batteries Manufacturing defect Lithium plating Detection method Deep learning
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Dynamic Compressive Behavior and Stress Wave Attenuation Characteristics of Ti-6Al-4V Lattice Structure
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作者 Shuai Zhang xin lai +3 位作者 Haiyan Niu Lisheng Liu Shifu Wang Jinyong Zhang 《Computer Modeling in Engineering & Sciences》 2025年第7期739-762,共24页
This study investigates the dynamic compressive behavior of three periodic lattice structures fabricated from Ti-6Al-4V titanium alloy,each with distinct topologies:simple cubic(SC),body-centered cubic(BCC),and face-c... This study investigates the dynamic compressive behavior of three periodic lattice structures fabricated from Ti-6Al-4V titanium alloy,each with distinct topologies:simple cubic(SC),body-centered cubic(BCC),and face-centered cubic(FCC).Dynamic compression experiments were conducted using a Split Hopkinson Pressure Bar(SHPB)system,complemented by high-speed imaging to capture real-time deformation and failure mechanisms under impact loading.The influence of cell topology,relative density,and strain rate on dynamic mechanical properties,failure behavior,and stress wave propagation was systematically examined.Finite element modeling was performed,and the simulated results showed good agreement with experimental data.The findings reveal that the dynamic mechanical properties of the lattice structures are generally insensitive to strain rate variations,while failure behavior is predominantly governed by structural configuration.The SC structure exhibited strut buckling and instability-induced fracture,whereas the BCC and FCC structures displayed layer-by-layer crushing with lower strain rate sensitivity.Regarding stress wave propagation,all structures demonstrated significant attenuation capabilities,with the BCC structure achieving the greatest reduction in transmitted wave amplitude and energy.Across all configurations,wave reflection was identified as the primary energy dissipation mechanism.These results provide critical insights into the design of lattice structures for impact mitigation and energy absorption applications. 展开更多
关键词 Lattice structure energy dissipation Split Hopkinson Pressure Bar dynamic mechanical behavior stress wave
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An Elastoplastic Fracture Model Based on Bond-Based Peridynamics
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作者 Liping Zu Yaxun Liu +3 位作者 Haoran Zhang Lisheng Liu xin lai Hai Mei 《Computer Modeling in Engineering & Sciences》 SCIE EI 2024年第9期2349-2371,共23页
Fracture in ductile materials often occurs in conjunction with plastic deformation.However,in the bond-based peridynamic(BB-PD)theory,the classic mechanical stress is not defined inherently.This makes it difficult to ... Fracture in ductile materials often occurs in conjunction with plastic deformation.However,in the bond-based peridynamic(BB-PD)theory,the classic mechanical stress is not defined inherently.This makes it difficult to describe plasticity directly using the classical plastic theory.To address the above issue,a unified bond-based peridynamics model was proposed as an effective tool to solve elastoplastic fracture problems.Compared to the existing models,the proposed model directly describes the elastoplastic theory at the bond level without the need for additional calculation means.The results obtained in the context of this model are shown to be consistent with FEM results in regard to force-displacement curves,displacement fields,stress fields,and plastic deformation regions.The model exhibits good capability of capturing crack propagation in ductile material failure problems. 展开更多
关键词 Ductile materials plastic deformation bond-based peridynamics isotropic hardening fracture analysis
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An Updated Lagrangian Particle Hydrodynamics (ULPH)-NOSBPD Coupling Approach forModeling Fluid-Structure Interaction Problem
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作者 Zhen Wang Junsong Xiong +3 位作者 Shaofan Li xin lai Xiang Liu Lisheng Liu 《Computer Modeling in Engineering & Sciences》 SCIE EI 2024年第10期491-523,共33页
A fluid-structure interaction approach is proposed in this paper based onNon-Ordinary State-Based Peridynamics(NOSB-PD)and Updated Lagrangian Particle Hydrodynamics(ULPH)to simulate the fluid-structure interaction pro... A fluid-structure interaction approach is proposed in this paper based onNon-Ordinary State-Based Peridynamics(NOSB-PD)and Updated Lagrangian Particle Hydrodynamics(ULPH)to simulate the fluid-structure interaction problem with large geometric deformation and material failure and solve the fluid-structure interaction problem of Newtonian fluid.In the coupled framework,the NOSB-PD theory describes the deformation and fracture of the solid material structure.ULPH is applied to describe the flow of Newtonian fluids due to its advantages in computational accuracy.The framework utilizes the advantages of NOSB-PD theory for solving discontinuous problems and ULPH theory for solving fluid problems,with good computational stability and robustness.A fluidstructure coupling algorithm using pressure as the transmission medium is established to deal with the fluidstructure interface.The dynamic model of solid structure and the PD-ULPH fluid-structure interaction model involving large deformation are verified by numerical simulations.The results agree with the analytical solution,the available experimental data,and other numerical results.Thus,the accuracy and effectiveness of the proposed method in solving the fluid-structure interaction problem are demonstrated.The fluid-structure interactionmodel based on ULPH and NOSB-PD established in this paper provides a new idea for the numerical solution of fluidstructure interaction and a promising approach for engineering design and experimental prediction. 展开更多
关键词 Fluid-structure interaction(FSI) updated lagrangian particle hydrodynamics PERIDYNAMICS meshfree method
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Updated Lagrangian Particle Hydrodynamics (ULPH)Modeling of Natural Convection Problems
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作者 Junsong Xiong Zhen Wang +3 位作者 Shaofan Li xin lai Lisheng Liu Xiang Liu 《Computer Modeling in Engineering & Sciences》 SCIE EI 2024年第10期151-169,共19页
Natural convection is a heat transfer mechanism driven by temperature or density differences,leading to fluid motion without external influence.It occurs in various natural and engineering phenomena,influencing heat t... Natural convection is a heat transfer mechanism driven by temperature or density differences,leading to fluid motion without external influence.It occurs in various natural and engineering phenomena,influencing heat transfer,climate,and fluid mixing in industrial processes.This work aims to use the Updated Lagrangian Particle Hydrodynamics(ULPH)theory to address natural convection problems.The Navier-Stokes equation is discretized using second-order nonlocal differential operators,allowing a direct solution of the Laplace operator for temperature in the energy equation.Various numerical simulations,including cases such as natural convection in square cavities and two concentric cylinders,were conducted to validate the reliability of the model.The results demonstrate that the proposed model exhibits excellent accuracy and performance,providing a promising and effective numerical approach for natural convection problems. 展开更多
关键词 Updated Lagrangian particle hydrodynamics(ULPH) natural convection meshless methods higher order Laplacian model
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非小细胞肺癌患者与健康对照组的脑皮层结构差异的回顾性研究 被引量:1
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作者 吴川 陈功 +7 位作者 董立 高明权 柳元 罗丽萍 赖昕 方曾怡 吴自飞 王卫东 《中国肿瘤临床》 CAS CSCD 北大核心 2021年第7期341-346,共6页
目的:分析非小细胞肺癌(non-small cell lung cancer,NSCLC)患者颅脑核磁共振影像学(magnetic resonance imaging,MRI)改变,并探讨其相关的影响因素,为患者的脑健康预防及保护提供依据。方法:选取2018年7月至2019年3月四川省肿瘤医院45... 目的:分析非小细胞肺癌(non-small cell lung cancer,NSCLC)患者颅脑核磁共振影像学(magnetic resonance imaging,MRI)改变,并探讨其相关的影响因素,为患者的脑健康预防及保护提供依据。方法:选取2018年7月至2019年3月四川省肿瘤医院45例初诊为NSCLC(癌症组)及39例健康对照组(正常组)颅脑MRI数据,利用Freesurfer软件对MRI数据进行基于大脑皮层表面形态学测量(surface-based morphometry,SBM)分析,统计对比癌症组与正常组的脑区变化,利用偏相关分析方法将血常规、血脂、肿瘤标志物与变化脑区行相关性分析。结果:与正常组相比,癌症组右脑中央后回及顶叶上回脑皮质体积明显萎缩(P<0.05),但其厚度、表面积、曲率、脑沟深度未见明显变化(P>0.05)。此外,癌症组神经元特异性烯醇化酶(neuron-specific enolase,NSE)水平明显高于正常组[(27.02±33.16)ng/mL vs.(7.8±3.85)ng/mL,P<0.05],相关性分析结果显示中央后回体积萎缩与NSE呈负相关(r=-0.268,P=0.039),血常规、血脂、癌胚抗原(carcinoembryonic antigen,CEA)与中央后回体积萎缩无明显相关性。结论:NSCLC可导致右脑中央后回及顶叶上回体积缩小,且中央后回体积缩小与NSE呈显著负相关,提示NSE可作为预测NSCLC相关脑损伤的潜在预测分子。 展开更多
关键词 肺癌 非小细胞肺癌 大脑皮层 癌症相关认知功能障碍
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Effects of neuregulin-1 on autonomic nervous system remodeling post-myocardial infarction in a rat model 被引量:9
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作者 xin lai Liang Zhong +7 位作者 Hai-xia Fu Song Dang xin Wang Ning Zhang Gao-ke Feng Zi-qiang Liu Xi Wang Long Wang 《Neural Regeneration Research》 SCIE CAS CSCD 2017年第11期1905-1910,共6页
Sympathetic nerve and vagus nerve remodeling play an important part in cardiac function post-myocardial infarction (MI). Increasing evidence indicates that neuregulin-1 (NRG-1) improves cardiac function following ... Sympathetic nerve and vagus nerve remodeling play an important part in cardiac function post-myocardial infarction (MI). Increasing evidence indicates that neuregulin-1 (NRG-1) improves cardiac function following heart failure. Since its impact on cardiac function and neural remodeling post-MI is poorly understood, we aimed to investigate the role of NRG-1 in autonomic nervous system remodeling post-MI. Forty-five Sprague-Dawley rats were equally randomized into three groups: sham (with the left anterior descending coronary artery exposed but without ligation), MI (left anterior descending coronary artery ligation), and MI plus NRG-1 (left anterior descending coronary artery ligation followed by intraperitoneal injection of NRG-1 (10 lag/kg, once daily for 7 days)). At 4 weeks after MI, echocardi- ography was used to detect the rat cardiac function by measuring the left ventricular end-systolic inner diameter, left ventricular diastolic diameter, left ventricular end-systolic volume, left ventricular end-diastolic volume, left ventricular ejection fraction, and left ventricular fractional shortening, mRNA and protein expression levels of tyrosine hydroxylase, growth associated protein-43 (neuronal specific pro- tein), nerve growth factor, choline acetyltransferase (vagus nerve marker), and vesicular acetylcholine transporter (cardiac vagal nerve fiber marker) in ischemic myocardia were detected by real-time PCR and western blot assay to assess autonomous nervous remodeling. After MI, the rat cardiac function deteriorated significantly, and it was significantly improved after NRG-1 injection. Compared with the MI group, mRNA and protein levels of tyrosine hydroxylase and growth associated protein-43, as well as choline acetyltransferase mRNA level significantly decreased in the MI plus NRG-1 group, while mRNA and protein levels of nerve growth factor and vesicular acetylcholine transporters, as well as choline acetyltransferase protein level slightly decreased. Our results indicate that NRG- 1 can improve cardiac function and regulate sympathetic and vagus nerve remodeling post-MI, thus reaching a new balance of the autonomic nervous system to protect the heart from injury. 展开更多
关键词 nerve remodeling myocardial infarction NEUREGULIN-1 sympathetic nerve vagus nerve animal model real-time PCR westernblot assay cardiac function ECHOCARDIOGRAPHY
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A Rate-Dependent Peridynamic Model for the Dynamic Behavior of Ceramic Materials 被引量:7
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作者 Bufan Chu Qiwen Liu +2 位作者 Lisheng Liu xin lai Hai Mei 《Computer Modeling in Engineering & Sciences》 SCIE EI 2020年第7期151-178,共28页
In this study,a new bond-based peridynamic model is proposed to describe the dynamic properties of ceramics under impact loading.Ceramic materials show pseudo-plastic behavior under certain compressive loadings with h... In this study,a new bond-based peridynamic model is proposed to describe the dynamic properties of ceramics under impact loading.Ceramic materials show pseudo-plastic behavior under certain compressive loadings with high strain-rate,while the characteristic brittleness of the material dominates when it is subjected to tensile loading.In this model,brittle response under tension,softening plasticity under compression and strain-rate effect of ceramics are considered,which makes it possible to accurately capture the overall dynamic process of ceramics.This enables the investigation of the fracture mechanism for ceramic materials,during ballistic impact,in more detail.Furthermore,a bond-force updating algorithm is introduced to perform the numerical simulation and solve the derived equations.The proposed model is then used to analyze the dynamic response of ceramics tiles under impact loading to assess its validity.The results of damage development in ceramic materials are calculated and compared with the experimental results.The simulation results are consistent with the experiments,which indicates that the proposed rate-dependent peridynamic model has the capability to describe damage propagation in ceramics with good accuracy.Finally,based on a comparison between simulation and experimental results,it can be concluded that the damage results are in better agreement with experimental results than non-ordinary state-based peridynamic method. 展开更多
关键词 PENETRATION CERAMIC PERIDYNAMICS rate-dependency CRACK
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Controllable synthesis of Tb-based metal-organic frameworks as an efficient fluorescent sensor for Cu^(2+)detection 被引量:4
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作者 Cheng-Li Dong Ming-Feng Li +6 位作者 Ting Yang Li Feng Ying-Wei Ai Zhang-Lei Ning Meng-Jiao Liu xin lai Dao-Jiang Gao 《Rare Metals》 SCIE EI CAS CSCD 2021年第2期505-512,共8页
A series of Tb-based metal-organic frameworks(Tb-MOFs)were successfully synthesized by a solvothermal method.The size and morphology of the as-obtained Tb-MOFs can be effectively controlled via regulating the experime... A series of Tb-based metal-organic frameworks(Tb-MOFs)were successfully synthesized by a solvothermal method.The size and morphology of the as-obtained Tb-MOFs can be effectively controlled via regulating the experimental conditions such as the volume fraction of DMF and the molar ratio of Tb^(3+)to NaOH.It is found that all the samples exhibit strong green emissions under ultraviolet excitation,corresponding to^(5)D_(4)→^(7)F_(J)transitions of Tb^(3+).Interestingly,Tb-MOFs displayed an efficient and distinct luminescence quenching by Cu^(2+)in aqueous solutions.The competitive fluorescence detection experiments indicate that these Tb-MOFs sensors can be used as a high selective and sensitive sensor of Cu^(2+)detection with the detection limit of 10μmol·L^(-1),which can be used as a promising fluorescence sensor for Cu^(2+)detection in daily life. 展开更多
关键词 Metal-organic frameworks Controllable synthesis LUMINESCENCE SENSOR DETECTION
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Detection and quantitative analysis of tumor-associated tertiary lymphoid structures 被引量:2
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作者 Man YANG Yurou CHE +9 位作者 Kezhen LI Zengyi FANG Simin LI Mei WANG Yiyao ZHANG Zhu XU Liping LUO Chuan WU xin lai Weidong WANG 《Journal of Zhejiang University-Science B(Biomedicine & Biotechnology)》 SCIE CAS CSCD 2023年第9期779-795,共17页
Tumor-associated tertiary lymphoid structures(TLSs)are ectopic lymphoid formations within tumor tissue,with mainly B and T cell populations forming the organic aggregates.The presence of TLSs in tumors has been strong... Tumor-associated tertiary lymphoid structures(TLSs)are ectopic lymphoid formations within tumor tissue,with mainly B and T cell populations forming the organic aggregates.The presence of TLSs in tumors has been strongly associated with patient responsiveness to immunotherapy regimens and improving tumor prognosis.Researchers have been motivated to actively explore TLSs due to their bright clinical application prospects.Various studies have attempted to decipher TLSs regarding their formation mechanism,structural composition,induction generation,predictive markers,and clinical utilization.Meanwhile,the scientific approaches to qualitative and quantitative descriptions are crucial for TLS studies.In terms of detection,hematoxylin and eosin(H&E),multiplex immunohistochemistry(mIHC),multiplex immunofluorescence(mIF),and 12-chemokine gene signature have been the top approved methods.However,no standard methods exist for the quantitative analysis of TLSs,such as absolute TLS count,analysis of TLS constituent cells,structural features,TLS spatial location,density,and maturity.This study reviews the latest research progress on TLS detection and quantification,proposes new directions for TLS assessment,and addresses issues for the quantitative application of TLSs in the clinic. 展开更多
关键词 Tertiary lymphoid structure Tumor microenvironment Chemokine signature Spatial omics Artificial intelligence Radiomics
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The establishment of Boron nitride@sodium alginate foam/polyethyleneglycol composite phase change materials with high thermal conductivity, shape stability, and reusability 被引量:2
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作者 Jianhui Zhou Guohao Du +3 位作者 Jianfeng Hu xin lai Shan Liu Zhengguo Zhang 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2023年第2期11-21,共11页
Adopting organic phase change materials(PCMs) for the management of electronic devices is restricted by low thermal conductivity. In this paper, the composite PCMs are established by freeze-drying and vacuum impregnat... Adopting organic phase change materials(PCMs) for the management of electronic devices is restricted by low thermal conductivity. In this paper, the composite PCMs are established by freeze-drying and vacuum impregnation. Herein, polyethylene glycol(PEG) is induced as heat storage materials, boron nitride(BN) is embedded as filler stacking in an orderly fashion on the foam walls to improve thermal conductivity and sodium alginate(SA) is formed as supporting material to keep the shape of the composite stable. X-ray diffractometry, scanning electron microscopy-energy dispersive spectrometer, thermal gravimetric analysis, thermal conductivity meter, differential scanning calorimeter, and Fourier transform infrared were used to characterize the samples and thermal cycles were employed to measure the shape stability. The results exhibit the BN@SA/PEG composite PCMs have good chemical compatibility, stable morphology, and thermal stability. Due to the high porosity of foam, PEG endows the composite PCMs with high latent heat(149.11 and 141.59 J·g^(-1)). Simultaneously, BN@SA/PEG shows an excellent heat performance with high thermal conductivity(0.99 W·m^(-1)·K^(-1)), reusability, and shape stability, contributing the composite PCMs to application in the energy storage field. This study provides a strategy to manufacture flexible, long-serving, and shape-stable PCMs via introducing BN@SA foam as a storage framework, and these PCMs have great potential in thermal management in the electronic field. 展开更多
关键词 Porous structure Boron nitride Organic phase change material Thermal conductivity Energy storage
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Design of a graphene oxide@melamine foam/polyaniline@erythritol composite phase change material for thermal energy storage 被引量:1
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作者 Jianhui Zhou xin lai +3 位作者 Jianfeng Hu Haijie Qi Shan Liu Zhengguo Zhang 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2023年第6期282-290,共9页
At present,only a single modification method is adopted to improve the shortcomings of erythritol(ET)as a phase change material(PCM).Compared with a single modification method,the synergistic effect of multiple modifi... At present,only a single modification method is adopted to improve the shortcomings of erythritol(ET)as a phase change material(PCM).Compared with a single modification method,the synergistic effect of multiple modification methods can endow ET with comprehensive performance to meet the purpose of package,supercooling reduction,and enhancement of thermal conductivity.In this work,we innovatively combine graphene oxide(GO)nanosheet modified melamine foam(MF)and polyaniline(PANI)to construct a novel ET-based PCM by blending and porous material adsorption modification.PANI as the nucleation center can enhance the crystallization rate,thereby reducing the supercooling of ET.Meanwhile,GO@MF foam can not only be used as a porous support material to encapsulate ET but also as a heat conduction reinforcement to improve heat storage and release rate.As a result,the supercooling of GO@MF/PANI@ET(GMPET)composite PCM decreases from 91.2℃ of pure ET to 57.9℃ and its thermal conductivity(1.58 W·m^(-1)·K^(-1))is about three times higher than that of pure ET(0.57 W·m^(-1)·K^(-1)).Moreover,after being placed at 140℃ for 2 h,there is almost no ET leakage in the GMPET composite PCM,and the mass loss ratio is less than 0.75%.In addition,the GMPET composite PCM displays a high melting enthalpy of about 259 J·g^(-1) and a high initial mass loss temperature of about 198℃.Even after the 200th cycling test,the phase transition temperature and the latent heat storage capacity of the GMPET PCM all remain stable.This work offers an effective and promising strategy to design ET-based composite PCM for the field of energy storage. 展开更多
关键词 Composites ENTHALPY Heat conduction NUCLEATION Phase change
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The analysis and improvements of pharmacist-led parenteral nutrition prescription review strategies 被引量:1
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作者 Yingqiu Tu Tiantian Xu +5 位作者 Hongwei Peng Zhangren Chen xin lai Qing Wan Decheng Pan Jie Zhang 《Journal of Chinese Pharmaceutical Sciences》 CAS CSCD 2022年第2期142-152,共11页
To improve the efficiency and correctness of the review,we aimed to continuously improve the review strategy of parenteral nutrition(PN)prescriptions.A calculation formula(CF)and an electronic prescription reviewing s... To improve the efficiency and correctness of the review,we aimed to continuously improve the review strategy of parenteral nutrition(PN)prescriptions.A calculation formula(CF)and an electronic prescription reviewing system(EPRS)were designed to improve efficiency.The improvements were divided into three periods:pre-improvement,improvement period-1(CF was used),and improvement period-2(EPRS-CF was used).A retrospective analysis for inpatients receiving PN support from January to May 2019,June to October 2019,and June to October 2020,was conducted to evaluate the defect and efficiency of the PN prescription review.Compared with the pre-improvement period,the efficiency of the PN prescription review in the CF period was improved.In addition,in the EPRS-CF period,the efficiency and correctness of the PN prescription review were remarkably increased(P<0.01).Moreover,through the verification of PN prescriptions in the EPRS-CF period,pharmacists improved the efficiency and correctness of the PN prescription review.Besides,the PDCA(plan-do-check-act)circulation method could help improve the PN reviewing process in the future. 展开更多
关键词 Prescription-reviewing pharmacists Parenteral nutrition Review strategies PDCA circulation methods
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Implementation of OpenMP Parallelization of Rate-Dependent Ceramic Peridynamic Model 被引量:1
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作者 Haoran Zhang Yaxun Liu +3 位作者 Lisheng Liu xin lai Qiwen Liu Hai Mei 《Computer Modeling in Engineering & Sciences》 SCIE EI 2022年第10期195-217,共23页
A rate-dependent peridynamic ceramic model,considering the brittle tensile response,compressive plastic softening and strain-rate dependence,can accurately represent the dynamic response and crack propagation of ceram... A rate-dependent peridynamic ceramic model,considering the brittle tensile response,compressive plastic softening and strain-rate dependence,can accurately represent the dynamic response and crack propagation of ceramic materials.However,it also considers the strain-rate dependence and damage accumulation caused by compressive plastic softening during the compression stage,requiring more computational resources for the bond force evaluation and damage evolution.Herein,the OpenMP parallel optimization of the rate-dependent peridynamic ceramicmodel is investigated.Also,themodules that compute the interactions betweenmaterial points and update damage index are vectorized and parallelized.Moreover,the numerical examples are carried out to simulate the dynamic response and fracture of the ceramic plate under normal impact.Furthermore,the speed-up ratio and computational efficiency by multi-threads are evaluated and discussed to demonstrate the reliability of parallelized programs.The results reveal that the totalwall clock time has been significantly reduced after optimization,showing the promise of parallelization process in terms of accuracy and stability. 展开更多
关键词 Ceramic penetration behavior rate-dependent peridynamic model OPENMP parallel computing
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Analyzing acetylene adsorption of metal-organic frameworks based on machine learning 被引量:1
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作者 Peisong Yang Gang Lu +3 位作者 Qingyuan Yang Lei Liu xin lai Duli Yu 《Green Energy & Environment》 SCIE EI CSCD 2022年第5期1062-1070,共9页
Metal-organic frameworks(MOFs) containing open metal sites are important materials for acetylene(C_(2)H_(2)) adsorption.However,it is inefficient or even impossible to search suitable MOFs by molecular simulation meth... Metal-organic frameworks(MOFs) containing open metal sites are important materials for acetylene(C_(2)H_(2)) adsorption.However,it is inefficient or even impossible to search suitable MOFs by molecular simulation method in nearly infinite MOFs space.Therefore,machine learning(ML) methods are adopted in the material screening and prediction of high-performance MOFs.In this paper,architecture,chemical and structural features are used to analyze the C_(2)H_(2) adsorption performance of the MOFs.Different ML algorithms are applied to perform classification and regression analysis to the factors affecting material adsorption.By decision tree(DT) algorithm,it is found that only PV,GSA,and Cu-OMS are sufficient to determine the high adsorption of the MOFs.Furthermore,the influence of topology on the performance of MOFs is obtained.Gradient Boosting Decision Tree(GBDT),Support Vector Machine(SVM),and Back Propagation Neural Network(BPNN),are introduced to analyze the quantitative structure-property relationship(QSPR) between C_(2)H_(2) adsorption and the features of MOFs.The prediction of the GBDT model is found to have the highest accuracy,with R~2 as 0.93 and RMSE as 11.58.In addition,the GBDT model is used for feature analysis,and the contribution of each feature to the performance is obtained,which is of great significance for the design and analysis of MOFs.The successful application of ML to MOFs screening greatly reduce the calculation time and provides important reference for the design and synthesis of new MOFs. 展开更多
关键词 ADSORPTION ACETYLENE INFINITE
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Effects of Transgenic Bt+CpTI Cotton Cultivation on Functional Diversity of Microbial Communities in Rhizosphere Soils 被引量:1
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作者 Hongmei LIU xin lai +2 位作者 Xiaolong SONG Haifang ZHANG Dianlin YANG 《Agricultural Biotechnology》 CAS 2013年第3期60-64,70,共6页
[Objective] This study aimed to investigation the effects of tranagenic Bt + CpTI cotton cultivation on functional diversity of microbial communities in rhizospbere soils. E Method] By using the Biolog method, a comp... [Objective] This study aimed to investigation the effects of tranagenic Bt + CpTI cotton cultivation on functional diversity of microbial communities in rhizospbere soils. E Method] By using the Biolog method, a comparative study was conducted on the utilization level of single carbon source by microbes in the rhi- zosphere soils of transgenic Bt + CpTI cotton sGK321 and its parental conventional cotton ' Shiyuan 321' at different growth stages. [ Result ] The results showed that, compared with the parental conventional cotton, the average well-color development (AWCD) value of micmhial communities in rhizospbere soils of transgenie Bt + CpTI cotton were significantly higher (P 〈 O. 05) at seedling stage and budding stage while significantly lower at flower and boll stage and bell opening stage. Shannon-Wiener diversity index (H) and Simpson dominance index (D) of microbial communities in rhlzesphere soils of transgenic cotton and conventional cotton varied with the different growth stages, whereas the Shannon-Wiener evenness index (E) showed no significant difference between transgenie cotton and convention- al cotton at four growth stages. Principal component analysis indicated that the patterns of carbon source utilization by microbial communities in rhizospbere soils were similar among transgenic cotton at seeding stage and flower and boll stage and parental conventional cotton at seeding stage and budding stage, which were also similar between tranagenic cotton at budding stage and parental conventional cotton at flower and boll stage. [ Conclusion] Analysis of different carbon sources indi- cated that the main carbon sources utilized by soil microbes were carbohydrates, amino acids, carboxylie acids and polymers. 展开更多
关键词 Transgenic Bt CpTI cotton Soil microbe Functional diversity BIOLOG Principal component analysis
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Research for length change of four seasons over China in recent 47 years 被引量:1
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作者 ZhenYan Yu GuangZhou Fan +3 位作者 Wei Hua DingWen Zhou xin lai Yaxing Liu 《Research in Cold and Arid Regions》 2011年第6期517-525,共9页
Using daily temperature data from 599 Chinese weather stations during 1961-2007, the length change trends of four seasons dur- ing the past 47 years were analyzed. Results show that throughout the region, four seasons... Using daily temperature data from 599 Chinese weather stations during 1961-2007, the length change trends of four seasons dur- ing the past 47 years were analyzed. Results show that throughout the region, four seasons' lengths are: spring becomes shorter (-0.8 d/10yrs), summer becomes longer (3.2 d/10yrs), autumn (-0.5 d/10yrs) and winter (-1.6 d/10yrs) becomes shorter. This trend is different in spatial distribution, namely it is very obvious in northern than southern China, and also remarkable in eastern than western China. Summer change is most obvious, but autumn has little change comparatively. This trend is highly obvious in North, East, Central and South China. In the Southwest starting in the 21st century, summer becomes longer and winter shortens. The trend in the Plateau region since the 1980s is that spring becomes longer and winter shortens. The average annual temperature increased during the past 47 years, and the change of the average annual temperature precedes seasons' length. Thus, the average annual temperature has a certain influence on the length change of seasons. 展开更多
关键词 four seasons' length standard for season classification seasonal change global warming climate trend coefficient
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Mitigating thermal runaway hazard of high-energy lithium-ion batteries by poison agent
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作者 xin lai Zheng Meng +9 位作者 Fangnan Zhang Yong Peng Weifeng Zhang Lei Sun Li Wang Fei Gao Jie Sheng Shufa Su Yuejiu Zheng Xuning Feng 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2023年第8期3-15,I0002,共14页
Lithium-ion batteries with high-energy density are extensively commercialized in long-range electric vehicles. However, they are poor in thermal stability and pose fire or explosion, which has attracted the global att... Lithium-ion batteries with high-energy density are extensively commercialized in long-range electric vehicles. However, they are poor in thermal stability and pose fire or explosion, which has attracted the global attention. This study describes a new route to mitigate the battery thermal runaway(TR) hazard by poison agents. First, the self-destructive cell is built using the embedded poison layer. Then, the poisoning mechanism and paths are experimentally investigated at the material, electrode, and cell levels. Finally, the proposed route is verified by TR tests. The results show the TR hazard can be significantly reduced in the self-destructive cell based on a new reaction sequence regulation. Specifically, the maximum temperature of the self-destructive cell is more than 300℃ lower than that of the normal cell during TR. The drop in maximum temperature can reduce total heat release and the probability of TR propagation in the battery system, significantly improving battery safety. 展开更多
关键词 Energystorage LITHIUM-IONBATTERIES Thermal runaway Self-poison Chemical reactions
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A novel three-component hybrid-integrated optical accelerometer based on a Mach-Zehnder interferometer with a LiNbO_3 photoelastic waveguide
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作者 Dong-lin TANG Xiao-dong ZHANG +3 位作者 Guang-hui ZHAO Zhi-yong DAI xin lai Feng GUO 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2009年第4期595-600,共6页
An investigation of the properties ofa LiNbO3 photoelastic waveguide via the acceleration-induced effect is presented. A novel three-component hybrid-integrated optical accelerometer based on a Mach-Zehnder interferom... An investigation of the properties ofa LiNbO3 photoelastic waveguide via the acceleration-induced effect is presented. A novel three-component hybrid-integrated optical accelerometer based on a Mach-Zehnder interferometer with a LiNbO3 photoelastic waveguide has been designed, which is capable of detecting seismic acceleration in high-accuracy seismic exploration. The Mach-Zehnder interferometer was successfully fabricated and a lighting test used to check its quality. The frequency response characteristic of the accelerometer was measured2 The accelerometer with a resonant frequency of 3549 Hz was demonstrated to show good linear frequency responding characteristics in the range of 100-3000 Hz. The accelerometer also shows good stability and consistency. Experimental results indicate that the outputs of the on- and cross-axis are 147 and 21.3 mV, respectively. 展开更多
关键词 Integrated optics ACCELEROMETER Photoelastic waveguide Mach-Zehnder interferometer (MZI)
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Peridynamic Modeling of Brittle Fracture in Mindlin-Reissner Shell Theory
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作者 Sai Li xin lai Lisheng Liu 《Computer Modeling in Engineering & Sciences》 SCIE EI 2022年第5期715-746,共32页
In this work,wemodeled the brittle fracture of shell structure in the framework of Peridynamics Mindlin-Reissener shell theory,in which the shell is described by material points in themean-plane with its drilling rota... In this work,wemodeled the brittle fracture of shell structure in the framework of Peridynamics Mindlin-Reissener shell theory,in which the shell is described by material points in themean-plane with its drilling rotation neglected in kinematic assumption.To improve the numerical accuracy,the stress-point method is utilized to eliminate the numerical instability induced by the zero-energy mode and rank-deficiency.The crack surface is represented explicitly by stress points,and a novel general crack criterion is proposed based on that.Instead of the critical stretch used in common peridynamic solid,it is convenient to describe thematerial failure by using the classic constitutive model in continuum mechanics.In this work,a concise crack simulation algorithm is also provided to describe the crack path and its development,in order to simulate the brittle fracture of the shell structure.Numerical examples are presented to validate and demonstrate our proposed model.Results reveal that our model has good accuracy and capability to represent crack propagation and branch spontaneously. 展开更多
关键词 Peridynamic brittle fracture Reissner-Mindlin shell theory
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