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基于Enhanced Transformer的铁路客运站节假日客流预测研究
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作者 朱友蓉 李得伟 +2 位作者 李涛 吴迪 李华 《铁道经济研究》 2026年第1期97-108,共12页
节假日作为居民集中出行的高峰期,其客流特征直接关系到铁路运营的安全、运力配置效率和服务质量。节假日期间的铁路客流呈现出与日常显著不同的特殊性,主要表现为长距离出行需求剧增、旅游流与探亲流高度叠加,以及客流分布的时空不均衡... 节假日作为居民集中出行的高峰期,其客流特征直接关系到铁路运营的安全、运力配置效率和服务质量。节假日期间的铁路客流呈现出与日常显著不同的特殊性,主要表现为长距离出行需求剧增、旅游流与探亲流高度叠加,以及客流分布的时空不均衡性,为铁路运营管理带来了挑战。一是客流需求的突增,热门线路和高峰时段的运输能力趋于饱和,传统时间序列模型难以捕捉这种剧烈的非平稳波动;二是预售数据不完整性,旅客购票行为贯穿整个预售期,不同时间点获取的预售数据反映的未来客流信息是动态变化的;三是客流受时间、节假日效应、列车运行安排等多种因素共同影响,这些特征之间存在复杂的非线性耦合关系。为解决上述问题,提出一种基于Enhanced Transformer的铁路客运站节假日客流预测模型。在特征工程方面,主要从时间特征、节假日特征和运营特征3个维度构建了多源特征体系:时间特征包括预售提前量和小时周期编码,用于捕捉旅客出行决策行为和一天内客流的规律性波动;节假日特征涵盖周末指示、节假日标记、节前高峰和节假日周末叠加效应,用于精确捕捉节假日期间客流模式的突变特征;运营特征则提取了每小时上下行列车班次数,反映车站的实时运力供给情况。通过多头自注意力机制,模型能够在不同的表示子空间中并行学习这些多源特征间的复杂交互模式,实现对客流驱动因素的深度理解。创新性地将动态变化的预售数据作为关键输入特征,结合模型的时序信息处理能力,实现对未来客流的滚动预测,突破传统方法在处理预售期动态性上的局限,通过选取苏州地区4个核心铁路客站(苏州北站、苏州站、苏州新区站、苏州园区站)在2025年春节期间的客流数据进行案例分析。实验结果表明,Enhanced Transformer模型对于苏州北站和苏州站等客流规模大的枢纽站,预测准确率可达84.06%,证明了模型在处理高流量、高波动性时间序列数据时的有效性。与Transformer,XGBoost,LSTM,Bi-LSTM的4种基准模型的对比实验显示,Enhanced Transformer在MSE,RMSE,MAE和准确率等所有评估指标上均全面优于其他模型。相较于标准Transformer模型,其预测准确率提升了约6.29%~6.89%;相较于LSTM,准确率提升约3.4%。这些性能提升归因于模型在长序列依赖捕捉、非平稳数据适应和多源特征交互方面的结构优势,为铁路管理部门提供了有力的技术支持,有助于实现节假日期间运力的精准配置、提升旅客服务质量和保障运营安全。 展开更多
关键词 铁路客流预测 节假日 enhanced Transformer 动态预售数据获取时间 时间序列预测 多源特征 注意力机制 铁路运营
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The h-restricted connectivity of enhanced hypercubes
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作者 Asiya Mijit Elkin Vumar 《纯粹数学与应用数学》 2026年第1期86-103,共18页
Let G=(V,E)be a connected graph.For an integer h≥0,a subset F■V(G)(resp.F■E(G))of G,if any,is called an h-restricted vertex cut(resp.h-restricted edge cut)of G,if G-F is disconnected and every vertex in G-F has at ... Let G=(V,E)be a connected graph.For an integer h≥0,a subset F■V(G)(resp.F■E(G))of G,if any,is called an h-restricted vertex cut(resp.h-restricted edge cut)of G,if G-F is disconnected and every vertex in G-F has at least h neighbors.The cardinality of a minimum h-restricted vertex-cut(resp.h-restricted edge cut)of G is the h-restricted connectivity(resp.h-restricted edge connectivity)of G,and denoted by κ^(h)(G)(resp.λ^(h)(G)).The enhanced hypercube Q_(n,κ)(1≤k≤n)is a variant of the hypercube Q_(n).In this paper,we consider the h-restricted connectivity of Q_(n,κ) for 2≤k≤n-1.Our main results are as follows:(1)κ^(h)(Q_(n,κ))=2^(h)(n-h+1)for 4≤k≤n-1 and 0≤h≤n-3,λ^(h)(Q_(n,κ))=2^(h)(n-h+1)for 2≤k≤n-1 and 0≤h≤n-2.(2)κ^(h)(Q_(n,3))=2^(h-1)(n-h+1)for n≥5 and 4≤h≤n-1,κ^(h)(Q_(n,2))=2^(h-1)(n-h+1)for n≥4 and 3≤h≤n-1.(3)κ^(3)(Q_(n,3))=6n-16 for n≥5,κ^(2)(Q_(n,3))=4n-8 for n≥4 and κ^(2)(Q_(n,2))=3n-5 for n≥3,κ^(1)(Q_(n,3))=2n and κ^(3)(Q_(n,2))=2n-2 for n≥3. 展开更多
关键词 GRAPH enhanced HYPERCUBE CONNECTIVITY h-restricted CONNECTIVITY
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Metabolomic-transcriptomic analysis unravels flavonoids accumulation mechanism in‘Tainong 1’mango pulp under enhanced UV-B radiation
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作者 Ling Wei Jiabing Jiao +6 位作者 Shaopu Shi Yijia Gao Chenyu Jiang Yu Wang Hassam Tahir Muhammad Sajjad Kaibing Zhou 《Horticultural Plant Journal》 2026年第3期624-638,共15页
Mango(Mangifera indica L.)is one of the main economic crops in Hainan,China,prized for its distinctive flavor and high nutritional value.It is also rich in health-promoting antioxidants such as vitamin C and flavonoid... Mango(Mangifera indica L.)is one of the main economic crops in Hainan,China,prized for its distinctive flavor and high nutritional value.It is also rich in health-promoting antioxidants such as vitamin C and flavonoids.Enhanced ultraviolet-B(UV—B)radiation,a growing global environmental concern,alters plant antioxidant systems,with increased flavonoid accumulation as a common adaptive response.However,its effects on mango fruit remain largely unexplored.To investigate the antioxidant responses of mango to enhanced UV-B radiation and identify key responsive flavonoid compounds and regulatory genes,we exposed‘Tainong 1’mango fruits growing under natural light to 96 kJ·m^(-2)·d^(-1)of UV-B radiation to simulate high UV-B conditions.Treated fruits were smaller in size and had a pulp of a more intense yellow colour.Further,malondialdehyde content in treated fruits was higher during the phase of rapid fruit enlargement.Additionally,treated fruits showed increased sugar-acid ratios,total phenol,total flavonoid,carotenoid,and ascorbic acid contents.Furthermore,they showed significantly enhanced antioxidant activity,as measured by the FRAP,ABTS,and DPPH assays.Extensive targeted metabolomic-analysis identified flavonoids as the largest category of compounds differentially expressed in treated and control groups.Quantitative metabolomics of flavonoids identified hyperoside,quercimeritrin,and(-)-catechin gallate as the key flavonoid metabolites responsive to UV-B treatment.Transcriptome analysis revealed an enrichment of the flavonoid biosynthesis pathway,with most associated differentially expressed genes showing upregulation.Furthermore,qRT-PCR analysis confirmed that the expression of the genes MiCHS7,MiCHI1,MiCHI2,MiFLS,MiF3H2,and MiF3H3 correlated with changes in key flavonoid metabolites.Indeed,correlation analysis indicated that MiCHS7,MiCHI1,MiFLS,and MiF3H3 are potential key genes involved in flavonoid accumulation under UV-B treatment.Thus,our study provides a theoretical basis for breeding for new resilient varieties and developing UV-B-resistant mango cultivation techniques. 展开更多
关键词 enhanced UV-B MANGO Fruit pulp Oxidative damage FLAVONOIDS Antioxidant activity Multi-omics analysis
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Enhanced flotation separation of bastnaesite and monazite by suspension roasting:A study of flotation performance and mechanisms
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作者 Linghui Zhang Wenbo Li +4 位作者 Shaokai Cheng Xiaolong Zhang Junyan Sun Rui Qu Maoyuan Wang 《Journal of Rare Earths》 2026年第3期957-968,I0007,共13页
Bayan Obo rare earth mine is the largest light rare earth resource worldwide,primarily extracts rare earth elements(REEs)from mixed RE concentrates with bastnaesite and monazite.Nevertheless,the adoption of the concen... Bayan Obo rare earth mine is the largest light rare earth resource worldwide,primarily extracts rare earth elements(REEs)from mixed RE concentrates with bastnaesite and monazite.Nevertheless,the adoption of the concentrated sulfuric acid roasting metallurgical process has resulted in damage to the environment.Therefore,this paper adopted the method of selective mineral phase transformation(MPT)followed by enhanced micro-flotation.By determining the optimal MPT co nditions,the flotation recovery of bastnaesite-roasted products by the collector(phthalic acid,PA)is improved,and the enhanced separation of bastnaesite with monazite is realized.The results show that with the increase of roasting temperature and time,the bastnaesite decomposition product is CeOF and monazite does not change significantly.Subsequent micro-flotation exhibits a gradual decline in the PA consumption of bastnaesiteroasted products,while the flotation recovery of monazite-roasted products remains poor.The artificial mixed ore experiments result in a CeOF foam product with a content of 94.14%and a recovery of 85.80%,and a monazite tank product with a content of 73.53%and a recovery of 87.87%.Compared with the preroasting ore,the surface and interior of bastnaesite-roasted products develop numerous cracks and porosities,and no obvious structural damage is observed in monazite-roasted particles.As the roasting temperature increases,the mineral particles undergo recrystallization or closure,reducing the specific surface area of bastnaesite-roasted products and enhancing hydrophobicity,leading to diminished PA consumption.Fourier transform infrared and other flotation-relation tests show that PA is chemisorbed on the surface of CeOF.The MPT conditions are optimized in this study,which provides a reference for further advancing the efficient separation of bastnaesite and monazite. 展开更多
关键词 Rare earths BASTNAESITE MONAZITE Mineral phase transformation enhanced flotation separation MECHANISMS
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Effect of fluoride roasting on copper species transformation on chrysocolla surfaces and its role in enhanced sulfidation flotation
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作者 Yingqiang Ma Xin Huang +5 位作者 Yafeng Fu Zhenguo Song Sen Luo Shuanglin Zheng Feng Rao Wanzhong Yin 《International Journal of Minerals,Metallurgy and Materials》 2026年第1期165-176,共12页
It is difficult to recover chrysocolla from sulfidation flotation which is closely related to the mineral surface composition.In this study,the effects of fluoride roasting on the surface composition of chrysocolla we... It is difficult to recover chrysocolla from sulfidation flotation which is closely related to the mineral surface composition.In this study,the effects of fluoride roasting on the surface composition of chrysocolla were investigated,its impact on sulfidation flotation was explored,and the mechanisms involved in both fluoride roasting and sulfidation flotation were discussed.With CaF_(2)as the roasting reagent,Na_(2)S·9H_(2)O as the sulfidation reagent,and sodium butyl xanthate(NaBX)as the collector,the results of the flotation experiments showed that fluoride roasting improved the floatability of chrysocolla,and the recovery rate increased from 16.87%to 82.74%.X-ray diffraction analysis revealed that after fluoride roasting,approximately all the Cu on the chrysocolla surface was exposed in the form of CuO,which could provide a basis for subsequent sulfidation flotation.The microscopy and elemental analyses revealed that large quantities of"pagoda-like"grains were observed on the sulfidation surface of the fluoride-roasted chrysocolla,indicating high crystallinity particles of copper sulfide.This suggests that the effect of sulfide formation on the chrysocolla surface was more pronounced.X-ray photoelectron spectroscopy revealed that fluoride roasting increased the relative contents of sulfur and copper on the surface and that both the Cu~+and polysulfide fractions on the surface of the minerals increased.This enhances the effect of sulfidation,which is conducive to flotation recovery.Therefore,fluoride roasting improved the effect of copper species transformation and sulfidation on the surface of chysocolla,promoted the adsorption of collectors,and improved the recovery of chrysocolla from sulfidation flotation. 展开更多
关键词 sulfidation flotation CHRYSOCOLLA fluoride roasting copper species transformation enhanced sulfidation
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Comment on:Patient experiences with laparoscopic incisions under enhanced recovery after surgery protocols
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作者 Haseeb Safdar Ali 《Laparoscopic, Endoscopic and Robotic Surgery》 2026年第1期56-57,共2页
We found the qualitative study by Xu et al.on how patients feel about laparoscopic incisions under enhanced recovery after surgery(ERAS)protocols to be very interesting.1 Xu et al.carried out a qualitative study on pa... We found the qualitative study by Xu et al.on how patients feel about laparoscopic incisions under enhanced recovery after surgery(ERAS)protocols to be very interesting.1 Xu et al.carried out a qualitative study on patient experience with laparoscopic incisions under an ERAS protocol to highlight the problem of psychosocial and aesthetic concerns,which are often overlooked when planning surgical operations.This study,which involved semistructured interviews with sixteen people,aimed to narrow perioperative education and the decision-making process for incision site selection,thus making the processes more focused on patient priorities.The study is based on a timely but under-researched subject area;however,it is possible to outline four possible areas of improvement that would allow the study to be more transparent and,at the same time,more applicable to clinical practice. 展开更多
关键词 laparoscopic incisions patient experience qualitative study narrow perioperative ed enhanced recovery surgery ERAS psychosocial concerns semistructured interviews
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The enhanced role of formic acid on sulfuric acid-ammonia-driven nucleation in forest regions and polluted city areas
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作者 Shasha Chen Rongrong Li +6 位作者 Chengyan Zhang Shuqin Wei Rui Wang Biwu Chu Xiaomeng Zhang Hao Li Tianlei Zhang 《Journal of Environmental Sciences》 2026年第2期621-628,共8页
Formic acid(FA)is particularly prominent for its ubiquity and structural simplicity among atmospheric organic acids,and exerts a significant influence on atmospheric acidity.However,the potential contribution of FA to... Formic acid(FA)is particularly prominent for its ubiquity and structural simplicity among atmospheric organic acids,and exerts a significant influence on atmospheric acidity.However,the potential contribution of FA to the primary stage of new particle formation(NPF)remains unclear.Herein,molecular dynamics(MD),density functional theory(DFT)and the atmospheric cluster dynamics code(ACDC)model have been utilized to evaluate the mechanism of FA participation in atmospheric SA(sulfuric acid)-A(ammonia)clusters.The MD simulations qualitatively suggest that FA can aggregate with SA and A to form larger clusters,and the aggregation time of the largest clusters decreases as the temperature decreases.The DFT and ACDC findings indicate that the ternary SA-A-FA system is thermodynamically more stable at low temperatures(238.15 K).Simultaneously,in regions with low temperatures,high[FA](10^(11)molecules/cm3),low[SA](106 molecules/cm3)and high[A](10^(11)molecules/cm^(3)),FA significantly enhances SA-A cluster formation rates.The low-temperature NPF mechanism implies that FA could facilitate the growth of pure SA-A clusters via a“catalytic”mechanism and play an integral role in the genesis of critical clusters as a“participant”.This dual role differs from the“catalytic”role exhibited by malonic and glycolic acids in our previous studies.This discovery could help identify the sources of unexplained NPFs in regions with high FA concentrations,such as densely forested areas with abundant vegetation,regions affected by biomass burning,or periods with elevated vehicle exhaust emissions and the release of volatile organic compounds like isoprene and terpenoids. 展开更多
关键词 New particle formation Aggregation trend Formation rate enhanced strength Nucleation mechanism
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Enhanced recovery after surgery-based recovery room nursing improves perioperative safety in gastrointestinal tumor surgery
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作者 Wan-Qi Zhong Su Wu +6 位作者 Ru-Xin Jiang Shao-Ru Chen Dan-Yang Li Jun Zhou Jiang-Xia Wu Ruo-Jing Zeng Hui Zhi 《World Journal of Gastrointestinal Oncology》 2026年第1期211-220,共10页
BACKGROUND Gastrointestinal(GI)tumors are among the most prevalent malignancies,and surgical intervention remains a primary treatment modality.However,the complexity of GI surgery often leads to prolonged recovery and... BACKGROUND Gastrointestinal(GI)tumors are among the most prevalent malignancies,and surgical intervention remains a primary treatment modality.However,the complexity of GI surgery often leads to prolonged recovery and high postoperative complication rates,which threaten patient safety and functional outcomes.Enhanced recovery after surgery(ERAS)principles have been shown to improve perioperative outcomes through evidence-based,multidisciplinary care pathways.Despite its widespread adoption,there is a paucity of research focusing specifically on optimizing ERAS-guided nursing processes in the post-anesthesia care unit(PACU)and evaluating its impact on perioperative safety in patients undergoing GI tumor surgery.This study aimed to investigate whether an ERASbased PACU nursing protocol could enhance recovery,reduce complications,and improve patient safety in this surgical population.AIM To explore the impact of optimizing the recovery room nursing process based on ERAS on the perioperative safety of patients with GI tumors.METHODS A total of 260 patients with GI tumors who underwent elective surgeries under general anesthesia in our hospital from August 2023 to August 2025 and were then observed in the recovery unit(PACU)were selected.They were randomly divided into the observation group(the PACU nursing process was optimized based on ERAS)and the control group(the conventional PACU nursing process was adopted)by the random number grouping method,with 130 cases in each group.The time of gastric tube removal,urinary catheter removal,defecation time,hospital stay,time of leaving the room after tube removal,retention time in the recovery room,occurrence of complications,satisfaction and readmission rate were compared between the two groups after entering the room.Compare the occurrence of adverse events in the PACU nursing process between the two groups.RESULTS The time of gastric tube removal,urinary catheter removal,defecation time,hospital stay,retention time in the recovery room,total incidence of complications and readmission rate in the observation group were significantly lower than those in the control group,and the satisfaction rate was higher than that in the control group(P<0.05).The occurrence of adverse events in the PACU nursing process in the observation group was lower than that in the control group(P<0.05).CONCLUSION Optimizing the PACU nursing process based on ERAS can effectively accelerate the recovery process of patients undergoing GI tumor surgery,reduce adverse events,improve nursing satisfaction,and at the same time,lower the incidence of adverse events in the PACU nursing process,providing a more refined management basis for clinical practice. 展开更多
关键词 enhanced recovery after surgery Recovery room NURSING Gastrointestinal tumors Perioperative period
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Geomodelling of multi-scenario non-stationary reservoirs with enhanced GANSim
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作者 SONG Suihong MUKERJI Tapan +2 位作者 SCHEIDT Celine ALQASSAB Hisham M FENG Man 《Petroleum Exploration and Development》 2026年第1期205-220,共16页
GANSim is a generative adversarial networks(GANs)-based geomodelling framework with direct conditioning capabilities.To extend GANSim for geomodelling of multi-scenario and non-stationary reservoirs,and to address its... GANSim is a generative adversarial networks(GANs)-based geomodelling framework with direct conditioning capabilities.To extend GANSim for geomodelling of multi-scenario and non-stationary reservoirs,and to address its tendency to overlook single-pixel well facies conditioning data that can cause local facies disconnections around wells,an enhanced GANSim framework is proposed.The effectiveness of the enhanced GANSim is validated using a 3D multi-scenario,non-stationary turbidite fan reservoir.For reservoirs that may involve multiple geological scenarios,two GANSim geomodelling workflows are proposed:(1)training a comprehensive GANSim model that covers all possible geological scenarios;and(2)first performing geological scenario falsification and then training GANSim models only for the unfalsified scenarios.On this basis,a local discriminator architecture is designed to improve facies continuity around wells.The modelling results show that both workflows can generate non-stationary facies models that conform to expected geological patterns and honor conditioning data,and the facies discontinuity issue around wells is effectively resolved.Compared with multipoint geostatistical methods(SNESIM),GANSim exhibits superior capability in reproducing geological patterns and modelling efficiency.Although GANSim requires a long training time,once training is completed,it can be applied to geomodelling reservoirs of arbitrary scale with similar geological structures,achieving modelling speeds approximately 1000 times faster than SNESIM. 展开更多
关键词 reservoir geomodelling generative adversarial networks(GANs) enhanced GANSim scenario falsification non-stationary reservoirs turbidite fan
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Poly(benzimidazolium-phenylthiophene)Featuring Flexible Cationic Backbone Enhanced Photosynthesis of Chlorella pyrenoidosa
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作者 Xiao-Long Xu Jian-Tao Lin +3 位作者 Sheng-Peng Xia Yan Zhao Hao-Tian Bai Yi-Ming Huang 《Chinese Journal of Polymer Science》 2026年第4期1059-1068,I0014,共11页
The development of synthetic hybrid biological systems integrating photosynthetic organisms with organic-abiotic functional materials holds significant promise for enhancing photosynthetic processes.The artificial reg... The development of synthetic hybrid biological systems integrating photosynthetic organisms with organic-abiotic functional materials holds significant promise for enhancing photosynthetic processes.The artificial regulation of the state transition between photosystem I(PSI)and photosystem II(PSII)represents a strategic and promising approach for improving the efficiency of natural photosynthesis.In this study,we demonstrate that poly(benzimidazolium-phenylthiophene)(CP4)featuring a flexible cationic backbone exhibits superior ultraviolet light-harvesting capability.The polymer CP4 enhanced PSI activity in Chlorella pyrenoidosa(C.pyrenoidosa),subsequently promoting PSII activity and augmenting overall photosynthetic performance.During light-dependent reactions,CP4 significantly accelerated photosynthetic electron transfer,resulting in a 330%increase in the production of oxygen and 93%and 96%increases in the ATP and NADPH contents,respectively.In the context of dark reactions,CP4 facilitated the conversion and utilization of light energy,leading to a 6%increase in both carbohydrate and protein contents.These findings indicate that synthetic light-harvesting polymer materials exhibit considerable application potential in the field of biomass production through enhancement of natural photosynthetic efficiency. 展开更多
关键词 Conjugated polymers Cationic polymer backbone LIGHT-HARVESTING enhanced photosynthesis
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Spectroelectrochemical Measurement Method of In Situ Surface-Enhanced Raman Spectroscopy for Various Electrode Materials Using a Transmission-Type Plasmonic Sensor
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作者 Masahiro Kunimoto Hikaru Shoji +3 位作者 Masahiro Yanagisawa Masayuki Morita Takeshi Abe Takayuki Homma 《Energy & Environmental Materials》 2026年第1期368-374,共7页
A versatile spectroelectrochemical measurement method of surface-enhanced Raman scattering spectroscopy is developed,and its capability is assessed in an actual electrochemical system.The spectroelectrochemical cell c... A versatile spectroelectrochemical measurement method of surface-enhanced Raman scattering spectroscopy is developed,and its capability is assessed in an actual electrochemical system.The spectroelectrochemical cell consists of a plasmonic sensor with metal nanoparticles and a wire-type working electrode.The advantages of this method over conventional surface-enhanced Raman scattering methods are as follows:1)surface-enhanced Raman scattering for electrode materials that show little plasmon resonance;and 2)measurement without undesirable influences on the physical and chemical states of the electrode surface and transport phenomena of reaction species.During the measurement,the sensor contacts the working electrode wire at a single point,allowing the surface-enhanced Raman scattering signal to be obtained from the interfacial area of the working electrode surface without significantly disturbing the mass transfer of the reaction species.As plasmon-active metal nanoparticles are modified on the sensor surface in advance,destructive and complicated pretreatment processes on the working electrode are not required.The method is applied to the in situ analysis of electrolyte decomposition reactions in a Li metal battery to reveal the potential of each decomposition product of an organic solvent containing Li.The obtained surface-enhanced Raman scattering spectrum corresponding to the voltammogram reveals the pathway for obtaining decomposition products,such as Li_(2)CO_(3).In particular,Li_(2)O_(2)was clearly detected with our setup.It is also revealed from the setup that the Ni electrode surface,in contrast to the Cu,does not hold a stable Li-containing composite layer.Such in situ chemical information will contribute to the effective interfacial design of high-performance batteries. 展开更多
关键词 in situ analysis Li ion battery plasmonic sensor surface enhanced Raman scattering
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Enhanced photoresponse in WSe_(2)/MoS_(2) heterobilayers optoelectronic device via programmable local nanostrain engineering
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作者 Shunyu Chang Yongda Yan +1 位作者 Chen Li Yanquan Geng 《International Journal of Extreme Manufacturing》 2026年第1期820-834,共15页
The application potential of tuning two-dimensional materials(2DMs)characteristics through strain engineering for wearable and flexible devices has been widely recognized.However,the challenges lie in achieving accura... The application potential of tuning two-dimensional materials(2DMs)characteristics through strain engineering for wearable and flexible devices has been widely recognized.However,the challenges lie in achieving accurate deterministic positioning,spatial modulation,controllable magnitude,and permanent nanostrains.Herein,motivated by the skin swelling caused by mosquito bites,a technique utilizing the heated nanotip in atomic force microscopy for thermomechanical nanoindentation is demonstrated.This method enables precise positioning of localized nanostrain and regulation of bandgap in tungsten diselenide(WSe_(2))/molybdenum disulfide(MoS_(2))heterobilayer transferred onto a flexible polymethyl methacrylate film.The magnitude of strain in the WSe_(2)/MoS_(2) heterobilayer can be controlled by adjusting the parameters of nanoindentation,leading to a spatially modulated average strain of up to 2.5%on the ring-shaped expansion structure(RES).The local bandgap of the WSe_(2)/MoS_(2) heterobilayer is spatially regulated through three distinct regions.In particular,the RES exhibits the largest extent of bandgap modulation,accompanied by a significant change of~12 meV.The nanostrain significantly enhances the photoresponse speed of the photodetector device.For instance,under illumination from a 405 nm wavelength-laser,the rise time and fall time are reduced by 75%and 87.52%,respectively,compared to the device without strain.Similarly,under illumination from a 532 nm wavelength-laser,the rise time and fall time are reduced by 66.67%and 80.60%,respectively.These findings demonstrate that the proposed method serves as a versatile way for improving the photoresponse of optoelectronic devices based on 2DMs. 展开更多
关键词 WSe_(2)/MoS_(2)heterobilayer local nanostrain thermomechanical nanoindentation local bandgap enhanced photoresponse performance
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A Hybrid Deep Learning Multi-Class Classification Model for Alzheimer’s Disease Using Enhanced MRI Images
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作者 Ghadah Naif Alwakid 《Computers, Materials & Continua》 2026年第1期797-821,共25页
Alzheimer’s Disease(AD)is a progressive neurodegenerative disorder that significantly affects cognitive function,making early and accurate diagnosis essential.Traditional Deep Learning(DL)-based approaches often stru... Alzheimer’s Disease(AD)is a progressive neurodegenerative disorder that significantly affects cognitive function,making early and accurate diagnosis essential.Traditional Deep Learning(DL)-based approaches often struggle with low-contrast MRI images,class imbalance,and suboptimal feature extraction.This paper develops a Hybrid DL system that unites MobileNetV2 with adaptive classification methods to boost Alzheimer’s diagnosis by processing MRI scans.Image enhancement is done using Contrast-Limited Adaptive Histogram Equalization(CLAHE)and Enhanced Super-Resolution Generative Adversarial Networks(ESRGAN).A classification robustness enhancement system integrates class weighting techniques and a Matthews Correlation Coefficient(MCC)-based evaluation method into the design.The trained and validated model gives a 98.88%accuracy rate and 0.9614 MCC score.We also performed a 10-fold cross-validation experiment with an average accuracy of 96.52%(±1.51),a loss of 0.1671,and an MCC score of 0.9429 across folds.The proposed framework outperforms the state-of-the-art models with a 98%weighted F1-score while decreasing misdiagnosis results for every AD stage.The model demonstrates apparent separation abilities between AD progression stages according to the results of the confusion matrix analysis.These results validate the effectiveness of hybrid DL models with adaptive preprocessing for early and reliable Alzheimer’s diagnosis,contributing to improved computer-aided diagnosis(CAD)systems in clinical practice. 展开更多
关键词 Alzheimer’s disease deep learning MRI images MobileNetV2 contrast-limited adaptive histogram equalization(CLAHE) enhanced super-resolution generative adversarial networks(ESRGAN) multi-class classification
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IPKE-MoE:Mixture-of-Experts with Iterative Prompts and Knowledge-Enhanced LLM for Chinese Sensitive Words Detection
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作者 Longcang Wang Yongbing Gao +1 位作者 Xinguang Wang Xin Liu 《Computers, Materials & Continua》 2026年第4期909-927,共19页
Aiming at the problem of insufficient recognition of implicit variants by existing Chinese sensitive text detection methods,this paper proposes the IPKE-MoE framework,which consists of three parts,namely,a sensitive w... Aiming at the problem of insufficient recognition of implicit variants by existing Chinese sensitive text detection methods,this paper proposes the IPKE-MoE framework,which consists of three parts,namely,a sensitive word variant extraction framework,a sensitive word variant knowledge enhancement layer and a mixture-of-experts(MoE)classification layer.First,sensitive word variants are precisely extracted through dynamic iterative prompt templates and the context-aware capabilities of Large Language Models(LLMs).Next,the extracted variants are used to construct a knowledge enhancement layer for sensitive word variants based on RoCBert models.Specifically,after locating variants via n-gram algorithms,variant types are mapped to embedding vectors and fused with original word vectors.Finally,a mixture-of-experts(MoE)classification layer is designed(sensitive word,sentiment,and semantic experts),which decouples the relationship between sensitiveword existence and text toxicity throughmultiple experts.This framework effectively combines the comprehension ability of Large Language Models(LLMs)with the discriminative ability of smaller models.Our two experiments demonstrate that the sensitive word variant extraction framework based on dynamically iterated prompt templates outperforms other baseline prompt templates.TheRoCBert models incorporating the sensitive word variant knowledge enhancement layer and a mixture-of-experts(MoE)classification layer achieve superior classification performance compared to other baselines. 展开更多
关键词 Sensitive words variants detection variant knowledge enhancement LLM MOE
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MCPSFOA:Multi-Strategy Enhanced Crested Porcupine-Starfish Optimization Algorithm for Global Optimization and Engineering Design
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作者 Hao Chen Tong Xu +2 位作者 Yutian Huang Dabo Xin Changting Zhong 《Computer Modeling in Engineering & Sciences》 2026年第1期494-545,共52页
Optimization problems are prevalent in various fields of science and engineering,with several real-world applications characterized by high dimensionality and complex search landscapes.Starfish optimization algorithm(... Optimization problems are prevalent in various fields of science and engineering,with several real-world applications characterized by high dimensionality and complex search landscapes.Starfish optimization algorithm(SFOA)is a recently optimizer inspired by swarm intelligence,which is effective for numerical optimization,but it may encounter premature and local convergence for complex optimization problems.To address these challenges,this paper proposes the multi-strategy enhanced crested porcupine-starfish optimization algorithm(MCPSFOA).The core innovation of MCPSFOA lies in employing a hybrid strategy to improve SFOA,which integrates the exploratory mechanisms of SFOA with the diverse search capacity of the Crested Porcupine Optimizer(CPO).This synergy enhances MCPSFOA’s ability to navigate complex and multimodal search spaces.To further prevent premature convergence,MCPSFOA incorporates Lévy flight,leveraging its characteristic long and short jump patterns to enable large-scale exploration and escape from local optima.Subsequently,Gaussian mutation is applied for precise solution tuning,introducing controlled perturbations that enhance accuracy and mitigate the risk of insufficient exploitation.Notably,the population diversity enhancement mechanism periodically identifies and resets stagnant individuals,thereby consistently revitalizing population variety throughout the optimization process.MCPSFOA is rigorously evaluated on 24 classical benchmark functions(including high-dimensional cases),the CEC2017 suite,and the CEC2022 suite.MCPSFOA achieves superior overall performance with Friedman mean ranks of 2.208,2.310 and 2.417 on these benchmark functions,outperforming 11 state-of-the-art algorithms.Furthermore,the practical applicability of MCPSFOA is confirmed through its successful application to five engineering optimization cases,where it also yields excellent results.In conclusion,MCPSFOA is not only a highly effective and reliable optimizer for benchmark functions,but also a practical tool for solving real-world optimization problems. 展开更多
关键词 Global optimization starfish optimization algorithm crested porcupine optimizer METAHEURISTIC Gaussian mutation population diversity enhancement
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Knowledge graph-enhanced framework for electric power engineering report generation
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作者 Chen Qian Yu-Yan Chen +3 位作者 Jia-Ying Yang Xiao-Wen Le Xiao-Yang Shen Yi-Heng Zeng 《Journal of Electronic Science and Technology》 2026年第1期46-64,共19页
Due to the complex structural hierarchy,with deeply nested associative relations between entities such as equipment,specifications,and business processes,intelligent power grid engineering is challenging.Meanwhile,lim... Due to the complex structural hierarchy,with deeply nested associative relations between entities such as equipment,specifications,and business processes,intelligent power grid engineering is challenging.Meanwhile,limited by the fragmented data and loss of contextual information,the generated reports are prone to the problems such as content redundancy and omission of critical information,failing to meet the demands of efficient decision-making and accurate management in modern power systems.To address these issues,this paper proposes a knowledge graph(KG)-enhanced framework to automatically generate electric power engineering reports.In the KG construction phase,a feature-fused entity recognition model named BERT-BiLSTM-CRF is adopted to improve the accuracy of entity recognition in scenarios involving power engineering professional terminology,thereby solving the problem of ambiguous entity boundaries in traditional models;then a BERT-attention relation extraction model is proposed to enhance the completeness of extracting complex hierarchical and implicit relations in power grid data.In the report generation phase,an improved Transformer architecture is adopted to accurately transform structured knowledge into natural language reports that comply with engineering specifications,addressing the issue of semantic inconsistency caused by the loss of structural information in existing models.By validating with real-world projects,the results show that the proposed framework significantly outperforms existing baseline models in entity recognition,confirming its superiority and applicability in practical engineering. 展开更多
关键词 Entity recognition Improved Transformer model Knowledge graph enhancement Power grid engineering report generation Relation extraction
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Pressure-Enhanced Intrinsic Anomalous Hall Conductivity in the Kagome Ferrimagnet TbMn_(6)Sn_(6)
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作者 Hao Sun Jiabin Qiao +13 位作者 Weian Guo Pengyu Zheng Yuwei Liu Pengda Ye Yuemei Li Shucui Sun Deng Hu Yongkai Li Yanpeng Qi Zhiwei Wang Meiling Jin Jie Chen Zhiping Yin Xiang Li 《Chinese Physics Letters》 2026年第3期102-117,共16页
The kagome ferrimagnet TbMn_(6)Sn_(6),featuring a pristine Mn kagome lattice,has emerged as a candidate Chern magnet with a large intrinsic anomalous Hall effect(AHE).While chemical substitution can modulate its prope... The kagome ferrimagnet TbMn_(6)Sn_(6),featuring a pristine Mn kagome lattice,has emerged as a candidate Chern magnet with a large intrinsic anomalous Hall effect(AHE).While chemical substitution can modulate its properties,hydrostatic pressure provides a disorder-free route to manipulate electronic and magnetic interactions.Herein,we investigate the effects of hydrostatic pressure on electrical and magneto-transport in TbMn6Sn6 up to 18.3 GPa.Pressure significantly enhances hysteresis in the magnetoresistance and Hall responses,causing a concurrent monotonic coercive field increase,suggesting the enhancement of interlayer magnetic couplings in a robust c-axis ferrimagnetic order.The intrinsic anomalous Hall conductivity increases considerably from 129.5 S·cm^(−1) at ambient pressure conditions to 448.7 S·cm^(−1) at 14.0 GPa—an enhancement of 247%that is unprecedented among pressure-tuned kagome magnets.Based on density functional theory calculations,we reveal that pressure induces multiple gap openings near the Fermi level,giving rise to pronounced Berry curvature hotspots that may contribute to the AHE.Our results show that pressure can be used to enhance the intrinsic topological responses of this kagome magnet. 展开更多
关键词 chern magnet mn kagome latticehas anomalous hall effect ahe enhances hysteresis magnetoresistance kagome ferrimagnet chemical substitution hydrostatic pressure manipulate electronic magnetic interactionshereinwe
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Integration and innovative development of enhanced recovery after surgery and anesthesiology.Enhanced recovery after surgery and rational use of opioids
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作者 Chengye Yao Bingqing Nie Shanglong Yao 《Oncology and Translational Medicine》 2025年第2期47-49,共3页
1.The development history of enhanced recovery after surgery(ERAS)Enhanced recovery after surgery(ERAS)is a multimodal perioperative care approach that has evolved over the past 2 decades since its inception.In 1997,P... 1.The development history of enhanced recovery after surgery(ERAS)Enhanced recovery after surgery(ERAS)is a multimodal perioperative care approach that has evolved over the past 2 decades since its inception.In 1997,Professor Henrik Kehlet,also known as the“father of ERAS”,from the University of Copenhagen in Denmark first proposed the ERAS concept and discovered its clinical feasibility and superiority,achieving remarkable results.ERAS was initially applied in colorectal surgery;subsequently,the concept gradually gained popularity and application worldwide. 展开更多
关键词 ERAS enhanced recovery surgery multimodal perioperative care approach OPIOID enhanced recovery surgery eras enhanced recovery surgery eras multimodal perioperative care colorectal surgery colorectal surgerysubsequentlythe
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Sagnac-Enhanced Rydberg Superheterodyne Receiver with Dual-Beam Interference
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作者 Hongmei Yan Taisen Gao +7 位作者 Mingyong Jing Wenguang Yang Hao Zhang Zongkai Liu Junyao Xie Liantuan Xiao Suotang Jia Linjie Zhang 《Chinese Physics Letters》 2025年第12期166-171,共6页
Increasing the number of atoms that interact with microwave fields represents a promising strategy for enhancing the sensitivity of Rydberg atom-based superheterodyne receivers.Nevertheless,the practical implementatio... Increasing the number of atoms that interact with microwave fields represents a promising strategy for enhancing the sensitivity of Rydberg atom-based superheterodyne receivers.Nevertheless,the practical implementation of this approach is impeded by adverse effects such as excitation saturation of Rydberg atoms and power broadening.Here,we demonstrate enhanced microwave field measurements based on two specific velocity groups of atoms,simultaneously addressed by dual-channel probe beams in a Sagnac loop interferometer.The application of resonance detuning in two-photon excitation enables selective addressing of atoms moving along the beam direction,thereby significantly mitigating atomic transit noise.At 7.97 GHz,our method yields a 3 dB improvement in signal-to-noise ratio(SNR),achieving a sensitivity of 10.7 nV·cm^(−1)·Hz^(−1/2).This approach offers a viable pathway to further improve the sensitivity of Rydberg atom-based microwave electrometers. 展开更多
关键词 enhanced microwave field measurements Rydberg superheterodyne receiver rydberg atoms power broadeningherewe excitation saturation sagnac loop inter Sagnac enhanced enhancing sensitivity
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Strength through unity:Alkaline phosphatase-responsive AIEgen nanoprobe for aggregation-enhanced multi-mode imaging and photothermal therapy of metastatic prostate cancer
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作者 Ze Wang Hao Liang +7 位作者 Annan Liu Xingchen Li Lin Guan Lei Li Liang He Andrew K.Whittaker Bai Yang Quan Lin 《Chinese Chemical Letters》 2025年第2期261-268,共8页
Prostate cancer(PCa)is characterized by high incidence and propensity for easy metastasis,presenting significant challenges in clinical diagnosis and treatment.Tumor microenvironment(TME)-responsive nanomaterials prov... Prostate cancer(PCa)is characterized by high incidence and propensity for easy metastasis,presenting significant challenges in clinical diagnosis and treatment.Tumor microenvironment(TME)-responsive nanomaterials provide a promising prospect for imaging-guided precision therapy.Considering that tumor-derived alkaline phosphatase(ALP)is over-expressed in metastatic PCa,it makes a great chance to develop a theranostics system with ALP responsive in the TME.Herein,an ALP-responsive aggregationinduced emission luminogens(AIEgens)nanoprobe AMNF self-assembly was designed for enhancing the diagnosis and treatment of metastatic PCa.The nanoprobe exhibited self-aggregation in the presence of ALP resulted in aggregation-induced fluorescence,and enhanced accumulation and prolonged retention period at the tumor site.In terms of detection,the fluorescence(FL)/computed tomography(CT)/magnetic resonance(MR)multi-mode imaging effect of nanoprobe was significantly improved post-aggregation,enabling precise diagnosis through the amalgamation of multiple imaging modes.Enhanced CT/MR imaging can achieve assist preoperative tumor diagnosis,and enhanced FL imaging technology can achieve“intraoperative visual navigation”,showing its potential application value in clinical tumor detection and surgical guidance.In terms of treatment,AMNF showed strong absorption in the near infrared region after aggregation,which improved the photothermal treatment effect.Overall,our work developed an effective aggregation-enhanced theranostic strategy for ALP-related cancers. 展开更多
关键词 AIE Prostate cancer ALP responsive enhanced multi-mode imaging enhanced photothermal therapy
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