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Passenger choice between demand-responsive train and pre-scheduled train in high-speed railway:A stated preference study
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作者 Tao Li Dewei Li +3 位作者 Yongsheng Wang Han Gao Jialun Ma Haotian Ji 《High-Speed Railway》 2025年第2期125-136,共12页
Demand-responsive transportation has been introduced in many cities around the world.However,whether it is applicable in the railway is still questionable,an exploration of passenger choice behavior between demandresp... Demand-responsive transportation has been introduced in many cities around the world.However,whether it is applicable in the railway is still questionable,an exploration of passenger choice behavior between demandresponsive trains and pre-scheduled trains is pivotal in addressing this issue.To delve into passengers’choice preferences when facing demand-responsive trains and to dissect the feasibility of implementing demandresponsive service in high-speed railways,the stated preference survey method is employed to investigate travel intention of passengers.Based on the survey data obtained in China,the heterogeneity of passengers is analyzed from three aspects:personal socio-economic characteristics,travel characteristics,and travel mode choice.Considering the situation that demand-responsive train cannot operate,the risk attributes are considered.To bolster the appeal of demand-responsive trains,personalized service product attributes are added.Mixed Logit mode,which takes into account the heterogeneous travel choice behavior of passengers,is developed,and Maximum Likelihood Estimation and the Monte Carlo method are used to calibrate model parameters.The willingness to pay in terms of different factors of passengers is determined.The results indicate that early arrival deviation time,late arrival deviation time,demand response time,and success rate of ticket purchase remarkable influence passengers’decision regarding demand-responsive train,with only the success rate of ticket purchase positively impacting train choice.Moreover,the significant difference in train ticket price is observed solely in the self-funded long distance scenario,while demand-responsive trains are found to be particularly appealing in self-funded short distance scenario.Through the Willingness To Pay(WTP)analysis,it is discovered that by shortening demand response time,enhancing the success rate of ticket purchase,and minimizing the deviation times of early arrival and late arrival of trains,the attractiveness of the demand-responsive train to passengers under three travel scenarios can be augmented.This study provides profound insights into the possibility of railway enterprises operating demand-responsive trains. 展开更多
关键词 High-speed railway Demand-responsive train stated preference Mixed Logit model Willingness to pay analysis
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Combining Stated Preference and Revealed Preference Methods for the Valuation of Non-market Goods 被引量:1
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作者 Zhang Haipeng Xie Xuxuan 《Chinese Journal of Population,Resources and Environment》 2012年第4期121-126,共6页
In this paper,we introduce the combining stated preference and revealed preference methods which is the state-ofthe-art method for the valuation of non-market goods.Revealed preference methods and stated preference (S... In this paper,we introduce the combining stated preference and revealed preference methods which is the state-ofthe-art method for the valuation of non-market goods.Revealed preference methods and stated preference (SP) methods have both been applied by economists in valuing non-market goods;however both methods have inherent weaknesses.In order to exploit the strengths of the various approaches while minimizing their weaknesses,combining the two methods has become an important methodological option.Up to now,a growing number of literatures of studying combing the two types of data have evolved,and researchers developed three types of models to estimate combining revealed preference and stated preference data in academic fields:discrete choice model,continuous choice model and mixed choice model.Combining stated and revealed preference methods have been developed fast especially in the transport study field in which ideas could also be leant for environmental economic studies. 展开更多
关键词 stated preference revealed preference (RP) valuation of non-market goods
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ON A REGULARIZATION OF INDEX 2 DIFFERENTIAL-ALGEBRAIC EQUATIONS WITH PROPERLY STATED LEADING TERM
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作者 刘红 宋永忠 《Acta Mathematica Scientia》 SCIE CSCD 2011年第2期383-398,共16页
In this article, linear regular index 2 DAEs A(t)[D(t)x(t)]' + B(t)x(t) = q(t) are considered. Using a decoupling technique, initial condition and boundary condition are properly formulated. Regular inde... In this article, linear regular index 2 DAEs A(t)[D(t)x(t)]' + B(t)x(t) = q(t) are considered. Using a decoupling technique, initial condition and boundary condition are properly formulated. Regular index 1 DAEs are obtained by a regularization method. We study the behavior of the solution of the regularization system via asymptotic expansions. The error analysis between the solutions of the DAEs and its regularization system is given. 展开更多
关键词 Differential-algebraic equations (DAEs) properly stated leading term in-dex REGULARIZATION
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China Stated Reports at BIE 131st General Assembly
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《China's Foreign Trade》 2002年第12期4-5,共2页
On July 2,2002, Bureau of International Exhibition’s (BIE) 131st General Assemblywas convened in Paris. The assembly examined the investigation report by BIE InvestigationDelegation for those application countries. V... On July 2,2002, Bureau of International Exhibition’s (BIE) 131st General Assemblywas convened in Paris. The assembly examined the investigation report by BIE InvestigationDelegation for those application countries. Various application countries stated reportsrespectively.The Chinese Government Delegation headed by State Councilor Wu Yi attended the assembly, and stated report on China’s Shanghai making application to hold 2010 World Fair. 展开更多
关键词 World REPORTS China stated Reports at BIE 131st General Assembly
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The value of a statistical life in assessing seismic resilience enhancement policies:A stated preference binary choice experiment
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作者 Mohammad Amin Eshghi Nezami Hamed Kashani 《Journal of Safety Science and Resilience》 2025年第2期150-162,共13页
To decide about irvestments in appropriate seismic vulnerability reduction and resilience enhancement mea-sures,policymakers need to acquire adequate insight into the value of a statistical life(VSL).The VSL measures ... To decide about irvestments in appropriate seismic vulnerability reduction and resilience enhancement mea-sures,policymakers need to acquire adequate insight into the value of a statistical life(VSL).The VSL measures the monetary value the public assigns to reducing mortality due to a specific risk(e.g-.dying from an earthquake)over a given period.In the absence of appropriate models to estimate the context-specific VSL for a given community,past studies have resorted to approaches such as using the VSL estimated for other purposes(e.g.,transportation and environmental safety)or other countries(e.g,the US).This can lead to under-or over-estimation of VSL,misappropriation of the funds for seismic vulnerability reduction programs,and adverse economic,political,and social consequences.This study proposes a methodology that follows the stated pref-erence binary choice approach to estimate the willingness to pay(WTP)to reduce the risk of earthquake-induced mortalities.The proposed method,which is applied to quantify VSL in Iran,involves using a questionnaire to collect the needed information about people's choices when investing in various risk reduction measures.It uses a test containing positivity and proportionality components to check the responses'consistency.Regression modeling is used to estimate the respondents'WTP and VSL. 展开更多
关键词 Community and infrastructure resilience Benefit-cost analysis Seismic vulnerability reduction Value of a statistical life(VSL) stated preferences(SP) Contingent valuation(CV)
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Disaggregate Traffic Mode Choice Model Based on Combination of Revealed and Stated Preference Data 被引量:2
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作者 焦朋朋 陆化普 杨朗 《Tsinghua Science and Technology》 SCIE EI CAS 2006年第3期351-356,共6页
The conventional traffic demand forecasting methods based on revealed preference (RP) data are not able to predict the modal split. Passengers' stated intentions are indispensable for modal split forecasting and ev... The conventional traffic demand forecasting methods based on revealed preference (RP) data are not able to predict the modal split. Passengers' stated intentions are indispensable for modal split forecasting and evaluation of new traffic modes. This paper analyzed the biases and errors included in stated preference data, put forward the new stochastic utility functions, and proposed an unbiased disaggregate model and its approximate model based on the combination of RP and stated preference (SP) data, with analysis of the parameter estimation algorithm. The model was also used to forecast rail transit passenger volumes to the Beijing Capital International Airport and the shift ratios from current traffic modes to rail transit. Experimental results show that the model can greatly increase forecasting accuracy of the modal split ratio of current traffic modes and can accurately forecast the shift ratios from current modes to the new mode. 展开更多
关键词 disaggregate model stated preference data revealed preference data modal split shift ratio
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Identification of immune status subtypes and prognostic analysis of septic patients based on Th1/Th2 cytokine assays
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作者 SHA Tong WANG Wenyan +5 位作者 XUAN Jiabina WU Jie SHI Nengxian HE Jin HU Hongbin ZHANG Yaoyuan 《南方医科大学学报》 北大核心 2026年第1期6-22,共17页
Objective Sepsis patients exhibit diverse immune states,making it crucial to identify subtypes with distinct inflammatory profiles through Th1/Th2 cytokine data for personalized treatment and improved prognosis.Method... Objective Sepsis patients exhibit diverse immune states,making it crucial to identify subtypes with distinct inflammatory profiles through Th1/Th2 cytokine data for personalized treatment and improved prognosis.Methods We retrieved data from sepsis patients who underwent Th1/Th2 cytokine testing in Nanfang Hospital,Southern Medical University from June 1,2020,to February 1,2022.An unsupervised K-means clustering method classified participants based on Th1/Th2 cytokine levels,with the primary outcome being the 7-day mortality rate post-ICU admission.Cox proportional hazards and Restricted Mean Survival Time(RMST)analyses were utilized to explore survival outcomes.Results A total of 321 sepsis patients were included.IL-6(HR 1.69,95%CI:1.22,2.34)and IL-10(HR 1.81,95%CI:1.37,2.40)emerged as independent predictors of 7-day mortality.Unsupervised K-means clustering revealed 3 inflammatory/immune subgroups:Cluster 1(n=166,low inflammatory response),Cluster 2(n=99,moderate inflammatory response with immune suppression),and Cluster 3(n=56,strong inflammatory and immune suppression).Compared to Cluster 1,Clusters 2 and 3 had higher 7-day mortality risks(14.4%vs 23.2%,HR=4.30,95%CI:1.51-12.26;14.4%vs 35.7%,HR=7.32,95%CI:2.57-20.79).Conclusion Septic patients in a protective immune response state(Cluster 1)exhibit better short-term prognoses,suggesting the importance of understanding inflammatory/immune states for precise treatment and improved outcomes. 展开更多
关键词 Th1/Th2 cytokines sepsis prognosis K-means clustering inflammatory/immune states
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Atomic-scale characterization of epitaxial Bi(110)/VTe_(2)bilayer heterostructure
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作者 WANG Qiwei LI Shaochun 《物理学进展》 北大核心 2026年第1期13-21,共9页
Interplay between topology and magnetism can give rise to exotic properties in topological materials.Two-dimensional bismuth has been extensively studied owing to its topological states with a strong spin-orbit coupli... Interplay between topology and magnetism can give rise to exotic properties in topological materials.Two-dimensional bismuth has been extensively studied owing to its topological states with a strong spin-orbit coupling,and 1T-VTe_(2)monolayer theoretically predicted to host an intrinsic magnetism as experimentally suggested.In this work,we successfully constructed a vertical heterostructure composed of the two-dimensional Bi(110)monolayer and 1T-VTe_(2)monolayer by using molecular beam epitaxy(MBE).Scanning tunneling microscopy(STM)measurements revealed that the growth of Bi preferably occurs along the step edges of the VTe_(2)monolayer,forming a Bi(110)monolayer on top of the VTe_(2)monolayer next to a peripheral Bi bilayer.The Bi(100)/VTe_(2)heterostructure exhibits a specific lattice registry with a well-defined moiréperiodicity.Scanning tunneling spectroscopy(STS)measurements further unveiled an universal suppression in the local density-of-states at the boundary of the Bi(110)/VTe_(2)bilayer.By examining the atomic structures of Bi(110)boundaries,we found this effect does not originate from the previously proposed atomic reconstruction at the step edge of Bi(110),but is likely related to the magnetic properties of the VTe_(2)monolayer. 展开更多
关键词 Bi/VTe_(2)heterostructure moirépattern edge state molecular beam epitaxy scanning tunneling microscopy
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Random State Approach to Quantum Computation of Electronic-Structure Properties
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作者 Yiran Bai Feng Xiong Xueheng Kuang 《Chinese Physics Letters》 2026年第1期89-104,共16页
Classical computation of electronic properties in large-scale materials remains challenging.Quantum computation has the potential to offer advantages in memory footprint and computational scaling.However,general and v... Classical computation of electronic properties in large-scale materials remains challenging.Quantum computation has the potential to offer advantages in memory footprint and computational scaling.However,general and viable quantum algorithms for simulating large-scale materials are still limited.We propose and implement random-state quantum algorithms to calculate electronic-structure properties of real materials.Using a random state circuit on a small number of qubits,we employ real-time evolution with first-order Trotter decomposition and Hadamard test to obtain electronic density of states,and we develop a modified quantum phase estimation algorithm to calculate real-space local density of states via direct quantum measurements.Furthermore,we validate these algorithms by numerically computing the density of states and spatial distributions of electronic states in graphene,twisted bilayer graphene quasicrystals,and fractal lattices,covering system sizes from hundreds to thousands of atoms.Our results manifest that the random-state quantum algorithms provide a general and qubit-efficient route to scalable simulations of electronic properties in large-scale periodic and aperiodic materials. 展开更多
关键词 periodic materials random state circuit random state quantum algorithms electronic structure properties density states aperiodic materials quantum algorithms quantum computation
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Far-red-excitable ultra-long-lived organic photocatalyst for photocatalytic decaging
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作者 Ying-Ze Li Wen-Yue Lin +10 位作者 Jia-Yao Li Zhi-Zhuo Zhang Qing-Hua Gao Ming-Yu Zhang Lin-Han Jiang Dong-Xue Guo Yi Peng Hong-Juan Feng Zhi Huang Chuan-Cheng Jia Ling Huang 《Science China Chemistry》 2026年第2期1023-1030,共8页
Photomodulation technology,characterized by its high spatiotemporal resolution,has emerged as a transformative approach for precise,rapid,and noninvasive regulation of intricate cellular signaling networks,offering un... Photomodulation technology,characterized by its high spatiotemporal resolution,has emerged as a transformative approach for precise,rapid,and noninvasive regulation of intricate cellular signaling networks,offering unprecedented opportunities for biomedical research.Nevertheless,the in vivo implementation of wireless photomodulation remains constrained by the inherent limitations of conventional photoresponsive systems.Addressing this challenge,we report a BODIPY-based photocatalyst with exceptional red-light responsiveness(λ>630 nm).Transient spectroscopic studies show that this photocatalyst exhibits the feature with solvent polarity-switching excited state dynamics.In addition,we observed ultralong triplet-state lifetimes(590μs in tetrahydrofuran;862μs in toluene),which is favorable for establishing a far-red-light-driven photocatalytic decaging platform that synergistically integrates the BODIPY photocatalyst with endogenous NADH as the intrinsic electron donor.Crucially,this system demonstrates robust in vivo efficacy,achieving significant tumor growth suppression in murine tumor models through localized prodrug activation.This work not only provides fundamental insights into engineering long-lived triplet states in metal-free organic photocatalysts but also pioneers a biocompatible strategy for spatiotemporally controlled therapeutic interventions,bridging the gap between advanced photochemistry and precision biomedicine. 展开更多
关键词 organic photocatalyst photocatalytic decaging ultra-long-lived excited state dynamics charge transfer state
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Topological Corner States due to Boundary Defects
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作者 Yiqi Zhang Yuwei Hu +1 位作者 Yongdong Li Ce Shang 《Chinese Physics Letters》 2026年第1期44-48,共5页
In conventional higher-order topological insulators(HOTIs),the emergence of topological states can be explained by using the nonzero bulk polarization index.However,corner states emerge in HOTIs with incomplete bounda... In conventional higher-order topological insulators(HOTIs),the emergence of topological states can be explained by using the nonzero bulk polarization index.However,corner states emerge in HOTIs with incomplete boundary unit cells(i.e.,boundary defects)even though the bulk polarization is zero,which challenges the conventional understanding of HOTIs.Here,based on a Kekul´e-distorted honeycomb lattice with incomplete unit cells,we reveal that incomplete unit cells exhibit fractional charges through the analysis of Wannier centers by developing a compensation method and creating the concept of Wannier center domain(WCD)which is the smallest region that one Wannier center occupies.This method compensates for the missing parts of these boundary incomplete unit cells with additional WCDs to make them complete.The compensated WCDs automatically carry the corresponding charge,and this charge together with that of the incomplete unit cell constitutes the total charge of the complete unit cell after compensation.We conclude that the emergence of corner states is attributed to the filling anomaly,which is a fundamental mechanism.Our results refresh the understanding of HOTIs,especially those with structural discontinuities,and provide a novel design for topological states which have application value in producing optical functional devices. 展开更多
关键词 unit cellswe higher order topological insulators topological corner states boundary unit cells ieboundary incomplete unit cells bulk polarization index fractional charges emergence topological states
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The growth rate of textile and apparel trade in Europe and the United States has slowed
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作者 Qiu Shuchen 《China Textile》 2026年第1期36-37,共2页
Apparel exports China:The decline in exports widened from January to September(-2.4%,compared to-0.2%in January-June).Exports to the EU increased(+5.9%),though the growth rate moderated.Exports to the US saw a larger ... Apparel exports China:The decline in exports widened from January to September(-2.4%,compared to-0.2%in January-June).Exports to the EU increased(+5.9%),though the growth rate moderated.Exports to the US saw a larger contraction(January-June:-1.6%,January-September:-8.2%).While exports to ASEAN countries still fell by over 10%(-17.7%),shipments to the Philippines(+6.9%),Indonesia(+19.0%),and Cambodia(+64.9%)demonstrated stronger growth performance within the year.Regarding tariffs,on October 30,China and the US agreed to lower the rates on goods subject to additional duties(effectively reducing the average tariff rate on Chinese imports to the US from about 57%to approximately 47%,though this remains significantly higher than the 19.5%overall average rate applied to other countries). 展开更多
关键词 APPAREL growth rate EXPORTS TRADE textile TARIFFS China United States
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Computational screening for novel solid-state electrolytes in Li_(3)MX_(6) composition
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作者 Olgert L.Dallakyan Alexey P.Maltsev +8 位作者 Ilya V.Chepkasov Misha A.Aghamalyan Areg A.Hunanyan Nane Z.Petrosyan Mikayel S.Chobanyan Mikayel T.Sahakyan Luiza G.Khachatryan Artem R.Oganov Hayk A.Zakaryan 《Journal of Energy Chemistry》 2026年第1期495-504,I0011,共11页
Halide solid-state electrolytes have gained significant attention in recent years due to their high ionic conductivity,making them promising candidates for future all-solid-state batteries.Recent studies have identifi... Halide solid-state electrolytes have gained significant attention in recent years due to their high ionic conductivity,making them promising candidates for future all-solid-state batteries.Recent studies have identified numerous crystal structures with the Li_(3)MX_(6)composition,although many remain unexplored across various chemical systems.In this research,we developed a comprehensive method to examine all conceivable space groups and structures within theLi-M-X system,where M includes In,Ga,and La,and X includes F,Cl,Br,and 1.Our findings revealed two metastable structures:Li_(3)InF_(6)with P3c1 symmetry and Li_(3)InI_(6)with C2/c symmetry,exhibiting ionic conductivities of 0.55 and 2.18mS/cm at 300K,respectively.Notably,the trigonal symmetry of Li3InF6 demonstrates that high ionic conductivities are not limited to monoclinic structures but can also be achieved with trigonal symmetries.The electrochemical stability windows,mechanical properties,and reaction energies of these materials with known cathodes suggest their potential for use in all-solid-state batteries.Additionally,we predicted the stability of novel materials,including Li_(5)InCl_(8),Li_(5)InBr_(8),Li_(5)InI_(8),LiIn_(2)Cl_(9),LiIn_(2)Br_(9),and LiIn_(2)I_(9). 展开更多
关键词 Solid state electrolyte HALIDES Novel materials DFT
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Cu-doped OMS-2 catalysts for photothermal synergistic VOCs segradation:Efficiency enhancement under UV-Vis irradiation in flow conditions
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作者 Yunchao Liu Xinyu Qi +12 位作者 Xiang Bai Yuanli Lu Jing Sun Chen Wang Tingting Shen Hao Liu Yanyan Liu Jiaqi Zhao Tianyu Ji Ruobing Liu Yiling Liu Zhenggang Wang Haijiao Xie 《Journal of Environmental Sciences》 2026年第1期130-141,共12页
Photothermal synergistic catalytic systems for treating volatile organic compounds(VOCs)have attracted signif-icant attention due to their energy efficiency and potential to reduce carbon emissions.However,the mechani... Photothermal synergistic catalytic systems for treating volatile organic compounds(VOCs)have attracted signif-icant attention due to their energy efficiency and potential to reduce carbon emissions.However,the mechanism underlying the synergistic reaction remains a critical issue.This study introduces a photothermal synergistic system for the removal of ethyl acetate(EA)by synthesizing Cu-doped OMS-2(denoted as Cu-OMS-2).Under ultraviolet-visible(UV–Vis)irradiation in a flow system,the Cu-OMS-2 catalyst exhibited significantly enhanced performance in the EA degradation process,nearly doubling the effectiveness of pure OMS-2,and increasing carbon dioxide yield by 20%.This exceptional performance is attributed to the synergistic effect of increased oxygen vacancies(OV)at OMS-2 active sites and Cu doping,as confirmed by H2-TPR,O_(2)-TPD,and CO consump-tion measurements.This study clarifies the catalytic mechanism of light-assisted thermocatalysis and offers a novel strategy for designing photothermal catalysts with homogeneous Cu-doped nanorods for VOC removal. 展开更多
关键词 Photothermocatalytic VOCS Ethyl acetate Flow state Cu-doped OMS-2
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Bias Calibration under Constrained Communication Using Modified Kalman Filter:Algorithm Design and Application to Gyroscope Parameter Error Calibration
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作者 Qi Li Yifan Wang +2 位作者 Yuxi Liu Xingjing She Yixuan Wu 《Computer Modeling in Engineering & Sciences》 2026年第1期680-697,共18页
In data communication,limited communication resources often lead to measurement bias,which adversely affects subsequent system estimation if not effectively handled.This paper proposes a novel bias calibration algorit... In data communication,limited communication resources often lead to measurement bias,which adversely affects subsequent system estimation if not effectively handled.This paper proposes a novel bias calibration algorithm under communication constraints to achieve accurate system states of the interested system.An output-based event-triggered scheme is first employed to alleviate transmission burden.Accounting for the limited-communication-induced measurement bias,a novel bias calibration algorithm following the Kalman filtering line is developed to restrain the effect of the measurement bias on system estimation,thereby achieving accurate system state estimates.Subsequently,the Field Programmable Gate Array(FPGA)implementation of the proposed algorithm is also realized with the hope of providing fast bias calibration in practical scenarios.A simulation about a numerical example and a practical example(for gyroscope’s angular velocity bias calibration)on MATLAB is provided to demonstrate the feasibility and effectiveness of the proposed algorithm. 展开更多
关键词 Bias calibration state estimation limited communication event-Triggered scheme
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Automatic Recognition Algorithm of Pavement Defects Based on S3M and SDI Modules Using UAV-Collected Road Images
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作者 Hongcheng Zhao Tong Yang +1 位作者 Yihui Hu Fengxiang Guo 《Structural Durability & Health Monitoring》 2026年第1期121-137,共17页
With the rapid development of transportation infrastructure,ensuring road safety through timely and accurate highway inspection has become increasingly critical.Traditional manual inspection methods are not only time-... With the rapid development of transportation infrastructure,ensuring road safety through timely and accurate highway inspection has become increasingly critical.Traditional manual inspection methods are not only time-consuming and labor-intensive,but they also struggle to provide consistent,high-precision detection and realtime monitoring of pavement surface defects.To overcome these limitations,we propose an Automatic Recognition of PavementDefect(ARPD)algorithm,which leverages unmanned aerial vehicle(UAV)-based aerial imagery to automate the inspection process.The ARPD framework incorporates a backbone network based on the Selective State Space Model(S3M),which is designed to capture long-range temporal dependencies.This enables effective modeling of dynamic correlations among redundant and often repetitive structures commonly found in road imagery.Furthermore,a neck structure based on Semantics and Detail Infusion(SDI)is introduced to guide cross-scale feature fusion.The SDI module enhances the integration of low-level spatial details with high-level semantic cues,thereby improving feature expressiveness and defect localization accuracy.Experimental evaluations demonstrate that theARPDalgorithm achieves a mean average precision(mAP)of 86.1%on a custom-labeled pavement defect dataset,outperforming the state-of-the-art YOLOv11 segmentation model.The algorithm also maintains strong generalization ability on public datasets.These results confirm that ARPD is well-suited for diverse real-world applications in intelligent,large-scale highway defect monitoring and maintenance planning. 展开更多
关键词 Pavement defects state space model UAV detection algorithm image processing
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Enhanced semi-supervised learning for top gas flow state classification to optimize emission and production in blast ironmaking furnaces
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作者 Song Liu Qiqi Li +3 位作者 Qing Ye Zhiwei Zhao Dianyu E Shibo Kuang 《International Journal of Minerals,Metallurgy and Materials》 2026年第1期204-216,共13页
Automated classification of gas flow states in blast furnaces using top-camera imagery typically demands a large volume of labeled data,whose manual annotation is both labor-intensive and cost-prohibitive.To mitigate ... Automated classification of gas flow states in blast furnaces using top-camera imagery typically demands a large volume of labeled data,whose manual annotation is both labor-intensive and cost-prohibitive.To mitigate this challenge,we present an enhanced semi-supervised learning approach based on the Mean Teacher framework,incorporating a novel feature loss module to maximize classification performance with limited labeled samples.The model studies show that the proposed model surpasses both the baseline Mean Teacher model and fully supervised method in accuracy.Specifically,for datasets with 20%,30%,and 40%label ratios,using a single training iteration,the model yields accuracies of 78.61%,82.21%,and 85.2%,respectively,while multiple-cycle training iterations achieves 82.09%,81.97%,and 81.59%,respectively.Furthermore,scenario-specific training schemes are introduced to support diverse deployment need.These findings highlight the potential of the proposed technique in minimizing labeling requirements and advancing intelligent blast furnace diagnostics. 展开更多
关键词 blast furnace gas flow state semi-supervised learning mean teacher feature loss
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New insights into the homeostatic role of Lrig1 in different neurogenic niches:Implications for neuronal regeneration
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作者 Ana Paula De Vincenti Fernanda Ledda Gustavo Paratcha 《Neural Regeneration Research》 2026年第4期1544-1545,共2页
Stem cell proliferation is tightly regulated in developing and adult tissues through the coordinated action of cell-intrinsic and extracellular signals.Although many extracellular cues were identified,the cell-intrins... Stem cell proliferation is tightly regulated in developing and adult tissues through the coordinated action of cell-intrinsic and extracellular signals.Although many extracellular cues were identified,the cell-intrinsic mechanisms underlying the decision of a stem cell to proliferate,enter a dormant quiescent state or differentiate into a specific cell type remains incompletely understood. 展开更多
关键词 neuronalregeneration neurogenicniches stem cell homeostaticrole dormant quiescent state differentiate specific cell type Lrig stemcellproliferation
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Stress-path dependency of rock shear strength influencedby shear surface integrity:Experimental and numerical investigations
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作者 Tao Li Qiang Zhang +3 位作者 Guilei Han Hongying Wang Linpo Shi Sizhe Ye 《Journal of Rock Mechanics and Geotechnical Engineering》 2026年第2期1073-1089,共17页
Excavation causes stress redistribution and affects the stress path during the shearing process of rock.The shear strength of rock varies under different stress paths,and the presence of defects reduces the shear stre... Excavation causes stress redistribution and affects the stress path during the shearing process of rock.The shear strength of rock varies under different stress paths,and the presence of defects reduces the shear strength.To further investigate this phenomenon,this study investigates the shear behaviour of rocks with different shear surface integrities under the influenceof different stress paths through laboratory tests and numerical simulations.The results indicate that the shear strength depends on the stress path and a decrease in the shear surface integrity reduces the degree of dependence.The cohesion and friction angle of the Mohr‒Coulomb criterion decrease with weakening of the shear surface integrity.For different stress paths,the direct shear strength is always greater than that of other shear stress paths.The pattern of changes in the acoustic emission count and cumulative count indirectly reflectsthe above findings.Numerical simulations further indicate that the different principal stress states and normal suppression effects during the shearing process lead to changes in the factors of crack propagation,resulting in different mechanical behaviours under various stress paths.For rocks with different integrity levels,the main reason for the different path dependences of shear strength is that the size of the area affected by shear is different.Shear failure will concentrate on the shear plane when the normal inhibition effect is greater.This study explores the mechanism of rock shear behaviour,providing a theoretical basis for establishing more accurate constitutive models and strength criteria. 展开更多
关键词 Rock integrity Stress path Shear strength Crack propagation Principal stress state
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Predictive Maintenance Strategy for Photovoltaic Power Systems: Collaborative Optimization of Transformer-Based Lifetime Prediction and Opposition-Based Learning HHO Algorithm
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作者 Wei Chen Yang Wu +2 位作者 Tingting Pei Jie Lin Guojing Yuan 《Energy Engineering》 2026年第2期487-506,共20页
In view of the insufficient utilization of condition-monitoring information and the improper scheduling often observed in conventional maintenance strategies for photovoltaic(PV)modules,this study proposes a predictiv... In view of the insufficient utilization of condition-monitoring information and the improper scheduling often observed in conventional maintenance strategies for photovoltaic(PV)modules,this study proposes a predictive maintenance(PdM)strategy based on Remaining Useful Life(RUL)estimation.First,a RUL prediction model is established using the Transformer architecture,which enables the effective processing of sequential degradation data.By employing the historical degradation data of PV modules,the proposed model provides accurate forecasts of the remaining useful life,thereby supplying essential inputs for maintenance decision-making.Subsequently,the RUL information obtained from the prediction process is integrated into the optimization of maintenance policies.An opposition-based learning Harris Hawks Optimization(OHHO)algorithm is introduced to jointly optimize two critical parameters:the maintenance threshold L,which specifies the degradation level at which maintenance should be performed,and the recovery factor r,which reflects the extent to which the system performance is restored after maintenance.The objective of this joint optimization is to minimize the overall operation and maintenance cost while maintaining system availability.Finally,simulation experiments are conducted to evaluate the performance of the proposed PdM strategy.The results indicate that,compared with conventional corrective maintenance(CM)and periodic maintenance(PM)strategies,the RUL-driven PdM approach achieves a reduction in the average cost rate by approximately 20.7%and 17.9%,respectively,thereby demonstrating its potential effectiveness for practical PV maintenance applications. 展开更多
关键词 State information remaining useful life Transformer model Harris Hawks optimization maintenance
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