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Cooperative robust parallel operation of multiple actuators
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作者 XU Liang XU Xiang LIU Tao 《控制理论与应用》 北大核心 2026年第1期3-11,共9页
This paper studies cooperative robust parallel operation of multiple actuators over an undirected communication graph.The plant is modeled as an uncertain linear system,and the actuators are linear and identical.Based... This paper studies cooperative robust parallel operation of multiple actuators over an undirected communication graph.The plant is modeled as an uncertain linear system,and the actuators are linear and identical.Based on the internal model principle,a distributed dynamic output feedback control law is proposed to achieve both robust output regulation of the closed-loop system and plant input sharing among the actuators.A practical example of five motors cooperatively driving an uncertain shaft under an external load torque is presented to show the effectiveness of the proposed control law. 展开更多
关键词 cooperative parallel operation multiple actuators robust output regulation CONSENSUS
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Multi-Area Path Planning for Multiple Unmanned Surface Vessels
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作者 Jianing Wu Yufeng Chen +2 位作者 Li Yin Huajun He Panshuan Jin 《Computers, Materials & Continua》 2026年第4期1093-1110,共18页
To conduct marine surveys,multiple unmanned surface vessels(Multi-USV)with different capabilities perform collaborative mapping in multiple designated areas.This paper proposes a task allocation algorithm based on int... To conduct marine surveys,multiple unmanned surface vessels(Multi-USV)with different capabilities perform collaborative mapping in multiple designated areas.This paper proposes a task allocation algorithm based on integer linear programming(ILP)with flow balance constraints,ensuring the fair and efficient distribution of sub-areas among USVs and maintaining strong connectivity of assigned regions.In the established gridmap,a search-based path planning algorithm is performed on the sub-areas according to the allocation scheme.It uses the greedy algorithm and the A*algorithm to achieve complete coverage of the barrier-free area and obtain an efficient trajectory of each USV.The greedy algorithm enables fast local traversal of unvisited grids,while the A*algorithm ensures navigation to escape from deadlock areas and maintains global path continuity.The comparison of task allocation results proves that the task allocation algorithm based on ILP improves the mapping efficiency and task distribution fairness.The proposed allocation method and result analysis provide a certain reference for the practical application ofMulti-USV to perform survey tasks collaboratively. 展开更多
关键词 multiple unmanned surface vessels multiple areas integer linear programming
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Illusion of inactivity:Revisiting progressive multiple sclerosis treatment paradigms
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作者 Tal Ganz Tamir Ben-Hur 《Neural Regeneration Research》 2026年第3期1134-1135,共2页
Active inflammation in“inactive”progressive multiple sclerosis:Traditionally,the distinction between relapsing-remitting multiple sclerosis and progressive multiple sclerosis(PMS)has been framed as an inflammatory v... Active inflammation in“inactive”progressive multiple sclerosis:Traditionally,the distinction between relapsing-remitting multiple sclerosis and progressive multiple sclerosis(PMS)has been framed as an inflammatory versus degenerative dichotomy.This was based on a broad misconception regarding essentially all neurodegenerative conditions,depicting the degenerative process as passive and immune-independent occurring as a late byproduct of active inflammation in the central nervous system(CNS),which is(solely)systemically driven. 展开更多
关键词 inflammatory versus degenerative dichotomythis treatment paradigms illusion inactivity multiple sclerosis traditionallythe central nervous system cns which progressive multiple sclerosis active inflammation progressive multiple sclerosis pms
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Impact of machine learning-driven analysis of blood transcriptomes in multiple sclerosis
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作者 Alessandro Digilio Cinthia Farina 《Neural Regeneration Research》 2026年第8期3557-3558,共2页
Multiple sclerosis(MS)is a chronic disorder of the central nervous system characterized by multifocal lesions where inflammation,demyelination,and neurodegeneration occur(Jakimovski et al.,2024).MS diagnosis primarily... Multiple sclerosis(MS)is a chronic disorder of the central nervous system characterized by multifocal lesions where inflammation,demyelination,and neurodegeneration occur(Jakimovski et al.,2024).MS diagnosis primarily relies on the demonstration of dissemination in time and space of the lesions based on clinical,magnetic resonance imaging(MRI),and cerebrospinal fluid assessments(Jakimovski et al.,2024). 展开更多
关键词 multifocal lesions INFLAMMATION cerebrospinal fluid assessments jakimovski blood transcriptomes DIAGNOSIS multiple sclerosis ms multiple sclerosis resonance imaging mri
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Antigen presentation at the brain barriers in multiple sclerosis
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作者 Joshua Brands Jeroen Bogie Bieke Broux 《Neural Regeneration Research》 2026年第7期2932-2933,共2页
Loss of immune tolerance to central nervous system(CNS)antigens lies at the heart of multiple sclerosis(MS),the most common chronic autoimmune disease of the CNS.MS affects nearly2 million people wo rldwide and is cha... Loss of immune tolerance to central nervous system(CNS)antigens lies at the heart of multiple sclerosis(MS),the most common chronic autoimmune disease of the CNS.MS affects nearly2 million people wo rldwide and is chara cterized by focal areas of demyelination,inflammation,axonal injury,and neurodegeneration(Bronge et al.,2022;Magliozzi et al.,2023). 展开更多
关键词 brain barriers central nervous system antigen presentation multiple sclerosis loss immune tolerance loss immune multiple sclerosis ms chronic autoimmune disease
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Formation control for multiple spacecraft with disturbances and sensor failures
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作者 LI Yufei LYU Yuezu PENG Wenliang 《Journal of Systems Engineering and Electronics》 2026年第1期18-25,共8页
Formation control of multiple spacecraft has attracted extensive research attention.However,achieving reliable performance under sensor failures remains a significant challenge.This paper develops an integrated framew... Formation control of multiple spacecraft has attracted extensive research attention.However,achieving reliable performance under sensor failures remains a significant challenge.This paper develops an integrated framework that jointly designs distributed observers and local controllers to ensure robust formation control in the presence of external disturbances and sensor malfunctions.Treating the spacecraft formation as a single interconnected system,each spacecraft constructs a distributed observer that estimates the overall system state by incorporating both its own measurements and the predicted control information shared among the spacecraft.Based on the observer estimates,a local control law is synthesized to maintain the desired formation.Rigorous theoretical analysis and numerical simulations demonstrate that the proposed integrated approach effectively guarantees formation stability and resilience against sensor failures and disturbances. 展开更多
关键词 formation control multiple spacecraft DISTURBANCE sensor failure
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Field Application of SeMNPV(Spodoptera exigua Multiple Nucleopolyhedrovirus)for Controlling Spodoptera exigua on Shallot and Scallion in the Mekong Delta,Vietnam
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作者 Xuan Trinh Thi Lien Truong Thanh Xuan Son Pham Kim 《Research in Ecology》 2026年第1期40-51,共12页
Shallot and scallion are among the essential horticultural crops in the Mekong Delta of Vietnam,and their yields and quality are affected by the beet armyworm,Spodoptera exigua.To control this pest,farmers have used a... Shallot and scallion are among the essential horticultural crops in the Mekong Delta of Vietnam,and their yields and quality are affected by the beet armyworm,Spodoptera exigua.To control this pest,farmers have used a large number of insecticides,which has led to resistance due to continuous use and environmental harm,thereby increasing interest in biological methods,including the Spodoptera exigua multiple nucleopolyhedrovirus(SeMNPV).The study aims to assess the efficacy of the liquid and powder formulation of SeMNPV against Spodoptera exigua under the actual agricultural conditions of Soc Trang(Shallot)and Vinh Long provinces(Scallion).The experimental arrangement used four treatments:SeMNPV liquid,SeMNPV powder,Radiant 60SC(a chemical insecticide),and the control.Some of the factors evaluated were larval density,level of leaf damage,yield,and natural enemies attack.The SeMNPV powder had the least damage,only 0.97 per cent(damage of plant),and a yield of 28.59 t/ha,and was almost equally good as the Radiant 60SC,which produced a damage of 2.53 per cent(damage of plant)and a yield of 29.41 t/ha.SeMNPV treatments significantly reduced larval numbers(down to fewer than 10 larvae/m2 by day 40)and enhanced natural enemies,parasitoids,and microsporidia.The untreated one had the highest damage(8.03%),while the yield was lowest at 19.61 t/ha.Therefore,SeMNPV in powder form has the potential to control S.exigua infestations and to encourage biological control,making it a favourable,environmentally friendly addition to synthetic insecticides in the cultivation of shallot and scallion. 展开更多
关键词 Beet Armyworm Spodoptera exigua multiple Nucleopolyhedrovirus SHALLOT Scallion
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FIXED-TIME PASSIVITY AND SYNCHRONIZATION OF SPATIOTEMPORAL DIRECTED NETWORKS WITH MULTIPLE WEIGHTS
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作者 Yujie MA Cheng HU Leimin WANG 《Acta Mathematica Scientia》 2026年第1期361-382,共22页
This paper is dedicated to fixed-time passivity and synchronization for multi-weighted spatiotemporal directed networks.First,to achieve fixed-time passivity,a type of decentralized power-law controller is developed,i... This paper is dedicated to fixed-time passivity and synchronization for multi-weighted spatiotemporal directed networks.First,to achieve fixed-time passivity,a type of decentralized power-law controller is developed,in which only one parameter needs to be adjusted in the power-law terms;this greatly decreases the inconvenience of parameter adjustment.Second,several fixed-time passivity criteria with LMI forms are derived by using a Gauss divergence theorem to deal with the spatial diffusion of nodes and by applying the Hölder’s inequality to dispose rigorously the power-law term greater than one in the designed control scheme;this improves the previous theoretical analysis.Additionally,the fixed-time synchronization of spatiotemporal directed networks with multi-weights is addressed as a direct result of fixed-time strict passivity.Finally,a numerical example is presented in order to show the validity of the theoretical analysis. 展开更多
关键词 fixed-time passivity fixed-time synchronization spatiotemporal networks multiple weights directed topology
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The adhesive interlayer effect on the thermoelectric structure with multiple electrodes
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作者 Xiaojuan TIAN Yueting ZHOU 《Applied Mathematics and Mechanics(English Edition)》 2026年第3期573-598,共26页
Driven by the trend of device miniaturization and high-density integration,the interaction between adjacent electrodes has become a critical factor affecting the interfacial reliability of thermoelectric(TE)structures... Driven by the trend of device miniaturization and high-density integration,the interaction between adjacent electrodes has become a critical factor affecting the interfacial reliability of thermoelectric(TE)structures.This study investigates the influence of adjoining electrode interactions on the interfacial response of a multi-electrode/TE substrate structure,including interfacial stresses and stress intensity factors at the electrode ends.To solve the corresponding boundary-value problem,the Fourier transforms are adopted to derive a governing integro-differential equation for the interfacial shear stress in multi-electrode systems,incorporating the TE effects as generalized forces on the right-hand side.The results show that both the interfacial tension and transverse stress in the electrodes are significantly affected by the presence of adjacent electrodes.The interaction between neighboring electrodes diminishes as their spacing increases or when an adhesive interlayer is introduced.Furthermore,the softer and thinner electrodes,the softer and thicker adhesive interlayer,and the smaller TE loads are found to be beneficial for improving the interfacial performance.These findings may contribute to the accurate measurement in surface sensors and layout design of multi-point health monitoring systems for TE structures. 展开更多
关键词 thermoelectric(TE)material multiple electrodes adhesive interlayer interface behavior
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Predicting lymph node metastasis in colorectal cancer using caselevel multiple instance learning
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作者 Ling-Feng Zou Xuan-Bing Wang +4 位作者 Jing-Wen Li Xin Ouyang Yi-Ying Luo Yan Luo Cheng-Long Wang 《World Journal of Gastroenterology》 2026年第1期110-125,共16页
BACKGROUND The accurate prediction of lymph node metastasis(LNM)is crucial for managing locally advanced(T3/T4)colorectal cancer(CRC).However,both traditional histopathology and standard slide-level deep learning ofte... BACKGROUND The accurate prediction of lymph node metastasis(LNM)is crucial for managing locally advanced(T3/T4)colorectal cancer(CRC).However,both traditional histopathology and standard slide-level deep learning often fail to capture the sparse and diagnostically critical features of metastatic potential.AIM To develop and validate a case-level multiple-instance learning(MIL)framework mimicking a pathologist's comprehensive review and improve T3/T4 CRC LNM prediction.METHODS The whole-slide images of 130 patients with T3/T4 CRC were retrospectively collected.A case-level MIL framework utilising the CONCH v1.5 and UNI2-h deep learning models was trained on features from all haematoxylin and eosinstained primary tumour slides for each patient.These pathological features were subsequently integrated with clinical data,and model performance was evaluated using the area under the curve(AUC).RESULTS The case-level framework demonstrated superior LNM prediction over slide-level training,with the CONCH v1.5 model achieving a mean AUC(±SD)of 0.899±0.033 vs 0.814±0.083,respectively.Integrating pathology features with clinical data further enhanced performance,yielding a top model with a mean AUC of 0.904±0.047,in sharp contrast to a clinical-only model(mean AUC 0.584±0.084).Crucially,a pathologist’s review confirmed that the model-identified high-attention regions correspond to known high-risk histopathological features.CONCLUSION A case-level MIL framework provides a superior approach for predicting LNM in advanced CRC.This method shows promise for risk stratification and therapy decisions,requiring further validation. 展开更多
关键词 Colorectal cancer Lymph node metastasis Deep learning multiple instance learning HISTOPATHOLOGY
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A Clustering-Based Localization Method for Multiple Magnetic Anomaly Targets with Omission Identification
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作者 Ji-hao Liu Xi-hai Li +2 位作者 Chao Niu Xiao-niu Zeng Yun Zhang 《Applied Geophysics》 2026年第1期45-55,427,共12页
The technology of locating magnetic anomaly targets via geomagnetic eld measurements has been increasingly widely applied,with multiple magnetic anomaly target localization emerging as a critical research direction.Ho... The technology of locating magnetic anomaly targets via geomagnetic eld measurements has been increasingly widely applied,with multiple magnetic anomaly target localization emerging as a critical research direction.However,when two magnetic anomaly targets are horizontally close but vertically separated,traditional clustering-based localization methods tend to omit the deeper target.To address this issue,we propose an improved clustering-based localization method for multiple magnetic anomaly targets,which integrates two core innovations:the introduction of a reference target to establish a benchmark for normal magnetic moment distribution,and the utilization of spatial distribution characteristics of magnetic moment estimates to judge the presence of omitted targets.Simulation results demonstrate that the proposed method not only achieves accurate localization of conventional targets but also eectively identies the omission of deeper targets,providing a reliable basis for determining whether supplementary localization steps are required. 展开更多
关键词 multiple Magnetic Anomaly Targets Magnetic Gradient Tensor LOCALIZATION Omitted Target Identification
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Retinal layers thickness and retinal vascular parameters in patients with multiple sclerosis
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作者 Mehdi Moghaddasi Mahsa Sardarinia +3 位作者 Mostafa Soltansanjari Ahmad Vafajoo Nafise Mohebi Simin Zare 《国际眼科杂志》 2026年第3期368-374,共7页
AIM:To investigate the changes of retinal vascular parameters and retinal layer thickness in patients with multiple sclerosis(MS).METHODS:This single-centered case-control study was performed on a MS group of 42 patie... AIM:To investigate the changes of retinal vascular parameters and retinal layer thickness in patients with multiple sclerosis(MS).METHODS:This single-centered case-control study was performed on a MS group of 42 patients diagnosed with MS and a control group of 43 healthy hospital staff matched in terms of age and sex at Iran University,department of neurology and ophthalmology from March 2020 to March 2021.The ophthalmic parameters of each patient were recorded,and optical coherence tomography was used to evaluate the retinal thickness in the layers.RESULTS:This study enrolled a total of 85 participants,with a mean age of 40.44±11.52 years,including 61 females(72%).The control group consisted of 43 individuals with a mean age of 39.49±11.07 years,while the MS group comprised 42 participants with a mean age of 41.40±12.01 years.The mean disease duration in the MS group was 8.45±6.04 a.The thickness of the ganglion cell layer in the right eye was significantly lower in the MS group compared to the control group(P=0.034).In addition,except for the left nasal sector(P=0.106),the mean peripapillary neurofibrillation in all examined sectors were significantly lower in the MS group than in the control group(P<0.05).The average vessel density in both the deep and superficial capillary plexuses across all regions of both eyes was lower in the MS group than in the control group,with all comparisons for the superficial capillary plexus showing statistical significance(P<0.05 for all except the left nasal sector).CONCLUSION:The thickness of the retina of patients with MS is significantly reduced.Therefore,optical coherence tomography results can be used as a reliable tool to evaluate disease progression and prognosis in MS patients. 展开更多
关键词 multiple sclerosis optical coherence tomography RETINA retinal vascular disorder retinal layer thickness
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Oligodendrocyte ferroptosis:Novel mechanisms in multiple sclerosis
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作者 Valentina Saverio Dmitry Lim Marco Corazzari 《Neural Regeneration Research》 2026年第8期3561-3562,共2页
Myelination in the central nervous system(CNS)is a highly intricate process,exclusive to vertebrates,that relies on the coordinated interaction between oligodendrocytes(OLs)and neurons.In addition to their role in for... Myelination in the central nervous system(CNS)is a highly intricate process,exclusive to vertebrates,that relies on the coordinated interaction between oligodendrocytes(OLs)and neurons.In addition to their role in forming myelin,accumulating evidence indicates that OLs provide crucial trophic support to axons,contributing to normal CNS function.Notably,OL injury and loss are observed in a variety of human conditions,including stroke,traumatic injuries of the brain and spinal cord,as well as neurodegenerative disorders such as multiple sclerosis(MS). 展开更多
关键词 central nervous system central nervous system cns ferroptosis OLIGODENDROCYTE MYELINATION multiple sclerosis vertebrates trophic support
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Incorporating multiple scenarios and landscape ecological risk to optimize ecological security patterns: A Wei River Basin case study
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作者 Xueting Wu Jinghu Pan 《Chinese Journal of Population,Resources and Environment》 2026年第1期94-109,共16页
Under the influence of human activities,landscape fragmentation in the Wei River Basin(WRB)has become increasingly severe.Upstream development has intensified soil erosion,and industrial and agricultural pollution in ... Under the influence of human activities,landscape fragmentation in the Wei River Basin(WRB)has become increasingly severe.Upstream development has intensified soil erosion,and industrial and agricultural pollution in the middle reaches has degraded water quality.Rapid urbanization has further caused habitat fragmentation and biodiversity loss.Collectively,these challenges threaten human well-being and hinder sustainable development,making the construction and optimization of an ecological security pattern(ESP)urgently necessary.However,existing studies often fail to systematically integrate future landscape ecological risk(LER)assessment with ESP optimization.This study evaluated regional LER using the“ecological patches-ecological resistance surface(ERS)-ecological corridor”framework,combined with land-use predictions under three development scenarios,and optimized the ESP by adjusting the ERS and extracting ecological corridors.The results indicate that the LER in the WRB follows an“inverted N”distribution,with low-risk areas concentrated in forested mountain regions and high-risk areas mainly in cultivated land subject to intensive human activity.Across future scenarios,ESPs showed fewer ecological breakpoints and improved landscape connectivity than the 2020 baseline.Scenario-based differences emerged in the spatial configuration of ERS adjustments,with the ecological protection scenario yielding the lowest LER and most favorable ESP.This study demonstrates the deep integration of multi-scenario simulation with LER assessment,providing a new framework for ESP optimization.The findings have guiding significance for ecological protection and coordinated development in the WRB and offer a novel paradigm for sustainable development in ecologically fragile basins worldwide. 展开更多
关键词 Ecological security pattern multiple scenarios Landscape ecological risk Ecological security pattern optimization
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Efficient methods for prediction and evaluation of compressor rotor blades forced response considering multiple excitation from asymmetric stators
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作者 Yuze ZHU Ping YANG +2 位作者 Jinzhang FENG Dingxi WANG Zhuo KOU 《Chinese Journal of Aeronautics》 2026年第3期294-308,共15页
Asymmetric stators,featuring nonuniform pitches,have demonstrated effectiveness in mitigating the forced response of the adjacent compressor rotor blades.However,the lack of comprehensive understanding of their vibrat... Asymmetric stators,featuring nonuniform pitches,have demonstrated effectiveness in mitigating the forced response of the adjacent compressor rotor blades.However,the lack of comprehensive understanding of their vibration reduction mechanisms hinders the development of optimal designs.Typically,the evaluation of rotor blades forced response using asymmetric stators requires fluid–structure interaction methods and full-annulus computational domains;however,these methods are time-consuming and resource-intensive,making them unsuitable for rapid engineering applications.To address these issues,the present study first develops a Fourier-based prediction method for the excitation spectrum and blade forced response that considers the impacts of multiple excitation components.To verify the accuracy of the prediction method,two typical asymmetric stator configurations are selected,and the forced response analyses with single-passage computational domains are conducted on their downstream rotor blades based on the rapid time inclination method.The results are then compared with those obtained using the dual time stepping method with whole-annulus computational domains.The results indicate that the proposed Fourier-based method can accurately predict the impacts of asymmetric stators on the forced response of the rotor blades.Moreover,the rapid evaluation approach based on the time inclination method provides comparable accuracy to the dual time stepping method,but with greater computational efficiency and reduced memory consumption. 展开更多
关键词 Asymmetric stators Nonuniform pitches Forced response Fourier-based method multiple excitation components Time inclination method
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Nussbaum-based fractional-order sliding-mode fault-tolerant cooperative control of multiple UAVs with event-triggered mechanism
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作者 Ruifeng ZHOU Ziquan YU Youmin ZHANG 《Chinese Journal of Aeronautics》 2026年第2期442-455,共14页
To solve the problem of in-flight actuator faults and parameter uncertainties for multiple Unmanned Aerial Vehicles(UAVs),and reduce the communication and computational resource consumption of multiple UAVs,a Fraction... To solve the problem of in-flight actuator faults and parameter uncertainties for multiple Unmanned Aerial Vehicles(UAVs),and reduce the communication and computational resource consumption of multiple UAVs,a Fraction-Order(FO)sliding-mode Fault-Tolerant Cooperative Control(FTCC)strategy is proposed for multiple UAVs based on Event-Triggered Communication Mechanism(ET-COM-M)and Event-Triggered Control Mechanism(ET-CON-M).First,by considering the limited communication bandwidth of multiple UAVs in formation,an ET-COM-M is designed to significantly reduce communication times.Then,a distributed observer is skillfully constructed to estimate the reference signals for follower UAVs.Moreover,the adaptive strategy is incorporated into the Radial Basis Function Neural Network(RBFNN)to learn the lumped unknown terms for handling bias actuator faults and parameter uncertainties.Besides,the Nussbaum method is used to deal with the loss-of-effectiveness faults.To further achieve the refined control performance against faults,FO calculus is artfully integrated into the sliding-mode control protocol with ET-CON-M.Finally,Zeno behavior is excluded by rigorous theoretical analysis and Lyapunov stability is proved to show the effectiveness of the designed FTCC strategy.Simulation results show that the designed FTCC strategy with Event-Triggered Mechanism(ETM)can guarantee the safety of multiple UAVs and simultaneously reduce the communication and control frequencies,making the developed control scheme applicable in engineering. 展开更多
关键词 Event-triggered communication Event-triggered control Fault tolerance Fault-tolerant cooperative control Fractional-order control multiple unmanned aerial vehicles
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Consensus learning based coordinated formation control of multiple UAVs
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作者 Yong TANG Yingxin SHOU +1 位作者 Bin XU Zhenbao LIU 《Chinese Journal of Aeronautics》 2026年第2期402-413,共12页
This paper presents a hierarchical formation control strategy to address the challenges of multiple Unmanned Aerial Vehicles(UAVs)formation control within a cooperative consensus framework.The proposed strategy incorp... This paper presents a hierarchical formation control strategy to address the challenges of multiple Unmanned Aerial Vehicles(UAVs)formation control within a cooperative consensus framework.The proposed strategy incorporates a reference command generation layer,which derives UAV attitude commands based on formation requirements,and a tracking control layer to ensure accurate execution.Collaborative variables,including trajectory position and flight speed,are defined using a three-dimensional track particle and autopilot model,enabling the development of a consensus-based formation control law.Desired attitude angles are computed through altitudehold and coordinated-turn strategies.A sliding surface is designed based on reference models derived from flight quality metrics,while an adaptive controller compensates for aerodynamic model uncertainties.To enhance learning capabilities,a prediction error mechanism based on a series-parallel estimation model is introduced,enabling collaborative learning and the sharing of network weight estimation parameters within the multi-agent system.This facilitates the design of a distributed composite learning law.Lyapunov stability analysis confirms the local exponential stability of the tracking error.The simulations of a twelve-UAV formation,along with comparative analysis of two algorithms,demonstrate the system’s capability for formation maintenance and high-precision tracking control. 展开更多
关键词 Collaborative consistency Distributed composite learning multiple unmanned aerial vehicles system Serial-parallel estimation model Sliding mode adaptive controller
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An image inpainting method based on multiple receptive fields and dynamic matching of damaged patterns
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作者 MENG Jiahao LIU Weirong +2 位作者 SHI Changhong LI Zhijun LIU Jie 《Journal of Southeast University(English Edition)》 2026年第1期121-130,共10页
Current image inpainting models are primarily designed to achieve a large receptive field(RF)using refinement networks to incorporate different scales.However,these models fail to adapt the use of different RFs to the... Current image inpainting models are primarily designed to achieve a large receptive field(RF)using refinement networks to incorporate different scales.However,these models fail to adapt the use of different RFs to the specific patterns of image damage,resulting in artifacts and semantic information confusion in repaired images.To address the problems of artifacts and semantic information confusion,inspired by different sensitivities of different RFs to inpainting the same image damaged patterns,this study proposes an image inpainting method based on multiple receptive fields(MRFs)and dynamic matching of damaged patterns.First,the parallel filter banks are used to extract the MRF feature groups.Second,the features are dynamically weighted and screened,guided by the mask image,to construct a relationship that adaptively matches the most relevant RF to each specific damaged pattern.A fast Fourier convolution based decoder is used to enhance the fusion of global contextual features during the reconstruction of high dimensional features into low dimensional images.Comparative experimental results show that the proposed method achieves better subjective and objective inpainting results on three public datasets:Paris StreetView,CelebA-HQ,and Places2. 展开更多
关键词 image inpainting generative adversarial networks multiple receptive fields(MRFs) dynamic matching of damaged patterns decoder with fast Fourier convolutional
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Identification of immune reconstitution and hematopoiesis restoration by scRNA-seq in bone marrow of multiple myeloma patients treated with high-dose melphalan following auto-HSCT
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作者 Qian Li Yaling Wang +18 位作者 Hongfeng Yuan Qiaomei Cai Lina Zhao Li Lin Shuang Gao Lin Chen Zhiying Zhang Jing Ma Su Liu Zeng Cao Haifeng Zhao Yufei Wang Shihui Li Pan Lv Huihui Zhang Guowen Wang Guang Yang Xiaodong Zhang Yafei Wang 《Cancer Biology & Medicine》 2026年第2期247-251,共5页
Multiple myeloma(MM)is a clonal plasma cell malignancy that arises within the bone marrow(BM),leading to disruptions in normal hematopoiesis,immune dysfunction,osteolytic bone lesions,anemia,and renal impairment1.Desp... Multiple myeloma(MM)is a clonal plasma cell malignancy that arises within the bone marrow(BM),leading to disruptions in normal hematopoiesis,immune dysfunction,osteolytic bone lesions,anemia,and renal impairment1.Despite the significant advances in treatment,such as proteasome inhibitors,immunomodulatory agents,monoclonal antibodies,and chimeric antigen receptor T-cell(CAR-T)therapies,MM remains largely incurable with most patients eventually relapsing2. 展开更多
关键词 clonal plasma cell malignancy high dose melphalan bone marrow single cell RNA sequencing immune reconstitution multiple myeloma mm proteasome inhibitorsimmunomodulatory agentsmonoclonal antibodiesand hematopoiesis restoration
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sIL-2RA Exacerbates Multiple Sclerosis by Activating Microglia and Upregulating Fc Receptors onMicroglia
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作者 Jingfei Shi Yi Ding Hui Lu 《BIOCELL》 2026年第3期125-141,共17页
Objective:Multiple sclerosis(MS)is a chronic inflammatory demyelinating disease of the central nervous system(CNS).Soluble interleukin-2 receptor alpha(sIL-2Rα)has been implicated inMS pathogenesis,but its mechanisms... Objective:Multiple sclerosis(MS)is a chronic inflammatory demyelinating disease of the central nervous system(CNS).Soluble interleukin-2 receptor alpha(sIL-2Rα)has been implicated inMS pathogenesis,but its mechanisms remain unclear.This study investigates how sIL-2Rαexacerbates MS by modulating microglial activation and antibody-dependent cellular cytotoxicity(ADCC)in an experimental autoimmune encephalomyelitis(EAE)mouse model.Methods:Female C57BL/6J mice were induced with EAE and treated with sIL-2Rα.Clinical symptoms,histopathology,and molecular changes were analyzed.Microglial activation was assessed via immunohistochemistry,Western blot,and RNA sequencing.In vitro,ADCC-mediated oligodendrocyte injury was evaluated using Fc receptor inhibition and PI3K-Akt pathway blockade.Results:sIL-2Rα accelerated EAE onset and severity,increasingmicroglial M1 polarization and CNS inflammation.RNA-seq revealed PI3K-Akt pathway activation,upregulating Fc receptors(FcγR)on microglia,which enhanced ADCC against oligodendrocytes(p<0.001).Inhibiting FcγR or PI3K-Akt reduced oligodendrocyte damage.Conclusion:sIL-2Rαexacerbates MS by activating microglia via the PI3K-Aktaxis,promoting ADCC and demyelination.Targeting this pathway may offer novel therapeutic strategies for MS. 展开更多
关键词 multiple sclerosis soluble interleukin-2 receptorα microglial activation phosphatidylinositol 3-kinase-protein kinase B signaling(PI3K-Akt)signaling pathway antibody-dependent cellular cytotoxicity
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