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Health management based on fusion prognostics for avionics systems 被引量:14
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作者 Jiuping Xu Lei Xu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2011年第3期428-436,共9页
Health management permits the reliability of a system and plays a increasingly important role for achieving efficient system-level maintenance.It has been used for remaining useful life(RUL) prognostics of electroni... Health management permits the reliability of a system and plays a increasingly important role for achieving efficient system-level maintenance.It has been used for remaining useful life(RUL) prognostics of electronics-rich system including avionics.Prognostics and health management(PHM) have become highly desirable to provide avionics with system level health management.This paper presents a health management and fusion prognostic model for avionics system,combining three baseline prognostic approaches that are model-based,data-driven and knowledge-based approaches,and integrates merits as well as eliminates some limitations of each single approach to achieve fusion prognostics and improved prognostic performance of RUL estimation.A fusion model built upon an optimal linear combination forecast model is then utilized to fuse single prognostic algorithm representing the three baseline approaches correspondingly,and the presented case study shows that the fusion prognostics can provide RUL estimation more accurate and more robust than either algorithm alone. 展开更多
关键词 prognostics and health management(PHM) avionics system fusion model prognostic approach remaining useful life(RUL).
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Fusion and fission solitons for the (2+1)-dimensional generalized Breor-Kaup system 被引量:3
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作者 强继业 马松华 方建平 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第9期106-111,共6页
With a projective equation and a linear variable separation method, this paper derives new families of variable separation solutions (including solitory wave solutions, periodic wave solutions, and rational function ... With a projective equation and a linear variable separation method, this paper derives new families of variable separation solutions (including solitory wave solutions, periodic wave solutions, and rational function solutions) with arbitrary functions for (2+1)-dimensional generalized Breor-Kaup (GBK) system. Based on the derived solitary wave excitation, it obtains fusion and fission solitons. 展开更多
关键词 projective equation GBK system variable separation solutions fusion and fission solitons
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A Layered Interactive Neural-fuzzy Fusion System and Its Application in Data Processing
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作者 董华春 权太范 周斌 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 1998年第3期63-67,共5页
A Layered Interactive Neural-fuzzy Fusion System, which is a general fusion model is presented with its structure and algorithm studied systematically. The system, according to the layering technique, is logically com... A Layered Interactive Neural-fuzzy Fusion System, which is a general fusion model is presented with its structure and algorithm studied systematically. The system, according to the layering technique, is logically composed of a hierarchical set of subsystems. Subsystems with the same rank make up a specific layer. Corresponding fusion techniques are adopted for each layer. Thus a general scheme from the whole to the detail is obtained for the design of tile fusion system. Furthermore, since the element of the bottom layer can be defined by object-oriented analyzing method, the flexibility of the fusion system is consequently improved. A practical neural-fuzzy fusion system is developed for data processing problem and its performance is proved to be better than the old ones. 展开更多
关键词 NEURAL networks FUZZY system fusion
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ANFIS-based Sensor Fusion System of Sit-to-stand for Elderly People Assistive Device Protocols 被引量:5
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作者 Omar Salah Ahmed A.Ramadan +3 位作者 Salvatore Sessa Ahmed Abo Ismail Makasatsu Fujie Atsuo Takanishi 《International Journal of Automation and computing》 EI CSCD 2013年第5期405-413,共9页
This paper describes the analysis and design of an assistive device for elderly people under development at the EgyptJapan University of Science and Technology(E-JUST) named E-JUST assistive device(EJAD).Several e... This paper describes the analysis and design of an assistive device for elderly people under development at the EgyptJapan University of Science and Technology(E-JUST) named E-JUST assistive device(EJAD).Several experiments were carried out using a motion capture system(VICON) and inertial sensors to identify the human posture during the sit-to-stand motion.The EJAD uses only two inertial measurement units(IMUs) fused through an adaptive neuro-fuzzy inference systems(ANFIS) algorithm to imitate the real motion of the caregiver.The EJAD consists of two main parts,a robot arm and an active walker.The robot arm is a 2-degree-of-freedom(2-DOF) planar manipulator.In addition,a back support with a passive joint is used to support the patient s back.The IMUs on the leg and trunk of the patient are used to compensate for and adapt to the EJAD system motion depending on the obtained patient posture.The ANFIS algorithm is used to train the fuzzy system that converts the IMUs signals to the right posture of the patient.A control scheme is proposed to control the system motion based on practical measurements taken from the experiments.A computer simulation showed a relatively good performance of the EJAD in assisting the patient. 展开更多
关键词 Adaptive neuro-fuzzy inference systems(ANFIS) sensor fusion assistive technologies sit-to-stand motion analysis inertial measurement units
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THE SIMULTANEOUS AND NON-SIMULTANEOUS BLOW-UP CRITERIA FOR A DIFFUSION SYSTEM
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作者 凌征球 王泽佳 张国强 《Acta Mathematica Scientia》 SCIE CSCD 2013年第1期139-149,共11页
This paper investigates the finite time blow-up of nonnegative solutions for a nonlinear diffusion system with a more complicated source term, which is a product of localized source, local source, and weight function,... This paper investigates the finite time blow-up of nonnegative solutions for a nonlinear diffusion system with a more complicated source term, which is a product of localized source, local source, and weight function, and complemented by homogeneous Dirichlet boundary conditions. The criteria are proposed to identify simultaneous and nonsimultaneous blow-up solutions. Moreover, the related classification for the four parameters in the model is optimal and complete. The results extend those in Zhang and Yang [12]. 展开更多
关键词 BLOW-UP simultaneous and non-simultaneous blow-up critical exponent dif-fusion system
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Fusion, fission, and annihilation of complex waves for the(2+1)-dimensional generalized Calogero–Bogoyavlenskii–Schiff system
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作者 朱维婷 马松华 +2 位作者 方建平 马正义 朱海平 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第6期118-122,共5页
With the help of the symbolic computation system, Maple and Riccati equation (ξ' = ao + a1ξ+ a2ξ2), expansion method, and a linear variable separation approach, a new family of exact solutions with q = lx + ... With the help of the symbolic computation system, Maple and Riccati equation (ξ' = ao + a1ξ+ a2ξ2), expansion method, and a linear variable separation approach, a new family of exact solutions with q = lx + my + nt + Г(x,y, t) for the (2+1)-dimensional generalized Calogero-Bogoyavlenskii-Schiff system (GCBS) are derived. Based on the derived solitary wave solution, some novel localized excitations such as fusion, fission, and annihilation of complex waves are investigated. 展开更多
关键词 Riccati equation expansion method GCBS system exact solutions fusion fission and annihilationof complex waves
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Multi-rate sensor fusion-based adaptive discrete finite-time synergetic control for flexible-joint mechanical systems
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作者 薛广月 任雪梅 夏元清 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第10期197-205,共9页
This paper proposes an adaptive discrete finite-time synergetic control (ADFTSC) scheme based on a multi-rate sensor fusion estimator for flexible-joint mechanical systems in the presence of unmeasured states and dy... This paper proposes an adaptive discrete finite-time synergetic control (ADFTSC) scheme based on a multi-rate sensor fusion estimator for flexible-joint mechanical systems in the presence of unmeasured states and dynamic uncertainties. Multi-rate sensors are employed to observe the system states which cannot be directly obtained by encoders due to the existence of joint flexibilities. By using an extended Kalman filter (EKF), the finite-time synergetic controller is designed based on a sensor fusion estimator which estimates states and parameters of the mechanical system with multi-rate measurements. The proposed controller can guarantee the finite-time convergence of tracking errors by the theoretical derivation. Simulation and experimental studies are included to validate the effectiveness of the proposed approach. 展开更多
关键词 adaptive finite-time synergetic control multi-rate sensor fusion mechanical systems
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Neutronics Optimization of LiPb-He Dual-Cooled Fuel Breeding Blanket for the Fusion-Driven sub-critical System 被引量:1
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作者 郑善良 吴宜灿 《Plasma Science and Technology》 SCIE EI CAS CSCD 2002年第4期1421-1428,共8页
The concept of the liquid Li17Pb83 and Helium gas dual-cooled Fuel Breeding Blanket (FBB) for the Fusion-Driven sub-critical System (FDS) is presented and analyzed. Taking self-sustaining tritium (TBR >1.05) and an... The concept of the liquid Li17Pb83 and Helium gas dual-cooled Fuel Breeding Blanket (FBB) for the Fusion-Driven sub-critical System (FDS) is presented and analyzed. Taking self-sustaining tritium (TBR >1.05) and annual output of 100 kg or more fissile 239Pu (FBR > 0.238) as objective parameters, and based on the three-dimensional Monte Carlo neutron-photon transport code MCNP/4A, a neutronics-optimizated calculation of different cases was carried out and the concept is proved feasible. In addition, the total breeding ratio ( BR = TBR + FBR ) is listed corresponding to different cases. 展开更多
关键词 NEUTRONICS fusion - driven sub-exitical system LiPb-He dual-coded fuel breeding blanket
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A Study of Multi-sensor Data Fusion System Based on MAS for Nutrient Solution Measurement
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作者 Feng Chen Dafu Yang +1 位作者 Bing Wang Xianhu Tan 《稀有金属材料与工程》 SCIE EI CAS CSCD 北大核心 2006年第A03期264-267,共4页
For complementarity and redundancy of multi-sensor data fusion (MSDF) system,it is an effective approach for multiple components measurement.In order to measure nutrient solution on-line,a dynamic and complex system ... For complementarity and redundancy of multi-sensor data fusion (MSDF) system,it is an effective approach for multiple components measurement.In order to measure nutrient solution on-line,a dynamic and complex system under greenhouse environment,sensors should have intelligent properties including self-calibration and self-compensation. Meanwhile,it is necessary for multiple sensors to cooperate and interact for enhancing reliability of multi-sensor system. Because of the properties of multi-agent system (MAS),it is an appropriate tool to study MSDF system.This paper proposed an architecture of MSDF system based on MAS for the multiple components measurement of nutrient solution.The sensor agent's structure and function modules are analyzed and described in detail,the formal definitions are given,too.The relations of the sensors are modeled to implement reliability diagnosis of the multi-sensor system,so that the reliability of nutrient control system is enhanced.This study offers an effective approach for the study of MSDF. 展开更多
关键词 multi-sensor data fusion multi-agent system nutrient solution reliability diagnosis.
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Distributed Reduced-order Optimal Fusion Kalman Filters for Stochastic Singular Systems 被引量:2
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作者 SUN Shu-Li MA Jing 《自动化学报》 EI CSCD 北大核心 2006年第2期286-290,共5页
Based on the optimal fusion algorithm weighted by matrices in the linear minimum variance (LMV) sense, a distributed full-order optimal fusion Kalman filter (DFFKF) is given for discrete-time stochastic singular syste... Based on the optimal fusion algorithm weighted by matrices in the linear minimum variance (LMV) sense, a distributed full-order optimal fusion Kalman filter (DFFKF) is given for discrete-time stochastic singular systems with multiple sensors, which involves the inverse of a high-dimension matrix to compute matrix weights. To reduce the computational burden, a distributed reduced-order fusion Kalman filter (DRFKF) is presented, which involves in parallel the inverses of two relatively low-dimension matrices to compute matrix weights. A simulation example shows the effectiveness. 展开更多
关键词 多传感器 信息融合 KALMAN滤波 随机奇异系统
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Wavelet Packet-based Feedback System for Medical Image Fusion
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作者 YU Oiuyan IHAN Xiaojun 《Semiconductor Photonics and Technology》 CAS 2010年第2期103-109,共7页
In order to meet the requirements of medical research,diagnosis and treatment,a new algorithm for image fusion based on the wavelet packet transform in conjunction with both subjective and objective assessments is put... In order to meet the requirements of medical research,diagnosis and treatment,a new algorithm for image fusion based on the wavelet packet transform in conjunction with both subjective and objective assessments is put forward in the paper.Compared to the wavelet transform,the wavelet packet transform is more intricate and effective for the medical image fusion.As indicated by the experimental results,parameters of the feedback system of the new algorithm are significantly superior to those of the wavelet transform,with practicability and accuracy. 展开更多
关键词 medical image fusion wavelet packet subjective assessment feedback system
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融合BDS和5G观测数据的定位技术
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作者 谢于晨 侯倍倍 邱岚 《测绘通报》 北大核心 2026年第3期13-19,共7页
针对单一北斗卫星导航系统(BDS)在可见卫星数量不足情况下定位性能降低的问题,本文提出一种基于BDS和原始5G观测数据的融合定位算法。首先,建立基于BDS和5G的融合定位算法模型;然后,将最小二乘法的结果导入卡尔曼滤波器中,结合预测和观... 针对单一北斗卫星导航系统(BDS)在可见卫星数量不足情况下定位性能降低的问题,本文提出一种基于BDS和原始5G观测数据的融合定位算法。首先,建立基于BDS和5G的融合定位算法模型;然后,将最小二乘法的结果导入卡尔曼滤波器中,结合预测和观测信息进行分析,从而获得最终定位结果;最后,在轻度、中度和严重遮挡3种环境下,对所提融合定位算法的定位性能进行试验测试和评估分析。试验结果表明,在轻微遮挡环境下,均方根误差降低超50%;在中度遮挡环境下,精度提升近80%;在严重遮挡环境下,即便北斗卫星信号受限,融合系统仍能提供连续高精度定位,均方根误差低至1.412 m。增加5G基站数量可进一步优化定位效果,尤其是在严重遮挡环境下,效果尤为显著。 展开更多
关键词 北斗卫星导航系统 5G 融合定位 基站
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县域紧密型医共体信息一体化建设实践与效果评价
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作者 黄伟强 朱敏刚 +1 位作者 廖庆红 顾韵霏 《中国数字医学》 2026年第1期13-19,共7页
随着紧密型县城医共体建设深化,信息一体化成为打破城乡医疗壁垒、落地分级诊疗、保障居民健康服务同质化的关键。传统分散式信息模式存在系统孤岛多、数据标准碎、业务协同差、上下诊疗衔接断层等问题,难以满足医共体“人、财、物、信... 随着紧密型县城医共体建设深化,信息一体化成为打破城乡医疗壁垒、落地分级诊疗、保障居民健康服务同质化的关键。传统分散式信息模式存在系统孤岛多、数据标准碎、业务协同差、上下诊疗衔接断层等问题,难以满足医共体“人、财、物、信息”一体化管理与协同发展的需求。本研究通过梳理嘉善县第一人民医院医共体信息一体化建设历程,深入剖析基于新一代信息技术的“全域统筹、全域数智、全域整合”信息架构与实践路径,并通过量化数据评价建设效果。研究表明,通过分阶段推进系统融合、构建统一信息底座、重构全域业务应用,嘉善县成功破除医共体内部数据壁垒,实现医疗资源高效共享与基层服务能力显著提升,同时明确与区域健康信息平台的协同机制及资金、医保、利益分配模式,为县域紧密型医共体高质量发展提供了可借鉴的“嘉善方案”。 展开更多
关键词 紧密型医共体 信息一体化 系统融合 资源共享 效果评价
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Bridging the gap:axonal fusion drives rapid functional recovery of the nervous system
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作者 Jean-Sébastien Teoh Michelle Yu-Ying Wong +1 位作者 Tarika Vijayaraghavan Brent Neumann 《Neural Regeneration Research》 SCIE CAS CSCD 2018年第4期591-594,共4页
Injuries to the central or peripheral nervous system frequently cause long-term disabilities because damaged neurons are unable to efficiently self-repair.This inherent deficiency necessitates the need for new treatme... Injuries to the central or peripheral nervous system frequently cause long-term disabilities because damaged neurons are unable to efficiently self-repair.This inherent deficiency necessitates the need for new treatment options aimed at restoring lost function to patients.Compared to humans,a number of species possess far greater regenerative capabilities,and can therefore provide important insights into how our own nervous systems can be repaired.In particular,several invertebrate species have been shown to rapidly initiate regeneration post-injury,allowing separated axon segments to re-join.This process,known as axonal fusion,represents a highly efficient repair mechanism as a regrowing axon needs to only bridge the site of damage and fuse with its separated counterpart in order to re-establish its original structure.Our recent findings in the nematode Caenorhabditis elegans have expanded the promise of axonal fusion by demonstrating that it can restore complete function to damaged neurons.Moreover,we revealed the importance of injury-induced changes in the composition of the axonal membrane for mediating axonal fusion,and discovered that the level of axonal fusion can be enhanced by promoting a neuron's intrinsic growth potential.A complete understanding of the molecular mechanisms controlling axonal fusion may permit similar approaches to be applied in a clinical setting. 展开更多
关键词 axonal fusion axon regeneration nervous system repair nerve injury PHOSPHATIDYLSERINE functional repair axonal transport Caenorhabditis elegans
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中药绿色制造碳足迹核算的关键问题与对策
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作者 慈志敏 马鸿雁 +4 位作者 李正 杨明 王学成 伍振峰 张定堃 《中草药》 北大核心 2026年第3期789-798,共10页
在全球应对气候变化及我国实施“双碳”战略背景下,推动中药产业绿色低碳转型是实现其高质量发展的关键路径。碳足迹作为重要评价指标,对中药产业绿色制造升级与国际竞争力提升至关重要。系统剖析了中药绿色制造的内涵及其与碳足迹核算... 在全球应对气候变化及我国实施“双碳”战略背景下,推动中药产业绿色低碳转型是实现其高质量发展的关键路径。碳足迹作为重要评价指标,对中药产业绿色制造升级与国际竞争力提升至关重要。系统剖析了中药绿色制造的内涵及其与碳足迹核算的内在联系,综述了国内外碳足迹核算政策、标准体系及制药领域研究进展。聚焦中药产业的特殊性,基于生命周期评价(life cycle assessment,LCA)理论,深入揭示当前碳足迹核算面临的关键问题:数据基础薄弱且不确定性高、系统边界与分配规则模糊、通用模型难以适配中药“能-质-效”时空耦合特性。为此,亟需推进LCA理论的本土化重构,构建覆盖“药材-炮制-制剂”全链条的动态核算模型,建设行业专属数据库,发展智能数据采集技术,并推动标准体系与政策协同。旨在为建立“低碳-优质-高效”融合的中药绿色制造评价新范式提供理论支撑,服务中医药产业“双碳”战略与可持续发展。 展开更多
关键词 中药绿色制造 碳足迹 生命周期评价 数据融合 系统边界 核算模型
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Image fusion using MIM software via picture archiving and communication system 被引量:1
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作者 GU Zhao-Xiang, JIANG Mao-Song Medicine and pharmaceuticals (Huadong Hospital, Shanghai 200040) 《Nuclear Science and Techniques》 SCIE CAS CSCD 2001年第4期241-246,共6页
The preliminary studies of the multimodality image registration and fusion were performed using an image fusion software and a picture archiving and communication system (PACS) to explore the methodology. Original ima... The preliminary studies of the multimodality image registration and fusion were performed using an image fusion software and a picture archiving and communication system (PACS) to explore the methodology. Original image voluminal data were acquired with a CT scanner, MR and dual-head coincidence SPECT, respectively. The data sets from all imaging devices were queried, retrieved, transferred and accessed via DICOM PACS. The image fusion was performed at the SPECT ICON work-station, where the MIM (Medical Image Merge) fusion software was installed. The images were created by reslicing original volume on the fly. The image volumes were aligned by translation and rotation of these view ports with respect to the original volume orientation. The transparency factor and contrast were adjusted in order that both volumes can be visualized in the merged images. The image volume data of CT, MR and nuclear medicine were transferred, accessed and loaded via PACS successfully. The perfect fused images of chest CT/18F-FDG and brain MR/SPECT were obtained. These results showed that image fusion technique using PACS was feasible and practical. Further experimentation and larger validation studies were needed to explore the full potential of the clinical use. 展开更多
关键词 放射性医学 图象融合 软件开发
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基于特征融合的宽度—深度学习恶意软件检测
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作者 赵月爱 刘美晨 +1 位作者 展翼乐 王玲 《软件导刊》 2026年第3期141-149,共9页
针对现有恶意软件检测方法存在的图像表现形式不丰富和特征提取不充分问题,提出一种基于金字塔特征融合的宽度—深度学习恶意软件检测模型EffNet-IPDBL。首先,将恶意软件可视化为多通道图像,以增强样本数据特征;其次,在EfficientNetB3... 针对现有恶意软件检测方法存在的图像表现形式不丰富和特征提取不充分问题,提出一种基于金字塔特征融合的宽度—深度学习恶意软件检测模型EffNet-IPDBL。首先,将恶意软件可视化为多通道图像,以增强样本数据特征;其次,在EfficientNetB3模块中引入双通道注意力机制,以加强通道特征选择能力,获取更多信息强化图像特征;再次,使用金字塔特征融合多尺度多层级图像特征,同时捕捉全局语义和局部细节,以提升系统鲁棒性;最后,采用增量主成分分析优化金字塔深度—宽度学习模块,使其更适用于处理大规模数据集。在自建数据集和Malimg公开数据集上进行实验,结果表明该模型的检测准确率分别达到88.35%和98.69%,能有效检测恶意软件。 展开更多
关键词 恶意软件 宽度学习系统 特征融合 EfficientNet 增量主成分分析
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运载火箭冗余惯性测量系统的精度控制技术研究
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作者 胡海峰 张雅顺 +1 位作者 柴嘉薪 周涛 《宇航学报》 北大核心 2026年第2期461-469,共9页
针对运载火箭冗余惯性测量系统(IMS)导航精度提升需求,提出基于多传感器信息融合与故障重构的精度控制方法。该方法通过融合冗余传感器测量数据,有效降低测量噪声引起的导航误差,并结合故障检测、隔离与重构技术,实现系统在无故障及故... 针对运载火箭冗余惯性测量系统(IMS)导航精度提升需求,提出基于多传感器信息融合与故障重构的精度控制方法。该方法通过融合冗余传感器测量数据,有效降低测量噪声引起的导航误差,并结合故障检测、隔离与重构技术,实现系统在无故障及故障工况下的导航性能优化。研究中,针对载人运载火箭双七表惯性测量组合系统开展仿真验证,结果表明:在无故障状态下,系统随机误差显著减小;一度故障隔离后,导航精度得到明显提升;二度故障重构条件下,火箭入轨精度仍可满足任务要求,为提升运载火箭导航系统可靠性与精度提供了新的解决方案。 展开更多
关键词 运载火箭 冗余惯性测量系统 信息融合 故障检测与隔离重构 导航精度控制
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数字化转型与价值体系重构——融通创新支撑下的“再平衡”
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作者 王涛 战梦霞 《暨南学报(哲学社会科学版)》 北大核心 2026年第2期133-151,共19页
数字化转型和价值体系重构都是企业面对内外部环境采取的创新变革。当两种变革发生在组织边界以内,企业可以采取有效的管控措施来保持两者间的平衡。当创新变革延伸到组织边界以外,不仅会打破企业内部的现有平衡,而且还会给组织间合作... 数字化转型和价值体系重构都是企业面对内外部环境采取的创新变革。当两种变革发生在组织边界以内,企业可以采取有效的管控措施来保持两者间的平衡。当创新变革延伸到组织边界以外,不仅会打破企业内部的现有平衡,而且还会给组织间合作带来新的挑战。融通创新作为中国情境下的一种新型组织间合作创新模式,可以通过形成跨界融合的结构形态来促进多元主体间的融汇与贯通以支撑跨组织创新活动的有序开展。数字化情境下的融通创新会被赋予新的运作机制来激发多元主体开展全面且系统化的创新变革,通过推动企业、供应商和客户开展数字化集成和数字化创新来促进创新要素跨组织边界的汇聚、共享和整合并优化配置,进而重塑价值活动的内在逻辑和建构新的价值体系,从而实现数字化转型与价值体系重构的“再平衡”。 展开更多
关键词 融通创新 数字化转型 价值体系 跨界融合
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多传感信息融合下的煤矿钻机状态远程在线监测研究
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作者 王德伟 张灿明 《煤矿机械》 2026年第1期213-219,共7页
针对煤矿井下钻机状态监测中存在的多源传感器数据时空失配、噪声干扰强、故障特征微弱等问题,提出了一种基于多传感信息融合的远程在线监测系统。在硬件层面,设计以ATMEGA128L低功耗微处理器为核心的嵌入式采集节点,集成振动、温度、... 针对煤矿井下钻机状态监测中存在的多源传感器数据时空失配、噪声干扰强、故障特征微弱等问题,提出了一种基于多传感信息融合的远程在线监测系统。在硬件层面,设计以ATMEGA128L低功耗微处理器为核心的嵌入式采集节点,集成振动、温度、转速等多种传感器,通过LoRa与工业以太网实现数据可靠回传;在软件层面,提出时序对齐与一阶加权滑动平均去噪方法,解决数据异步与噪声耦合问题;进一步提取峰值、均值、均方根、波形指标与峭度等多维时域特征,并引入轻量化熵权融合机制,实现对轴承点蚀、齿轮断齿等隐性故障的敏感识别;最后,采用改进的集成学习算法,在边缘侧完成钻机运行状态的实时诊断。现场应用结果表明,该系统一致性指数稳定在0.9~1.0,可识别正常、异常、维修、故障4类状态,平均响应延迟低于200 ms,为煤矿钻机预测性维护提供了可部署、高可靠的一体化解决方案。 展开更多
关键词 钻机 多传感信息融合 嵌入式系统 熵权特征融合 集成学习 远程在线监测
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