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Data fusion control and guidance of surface-to-air missile under the complex circumstance based on neural-net technology
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作者 Zhou Deyun Zhou Feng 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第5期996-1002,共7页
Under the complicated electromagnetism circumstance, the model of data fusion control and guidance of surface-to-air missile weapon systems is established. Such ways and theories as Elman-NN, radar tracking and filter... Under the complicated electromagnetism circumstance, the model of data fusion control and guidance of surface-to-air missile weapon systems is established. Such ways and theories as Elman-NN, radar tracking and filter's data fusion net based on the group method for data-processing (GMRDF) are applied to constructing the model of data fusion. The highly reliable state estimation of the tracking targets and the improvement in accuracy of control and guidance are obtained. The purpose is optimization design of data fusion control and guidance of surface-to-air missile weapon systems and improving the fighting effectiveness of surface-to-air missile weapon systems. 展开更多
关键词 surface-to-air missile fusion neural net GMDH control and guidance.
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Primary exploration of nonlinear information fusion control theory 被引量:19
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作者 WANG ZhiSheng WANG DaoBo ZHEN ZiYang 《Science in China(Series F)》 2007年第5期686-696,共11页
By introducing Information fusion techniques into a control field, a new theory of information fusion control (IFC) is proposed. Based on the theory of information fusion estimation, optimal control of nonlinear dis... By introducing Information fusion techniques into a control field, a new theory of information fusion control (IFC) is proposed. Based on the theory of information fusion estimation, optimal control of nonlinear discrete control system is investi- gated. All information on control strategy, including ideal control strategy, expected object trajectory and dynamics of system, are regarded as measuring information of control strategy. Therefore, the problem of optimal control is transferred into the one of information fusion estimation. Firstly, the nonlinear information fusion estimation theorems are described. Secondly, an algorithm of nonlinear IFC theory is detailedly deduced. Finally, the simulation results of manipulator shift control are given, which show the feasibility and effectiveness of the presented algorithm. 展开更多
关键词 nonlinear control nonlinear estimation information fusion control (IFC) optimal control
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SPOT WELDING QUALITY FUZZY CONTROL SYSTEM BASED ON MULTISENSOR INFORMATION FUSION 被引量:2
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作者 CHANG Yunlong SU Hang LIN Bin YANG Xu 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2007年第4期36-39,共4页
The multisensor information fusion technology is adopted for real time measuring the four parameters which are connected closely with the weld nugget size(welding current, electrode displacement, dynamic resistance, ... The multisensor information fusion technology is adopted for real time measuring the four parameters which are connected closely with the weld nugget size(welding current, electrode displacement, dynamic resistance, welding time), thus much more original information is obtained. In this way, the difficulty caused by measuring indirectly weld nugget size can be decreased in spot welding quality control, and the stability of spot welding quality can be improved. According to this method, two-dimensional fuzzy controllers are designed with the information fusion result as input and the thyristor control signal as output. The spot welding experimental results indicate that the spot welding quality intelligent control method based on multiscnsor information fusion technology can compensate the influence caused by variable factors in welding process and ensure the stability of welding quality. 展开更多
关键词 Spot welding SENSOR Information fusion Fuzzy logic control
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MHD Stability Analysis and Flow Controls of Liquid Metal Free Surface Film Flows as Fusion Reactor PFCs 被引量:1
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作者 张秀杰 潘传杰 许增裕 《Plasma Science and Technology》 SCIE EI CAS CSCD 2016年第12期1204-1214,共11页
Numerical and experimental investigation results on the magnetohydrodynamics(MHD) film flows along flat and curved bottom surfaces are summarized in this study. A simplified modeling has been developed to study the ... Numerical and experimental investigation results on the magnetohydrodynamics(MHD) film flows along flat and curved bottom surfaces are summarized in this study. A simplified modeling has been developed to study the liquid metal MHD film state, which has been validated by the existing experimental results. Numerical results on how the inlet velocity(V), the chute width(W) and the inlet film thickness(d0) affect the MHD film flow state are obtained. MHD stability analysis results are also provided in this study. The results show that strong magnetic fields make the stable V decrease several times compared to the case with no magnetic field,especially small radial magnetic fields(Bn) will have a significant impact on the MHD film flow state. Based on the above numerical and MHD stability analysis results flow control methods are proposed for flat and curved MHD film flows. For curved film flow we firstly proposed a new multi-layers MHD film flow system with a solid metal mesh to get the stable MHD film flows along the curved bottom surface. Experiments on flat and curved MHD film flows are also carried out and some firstly observed results are achieved. 展开更多
关键词 liquid metal MHD stability flow control film flows magnetic fusion reactor
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Controlling Fusion of Majorana Fermions in One-Dimensional Systems by Zeeman Field
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作者 邵陆兵 汪子丹 +3 位作者 沈瑞 盛利 王伯根 邢定钰 《Chinese Physics Letters》 SCIE CAS CSCD 2017年第6期96-99,共4页
We propose the realization of Majorana fermions (MFs) on the edges of a two-dimensional topological insulator in the proximity with s-wave superconductors and in the presence of transverse exchange field h. It is sh... We propose the realization of Majorana fermions (MFs) on the edges of a two-dimensional topological insulator in the proximity with s-wave superconductors and in the presence of transverse exchange field h. It is shown that there appear a pair of MFs localized at two junctions and that a reverse in the direction of h can lead to permutation of two MFs. With decreasing h, the MF states can either be fused or form one Dirac fermion on the π-junctions, exhibiting a topological phase transition. This characteristic can be used to detect physical states of MFs when they are transformed into Dirac fermions MFs is also given. localized on the π-junction. A condition of decoupling two 展开更多
关键词 MF controlling fusion of Majorana Fermions in One-Dimensional Systems by Zeeman Field
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Research in Control Systems, Sensor Fusion, and Haptic Interfaces
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作者 Lucy Y.Pao 《自动化学报》 EI CSCD 北大核心 2005年第1期75-83,共9页
Research in control systems, sensor fusion and haptic interfaces is reviewed.
关键词 控制系统 触觉界面 传感器合成 可弯曲设备控制 多传感数据合成
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A Way to Realize Controlled Nuclear Fusion by &gamma;-Laser or &gamma;-Ray
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作者 Shihao Chen Ziwei Chen 《World Journal of Nuclear Science and Technology》 2018年第4期190-196,共7页
A way is proposed to realize controllable-nuclear fusion by &gamma;-laser or &gamma;-ray and ordinary laser with their certain frequencies and large enough intensities to irradiate a target ball. The function ... A way is proposed to realize controllable-nuclear fusion by &gamma;-laser or &gamma;-ray and ordinary laser with their certain frequencies and large enough intensities to irradiate a target ball. The function of ordinary laser is to heat the target nuclei and to realize the inertial confinement for the target nuclei. The target nuclei absorbing &gamma;-photons will be in a certain excited state. The scattering cross-sections will be larger and the ignition temperature will be lower to realize fusion of the nuclei in their excited states than those of the nuclei in their ground states. In contrast with the nuclei applied in conventional fusion, e.g., deutons and tritons, according to the way, the nuclei applied to fusion should have the following characters: the nuclei have their excited states, one of the excited states has higher energy and longer lifetime, and the masses of the nuclei are lesser. Thus, the Lawson conditions can more easily be realized so that the controllable nuclear fusion is possibly realized by the way. 展开更多
关键词 controlLED Nuclear fusion Excited States of a NUCLEUS LASER Interaction of LASER with Matter
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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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Hilbert空间中连续控制g-fusion编织框架
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作者 周慧 张建平 康鑫艺 《延安大学学报(自然科学版)》 2025年第1期73-79,共7页
Hilbert空间中g-框架是框架的一种推广。本文在Hilbert空间中将编织型框架与连续控制g-fusion框架相结合,引入连续控制g-fusion编织框架的概念。首先,从有界线性算子的角度,研究了连续控制g-fusion编织框架成立的条件,并利用合成算子给... Hilbert空间中g-框架是框架的一种推广。本文在Hilbert空间中将编织型框架与连续控制g-fusion框架相结合,引入连续控制g-fusion编织框架的概念。首先,从有界线性算子的角度,研究了连续控制g-fusion编织框架成立的条件,并利用合成算子给出了连续控制g-fusion编织框架的一个充要条件;其次,根据编织框架的性质,证明了在去除部分向量元素之后,连续控制g-fusion编织框架仍然是一个编织框架;最后,借助框架的相关性质,讨论了连续控制g-fusion编织框架在数列扰动下的稳定性。研究结果推广了Hilbert空间中关于连续控制g-fusion框架性质研究的已有结论。 展开更多
关键词 连续控制g-fusion框架 编织框架 连续控制g-fusion编织框架 扰动
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Controlled Fusion Strategy Using Ultra-Intense Laser Derived Positron Generation for Initiation
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作者 Robert Le Moyne 《Journal of Applied Mathematics and Physics》 2018年第4期693-703,共11页
A controllable strategy for eliciting nuclear fusion is presented through ultra-intenselaser derived positron generation by a conceptual first physics perspective. The capability to generate positrons on demand in a c... A controllable strategy for eliciting nuclear fusion is presented through ultra-intenselaser derived positron generation by a conceptual first physics perspective. The capability to generate positrons on demand in a controlled manner through an ultra-intense laser incident on a high atomic number target, such as gold, is the intrinsic core to the foundation of controllable nuclear fusion. Positron antimatter generated from the periphery of the fusion fuel pellet provides the basis for initiating the fusion reaction, which is regulated by controlling the operation of the ultra-intense laser. A dual pulsed Fast Ignition mechanism is selected to achieve the fusion reaction. Based on first physics performance analysis the controllable strategy for eliciting nuclear fusion through ultra-intenselaser derived positron generation offers a realizable means for achieving regulated nuclear fusion. A future perspective of the controllable fusion strategy addresses the opportunities and concerns of a pathway toward regulated nuclear fusion. 展开更多
关键词 controllable Nuclear fusion Ultra-Intense Laser POSITRON POSITRON Generation ANTIMATTER TRIDENT PROCESS Bethe-Heitler PROCESS Breit-Wheeler PROCESS Volumetric IGNITION HOTSPOT IGNITION Fast IGNITION
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Outer Loop Power Control Algorithm Based on T-norms Information Fusion Technology in TD-SCDMA
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作者 孙毅 李芹 唐良瑞 《China Communications》 SCIE CSCD 2011年第3期180-188,共9页
An outer loop power control algorithm based on triangle norm(t-norm) information fusion technology is proposed in this paper.According to the difference between block error rate and bit error rate with target values,t... An outer loop power control algorithm based on triangle norm(t-norm) information fusion technology is proposed in this paper.According to the difference between block error rate and bit error rate with target values,the membership function calculation and level dividing of the two differences are dealt with.And then t-norm operator is used to fuse the two membership function values to determine the adjustment step-size.The algorithm can acquire the optimal adjustment step-size in the light of the channel status and avoid the overshoot phenomenon of the existing outer power control methods.As a result,the block error rate can converge to the target value quickly.Experiment results verify the excellent property of the algorithm. 展开更多
关键词 outer loop power control BLER t-norm operator information fusion TD-SCDMA
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采动覆岩破断运动与地表沉陷智能监控进展与展望
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作者 黄庆享 李星亮 郭强 《西安科技大学学报》 北大核心 2026年第1期1-14,共14页
为探究采动覆岩破断与地表沉陷的内在关联机制,理清采动覆岩破断运动与地表沉陷智能监控领域从经典理论向智能监控技术的演进脉络,围绕覆岩结构演化、地表沉陷响应机制及监测手段,从理论模型、监测技术以及预测方法等方面,对典型研究成... 为探究采动覆岩破断与地表沉陷的内在关联机制,理清采动覆岩破断运动与地表沉陷智能监控领域从经典理论向智能监控技术的演进脉络,围绕覆岩结构演化、地表沉陷响应机制及监测手段,从理论模型、监测技术以及预测方法等方面,对典型研究成果进行系统梳理及综合评述,分析不同研究范式的内在联系与发展逻辑。结果表明:以“砌体梁”与“关键层”为代表的经典理论,揭示了覆岩破断的宏观控制机制,奠定了岩层控制的理论基础;而以InSAR、UAV测绘、DFOS、微震监测等技术为核心的“空-天-地”一体化监测体系,进一步实现了对覆岩破断规律与地表沉陷过程的动态精细化表征;上述理论与技术的进步,推动着当前研究范式从单一机理分析向多源数据融合驱动的转变,其预测模型亦从传统经验公式向物理机理与数据驱动相融合的智能模型演进;构建“感知-认知-决策”一体化的智能监控理论与技术体系,是实现矿区安全与生态协同控制的必然趋势,未来研究应着力多源异构数据融合、多物理场耦合致灾机理等技术瓶颈,并构建基于数字孪生的智能决策系统,为矿山精准开采与生态保护提供理论与技术支撑。 展开更多
关键词 覆岩破断 地表沉陷 岩层控制 多源数据融合 数字孪生 智能监控
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人工智能背景下个人信息保护制度的挑战与应对
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作者 丁晓东 《政治与法律》 北大核心 2026年第1期101-116,共16页
人工智能对个人信息保护制度提出了一系列挑战。究其根源,个人信息保护制度起源于档案化个人信息时代,其针对的典型场景是行政机构低频处理少量档案类个人信息。在以互联网与信息技术为代表的前人工智能时代,个人信息处理的典型场景就... 人工智能对个人信息保护制度提出了一系列挑战。究其根源,个人信息保护制度起源于档案化个人信息时代,其针对的典型场景是行政机构低频处理少量档案类个人信息。在以互联网与信息技术为代表的前人工智能时代,个人信息处理的典型场景就已经转换为企业高频处理大规模行为类个人信息。在人工智能背景下,个人信息处理的典型场景进一步演化为海量个人信息的融合汇聚型处理,其对数据的处理类似水库对海量水滴的汇聚与融合利用。人工智能背景下的个人信息保护原理与制度应当与人工智能处理的典型场景对齐,其原则应从静态预防迈向动态发展思维,从激化对抗迈向信任互惠,从个体主义迈向群体主义。在此基础上,其具体制度模块也应进行相应调整与重构。人工智能处理个人信息应成为个人信息保护制度改革的试验田,个人信息保护的一般原理与制度也应借机进行改革与完善。 展开更多
关键词 人工智能 个人信息保护 发展与安全 个体控制 汇聚融合
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三肇凹陷A区块葡萄花油层缝网压裂参数优化实践
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作者 杨光 张煜琦 +2 位作者 李锦超 杨玉才 刘小波 《大庆石油地质与开发》 北大核心 2026年第1期118-126,共9页
松辽盆地三肇凹陷葡萄花油层属于典型的低孔、低渗储层,随着压裂重复次数的增多,压裂效果逐年变差。为了探究A区块葡萄花油层缝网压裂影响压裂效果的主控因素,应用聚类分析方法,对试验区块各类数据参数预处理,优选堆叠集成算法,并对压... 松辽盆地三肇凹陷葡萄花油层属于典型的低孔、低渗储层,随着压裂重复次数的增多,压裂效果逐年变差。为了探究A区块葡萄花油层缝网压裂影响压裂效果的主控因素,应用聚类分析方法,对试验区块各类数据参数预处理,优选堆叠集成算法,并对压裂效果进行评价,制作压裂参数优化图版。结果表明:应用聚类分析方法将离散型数据转化为2―4类分类变量,可保证回归算法测试集的相关系数达到83%以上;应用集成算法综合考虑不同算法的预测结果,能够提升预测准确率5百分点;三肇凹陷A区块试验井不同储层特征对应的最优施工参数差异较大,根据储层不同特征确定影响因素权重,选取权重较大的有效厚度、加砂强度等9类主控因素,建立加砂、加液优化参数图版,实际应用表明试验区块20口井的初期日增油量同比提高了30%。研究成果可为同类储层压裂选井、选层及压裂规模设计提供理论依据及方案。 展开更多
关键词 葡萄花油层 压裂效果 主控因素 聚类 融合算法 压裂参数优化
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Study on the Driving Style Adaptive Vehicle Longitudinal Control Strategy 被引量:11
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作者 Jing Huang Yimin Chen +2 位作者 Xiaoyan Peng Lin Hu Dongpu Cao 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2020年第4期1107-1115,共9页
This paper presents a fusion control strategy of adaptive cruise control(ACC) and collision avoidance(CA),which takes into account a driver’s behavioral style. First, a questionnaire survey was performed to identify ... This paper presents a fusion control strategy of adaptive cruise control(ACC) and collision avoidance(CA),which takes into account a driver’s behavioral style. First, a questionnaire survey was performed to identify driver type, and the corresponding driving behavioral data were collected via driving simulator experiments, which served as the template data for the online identification of driver type. Then, the driveradaptive ACC/CA fusion control strategy was designed, and its effect was verified by virtual experiments. The results indicate that the proposed control strategy could achieve the fusion control of ACC and CA successfully and improve driver adaptability and comfort. 展开更多
关键词 Adaptive cruise control collision avoidance driving simulator experiment driving style fusion control
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智能除草机自主行走避障及控制系统设计分析
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作者 李恒菊 尹创 +1 位作者 杨佳慧 胡志成 《机电产品开发与创新》 2026年第1期125-127,共3页
随着人工智能技术的快速发展,将其应用于农业领域的智能除草机研究备受关注。本文针对智能除草机自主行走避障控制系统进行设计与分析。首先阐述了系统的总体设计思路,给出了系统的总体架构和工作原理;接着详细介绍了控制系统的硬件设计... 随着人工智能技术的快速发展,将其应用于农业领域的智能除草机研究备受关注。本文针对智能除草机自主行走避障控制系统进行设计与分析。首先阐述了系统的总体设计思路,给出了系统的总体架构和工作原理;接着详细介绍了控制系统的硬件设计,然后重点分析了控制系统的软件设计,最后对全文进行了总结,并对智能除草机的发展前景进行了展望。 展开更多
关键词 智能除草机 自主行走 避障 控制系统 多传感器融合
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基于改进全局和局部融合的智能粮仓机器人运动控制研究
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作者 贺建华 夏帅 刘洋 《粮食与饲料工业》 2026年第1期79-84,共6页
针对全局和局部路径规划应用于智能粮仓机器人运动控制存在的环境适应性差问题,提出一种基于改进全局和局部融合的路径规划方法。该方法在全局规划阶段设计一种平衡搜索速度与精度的新型启发式估算代价函数,并引入跳跃点优化机制。在局... 针对全局和局部路径规划应用于智能粮仓机器人运动控制存在的环境适应性差问题,提出一种基于改进全局和局部融合的路径规划方法。该方法在全局规划阶段设计一种平衡搜索速度与精度的新型启发式估算代价函数,并引入跳跃点优化机制。在局部规划阶段,基于机器人运动学模型构建动态权重调整的评价函数,新增轨迹偏离惩罚项与动态避障评价项,实现对环境实时变化的自适应响应。为验证算法性能,在MATLAB R2023b平台上构建20×20与40×40两种规模的栅格地图进行仿真试验,并与A^(*)算法、跳点搜索算法、RRT^(*)算法、F-RRT^(*)算法及文献[16]算法进行对比。结果表明,在20×20地图中,所提算法规划时间为23 ms,路径长度为21.71,节点数仅为7个,总转弯角度为59°,相较于传统A^(*)算法,路径长度缩短5.5%,节点数减少63.2%,转弯角度降低81.3%;在40×40地图中,算法仍保持35 ms的高效规划时间,路径长度为46.09,节点数为12,转弯角度为143°,相比A^(*)算法,路径长度减少3.2%,节点数降低67.6%,转弯角度减少64.7%,同时在路径平滑度与实时避障能力方面均显著优于对比算法。这为提升智能粮仓机器人在复杂动态环境中的运动控制性能提供了一种可行的导航解决方案。 展开更多
关键词 智能粮仓机器人 路径规划 全局和局部融合 融合算法 动态避障 运动控制
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A New Hybrid Control Scheme for an Integrated Helicopter and Engine System 被引量:4
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作者 ZHANG Haibo WANG Jiankang +1 位作者 CHEN Guoqiang YAN Changkai 《Chinese Journal of Aeronautics》 SCIE EI CSCD 2012年第4期533-545,共13页
A new hybrid control scheme is presented with a robust multiple model fusion control(RMMFC) law for a UH-60 helicopter and an active disturbance rejection control(ADRC) controller for its engines.This scheme is a ... A new hybrid control scheme is presented with a robust multiple model fusion control(RMMFC) law for a UH-60 helicopter and an active disturbance rejection control(ADRC) controller for its engines.This scheme is a control design method with every subsystem designed separately but fully considering the couplings between them.With three subspaces with respect to forward flight velocity,a RMMFC is proposed to devise a four-loop reference signal tracing control for the helicopter,which escapes the closed-loop system from unstable state due to the extreme complexity of this integrated nonlinear system.The engines are controlled by the proposed ADRC decoupling controller,which fully takes advantage of a good compensation ability for unmodeled dynamics and extra disturbances,so as to compensate torque disturbance in power turbine speed loop.By simulating a forward acceleration flight task,the RMMFC for the helicopter is validated.It is apparent that the integrated helicopter and engine system(IHES) has much better dynamic performance under the new control scheme.Especially in the switching process,the large transient is significantly weakened,and smooth transition among candidate controllers is achieved.Over the entire simulation task,the droop of power turbine speed with the proposed ADRC controller is significantly slighter than with the conventional PID controller,and the response time of the former is much faster than the latter.By simulating a rapid climb and descent flight task,the results also show the feasibility for the application of the proposed multiple model fusion control.Although there is aggressive power demand in this maneuver,the droop of power turbine speed with an ADRC controller is smaller than using a PID controller.The control performance for helicopter and engine is enhanced by adopting this hybrid control scheme,and simulation results in other envelope state give proofs of robustness for this new scheme. 展开更多
关键词 helicopter engine hybrid control robust multiple model fusion control active disturbance rejection control PID control
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基于多维感知与智能算法的切丝工序流量全局控制模型
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作者 张翼 吴晓勇 +3 位作者 董伟华 黄瑞瑞 樊芮绮 金雅昭 《智能物联技术》 2026年第1期43-48,共6页
切丝工序是烟草行业生产的关键环节。其设备精度高、运行要求严格、工况复杂多变,导致实际生产实践面临多重技术瓶颈和管理痛点。不同阶段的烟叶流量存在匹配失衡的痛点,导致输送设备频繁启停,直接影响生产稳定性与产品质量。为优化切... 切丝工序是烟草行业生产的关键环节。其设备精度高、运行要求严格、工况复杂多变,导致实际生产实践面临多重技术瓶颈和管理痛点。不同阶段的烟叶流量存在匹配失衡的痛点,导致输送设备频繁启停,直接影响生产稳定性与产品质量。为优化切丝工序多阶段生产流量的协同动态匹配与智能调控效果,提出一种基于多维感知和智能算法的全局控制模型来实时监测切丝工序设备运行状态并优化切丝流量控制。通过实时采集和分析储叶柜出料流量、切丝喂料机料位长度、切丝工艺参数以及切丝流量等数据,融合运用机器学习、深度学习、运筹优化等算法,挖掘切丝工序复杂运行机理,实现关键运行参数的动态组合控制。应用实践表明,所提方法可显著减少因流量不匹配造成的设备停机次数;储叶柜至切丝喂料机段的每批次设备停机次数由27次降为1次以内,因烘丝段料满造成的每批次切丝设备停机次数由1次降至0次。该方法打破了不同设备与工序之间的孤岛效应,实现了全局控制策略优化与协同,进一步提升了烟草行业智能化生产和精细化管理水平。 展开更多
关键词 智能流程工业控制 多维感知 多算法融合 决策优化
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基于多特征融合网络的空袭目标运动状态辨识
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作者 梁桐嘉 郑欣磊 +1 位作者 刘雅梁 范继 《兵工学报》 北大核心 2026年第2期241-257,共17页
针对防空火力控制系统对空袭目标运动状态辨识能力欠缺所导致的轨迹预测精度受限及毁伤效能低下问题,提出一种面向火控系统的分类范式以及基于多特征融合神经网络(Multi-feature Fusion Neural Network, MFF-Net)的运动状态智能辨识方... 针对防空火力控制系统对空袭目标运动状态辨识能力欠缺所导致的轨迹预测精度受限及毁伤效能低下问题,提出一种面向火控系统的分类范式以及基于多特征融合神经网络(Multi-feature Fusion Neural Network, MFF-Net)的运动状态智能辨识方法。通过构建三维近似熵特征描述子,系统量化空袭目标轨迹的时空复杂度特性;提出卷积注意力耦合机制,实现轨迹复杂度特征与卷积长短期记忆网络提取的时空关联特征之间的自适应融合;引入一维卷积模块强化时序动态特征的层次化提取,与注意力得分进行二次融合加强模型辨识能力。实验结果表明:基于雷达实测数据与典型运动模式仿真数据集构建的混合测试集上MFF-Net在稳态线性、盘旋等四类典型运动范式的辨识准确率达到96.56%,较长短期记忆网络或一维卷积网络等时序网络相比有着显著提升,验证了该方法对复杂轨迹运动状态辨识的有效性,为复杂战场环境下空袭目标运动模式在线辨识提供了融合特征量化与深度学习的复合框架。 展开更多
关键词 神经网络 运动状态辨识 空袭目标 特征融合 火力控制系统
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