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Convergence analysis of filtered-X LMS algorithm with secondary path modeling error 被引量:1
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作者 SUN Xu CHEN Duanshi( State Key Lab. of Vibration, Shock and Noise, Shanghai Jiaotong University Shanghai 200030) ( Institute of Power Plant and Automation, Shanghai Jiaotong University Shanghai 200030) 《Chinese Journal of Acoustics》 2003年第2期146-153,共8页
A more relaxed sufficient condition for the convergence of filtered-X LMS (FXLMS) algorithm is presented. It is pointed out that if some positive real condition for secondary path transfer function and its estimates i... A more relaxed sufficient condition for the convergence of filtered-X LMS (FXLMS) algorithm is presented. It is pointed out that if some positive real condition for secondary path transfer function and its estimates is satisfied within all the frequency bands, FXLMS algorithm converges whatever the reference signal is like. But if the above positive real condition is satisfied only within some frequency bands, the convergence of FXLMS algorithm is dependent on the distribution of power spectral density of the reference signal, and the convergence step size is determined by the distribution of some specific correlation matrix eigenvalues.Applying the conclusion above to the Delayed LMS (DLMS) algorithm, it is shown that DLMS algorithm with some error of time delay estimation converges in certain discrete frequency bands, and the width of which are determined only by the 'time-delay estimation error frequency' which is equal to one fourth of the inverse of estimated error of the time delay. 展开更多
关键词 LMS IT IS of Convergence analysis of filtered-X LMS algorithm with secondary path modeling error with
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Performance analysis of FXLMS algorithm with secondary path modeling error
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作者 SUN Xu CHEN Duanshi(School of Power and Energy, Shanghai Jiao Tong University Shanghai 200030) 《Chinese Journal of Acoustics》 2003年第1期68-76,共9页
Performance analysis of filtered-X LMS (FXLMS) algorithm with secondary path modeling error is carried out in both time and frequency domain. It is shown firstly that the effects of secondary path modeling error on th... Performance analysis of filtered-X LMS (FXLMS) algorithm with secondary path modeling error is carried out in both time and frequency domain. It is shown firstly that the effects of secondary path modeling error on the performance of FXLMS algorithm are determined by the distribution of the relative error of secondary path model along with frequency. In case of that the distribution of relative error is uniform the modeling error of secondary path will have no effects on the performance of the algorithm. In addition, a limitation property of FXLMS algorithm is proved, which implies that the negative effects of secondary path modeling error can be compensated by increasing the adaptive filter length. At last, some insights into the 'spillover' phenomenon of FXLMS algorithm are given. 展开更多
关键词 of on for Performance analysis of FXLMS algorithm with secondary path modeling error IS that with into LMS
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Chemical-reaction-path modeling of ore-depositional processes in the Shangmanggang gold deposit, Yunnan, China 被引量:1
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作者 LI Zeqin, TU Guangchi and LI Chaoyang Institute of Geochemistry, Chinese Academy of Sciences, Guiyang 550002, China 《Chinese Science Bulletin》 SCIE EI CAS 1999年第S2期174-176,共3页
THE Shangmanggang gold deposit is located at the southwestern corner of Yunnan, China. The deposit occurs along the southwest-trending Shangmanggang Fault. Near the surface, the hanging wall of the fault consists of s... THE Shangmanggang gold deposit is located at the southwestern corner of Yunnan, China. The deposit occurs along the southwest-trending Shangmanggang Fault. Near the surface, the hanging wall of the fault consists of sandstone and mudstone of the Middle Jurassic Mongga Formation (J<sub>2m</sub>), and also severs asthe hanging wall of the gold orebodies. The footwall of the fault is composed of dolomitite locally intercalated with medium-bedded limestone of Lower Permian Sazipo Formation (P<sub>1s</sub>). In the depth, the faultcut into strata of the Sazipo Formation (P<sub>1s</sub>). The deposit is characterized by intense clay alteration,which is similar to the Mercur Gold Deposit, Utah of USA, and by unique hydrothermal pinnacle karsl, 展开更多
关键词 chemical-reaction-path modeling gold deposit Yunnan.
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Path Classification and Estimation Model Based Prognosis of Pneumatic Cylinder Lifetime 被引量:1
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作者 CHEN Juan SONG Chunwen +1 位作者 QI Xiaoye WU Wei 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2012年第2期392-397,共6页
Prognosis is a key technology to improve reliability,safety and maintainability of products,a lot of researchers have been devoted to this technology.But to improve the predict accuracy of remaining life of products h... Prognosis is a key technology to improve reliability,safety and maintainability of products,a lot of researchers have been devoted to this technology.But to improve the predict accuracy of remaining life of products has been difficult.To predict the lifetime specification of pneumatic cylinders with high reliability and long lifetime and small specimen,this paper put forward the prognosis algorithm based on the path classification and estimation(PACE) model.PACE model is based entirely on failure data instead of failure threshold.Pneumatic cylinders normally characterize with failure mechanism wear and tear.Since the minimum working pressure increases with the number of working cycles,the minimum working pressure is chosen as degradation signal.PACE model is fundamentally composed of two operations:path classification and remaining useful life(RUL) estimation.Path classification is to classify a current degradation path as belonging to one or more of previously collected exemplary degradation paths.RUL estimation is to use the resulting memberships to estimate the remaining useful life.In order for verification and validation of PACE prognostic method,six pneumatic cylinders are tested.The test data is analyzed by PACE prognostics.It is found that the PACE based prognosis method has higher prediction accuracy and smaller variance and PACE model is significantly outperform population based prognostics especially for small specimen condition.PACE model based method solved the problem of prediction accuracy for small specimen pneumatic cylinders' prognosis. 展开更多
关键词 lifetime prognosis remaining useful life(RUL) path classification and estimation model Weibull distribution pneumatic cylinder
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Path following control of underactuated ships based on nonswitch analytic model predictive control 被引量:4
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作者 Xiaofei WANG Zaojian ZOU +1 位作者 Tieshan LI Weilin LUO 《控制理论与应用(英文版)》 EI 2010年第4期429-434,共6页
A path following controller is developed for underactuated ships with only surge force and yaw moment available to follow a predefined path.The proposed controller is based on nonswitch analytic model predictive contr... A path following controller is developed for underactuated ships with only surge force and yaw moment available to follow a predefined path.The proposed controller is based on nonswitch analytic model predictive control.It is shown that the optimal control law for a nonlinear path following system with ill-defined relative degree is continuous and nonsingular.The problem of ill-defined relative degree is solved.The path-following ability of the nonlinear system is guaranteed.Numerical simulations are provided to demonstrate the effectiveness of the proposed control law. 展开更多
关键词 Underactuated ship path following model predictive control Ill-defined relative degree
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Numerical Method for Modeling the Constitutive Relationship of Sand under Different Stress Paths 被引量:5
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作者 Ren Qingyang Wang Jingtao 《Journal of China University of Geosciences》 SCIE CSCD 2005年第3期268-270,共3页
A numerical method was used in order to establish the constitutive relationship of sands under different stress paths, Firstly, based on the numerical method modeling the constitutive law of sands, the elastoplastic c... A numerical method was used in order to establish the constitutive relationship of sands under different stress paths, Firstly, based on the numerical method modeling the constitutive law of sands, the elastoplastic constitutive relationship of sand was established for three paths: the constant proportion of principle stress path, the conventional triaxial compression (CTC) path, and the p=constant (TC) path. The yield lines of plastic volumetric strain and plastic generalized shear strain were given. Through visualization, the three dimensional surface of the stress-strain relationship in the whole stress field (p, q) obtained under the three paths was plotted. Also, by comparing the stress-strain surfaces and yield locus of the three stress paths, the differences were found to be obvious, which demonstrates that the influence of the stress paths on constitutive law was not neglected. The numerical modeling method overcame the difficulty of finding an analytical expression for plastic potential. The results simulated the experimental data with an accuracy of 90% on average, so the constitutive model established in this paper provides an effective constitutive equation for this kind of engineering, reflecting the effect of practical stress paths that occur in sands. 展开更多
关键词 constitutive relationship numerical method modeling stress path
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Robust Fingerprint Construction Based on Multiple Path Loss Model (M-PLM) for Indoor Localization
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作者 Yun Fen Yong Chee Keong Tan +1 位作者 Ian Kim Teck Tan Su Wei Tan 《Computers, Materials & Continua》 SCIE EI 2023年第1期1801-1818,共18页
A robust radio map is essential in implementing a fingerprint-based indoor positioning system(IPS).However,the offline site survey to manually construct the radio map is time-consuming and labour-intensive.Various int... A robust radio map is essential in implementing a fingerprint-based indoor positioning system(IPS).However,the offline site survey to manually construct the radio map is time-consuming and labour-intensive.Various interpolation techniques have been proposed to infer the virtual fingerprints to reduce the time and effort required for offline site surveys.This paper presents a novel fingerprint interpolator using a multi-path loss model(MPLM)to create the virtual fingerprints from the collected sample data based on different signal paths from different access points(APs).Based on the historical signal data,the poor signal paths are identified using their standard deviations.The proposed method reduces the positioning errors by smoothing out the wireless signal fluctuations and stabilizing the signals for those poor signal paths.By consideringmultipath signal propagations from different APs,the inherent noise from these signal paths can be alleviated.Firstly,locations of the signal data with standard deviations higher than the threshold are identified.The new fingerprints are then generated at these locations based on the proposed M-PLM interpolation function to replace the old fingerprints.The proposed technique interpolates virtual fingerprints based on good signal paths with more stable signals to improve the positioning performance.Experimental results show that the proposed scheme enhances the positioning accuracy by up to 44%compared to the conventional interpolation techniques such as the Inverse DistanceWeighting,Kriging,and single Path LossModel.As a result,we can overcome the site survey problems for IPS by building an accurate radio map with more reliable signals to improve indoor positioning performance. 展开更多
关键词 path loss model radio map indoor positioning system INTERPOLATION fingerprinting
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Non-smooth environment modeling and global path planning for mobile robots 被引量:6
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作者 邹小兵 蔡自兴 孙国荣 《Journal of Central South University of Technology》 2003年第3期248-254,共7页
An Approximate Voronoi Boundary Network is constructed as the environmental model by way of enlar-ging the obstacle raster. The connectivity of the path network under complex environment is ensured through build-ing t... An Approximate Voronoi Boundary Network is constructed as the environmental model by way of enlar-ging the obstacle raster. The connectivity of the path network under complex environment is ensured through build-ing the second order Approximate Voronoi Boundary Network after adding virtual obstacles at joint-close grids. Thismethod embodies the network structure of the free area of environment with less nodes, so the complexity of pathplanning problem is reduced largely. An optimized path for mobile robot under complex environment is obtainedthrough the Genetic Algorithm based on the elitist rule and re-optimized by using the path-tightening method. Sincethe elitist one has the only authority of crossover, the management of one group becomes simple, which makes forobtaining the optimized path quickly. The Approximate Voronoi Boundary Network has a good tolerance to the im-precise a priori information and the noises of sensors under complex environment. Especially it is robust in dealingwith the local or partial changes, so a small quantity of dynamic obstacles is difficult to alter the overall character ofits connectivity, which means that it can also be adopted in dynamic environment by fusing the local path planning. 展开更多
关键词 NON-SMOOTH modeling VORONOI DIAGRAM path planning GENETIC algorithm
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Green development model and cultivating path for characteristic small town 被引量:2
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作者 ZHANG Yu-meng 《Ecological Economy》 2017年第1期80-88,共9页
In the context of the new urbanization,the characteristic town,as a new hotspot to developing rapidly to explore the industry,humanities,community integration town model,a urbanization and high-tech industry developme... In the context of the new urbanization,the characteristic town,as a new hotspot to developing rapidly to explore the industry,humanities,community integration town model,a urbanization and high-tech industry development booster,by the government and developers attention.At the same time,the green development model applies to the characteristic town of industrial upgrading and transformation,guiding the future characteristic town of green economic industry development direction.This paper studies the green development model of the characteristic town,and puts forward the implementation of the green industry through the greening industry structure,promoting green consumption and optimizing the green management. 展开更多
关键词 characteristic town green development model cultivating path
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Model Algorithm Research on Cooling Path Control of Hot-rolled Dual-phase Steel 被引量:2
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作者 Xiao-qing XU Xiao-dong HAO +2 位作者 Shi-guang ZHOU Chang-sheng LIU Qi-fu ZHANG 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2016年第10期1028-1034,共7页
With the development of advanced high strength steel,especially for dual-phase steel,the model algorithm for cooling control after hot rolling has to achieve the targeted coiling temperature control at the location of... With the development of advanced high strength steel,especially for dual-phase steel,the model algorithm for cooling control after hot rolling has to achieve the targeted coiling temperature control at the location of downcoiler whilst maintaining the cooling path control based on strip microstructure along the whole cooling section.A cooling path control algorithm was proposed for the laminar cooling process as a solution to practical difficulties associated with the realization of the thermal cycle during cooling process.The heat conduction equation coupled with the carbon diffusion equation with moving boundary was employed in order to simulate temperature change and phase transformation kinetics,making it possible to observe the temperature field and the phase fraction of the strip in real time.On this basis,an optimization method was utilized for valve settings to ensure the minimum deviations between the predicted and actual cooling path of the strip,taking into account the constraints of the cooling equipment′s specific capacity,cooling line length,etc.Results showed that the model algorithm was able to achieve the online cooling path control for dual-phase steel. 展开更多
关键词 dual-phase steel laminar cooling phase transformation integrated process model cooling path control
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Indoor Radio Propagation Model Based on Dominant Path
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作者 Yongxiang Zhao Meifang Li Feng Shi 《International Journal of Communications, Network and System Sciences》 2010年第3期330-337,共8页
When there are bigger obstacles in the indoor environment such as elevator, the radio waves basically can not penetrate it. The contribution of received signal strength by transmission and reflection will be greatly r... When there are bigger obstacles in the indoor environment such as elevator, the radio waves basically can not penetrate it. The contribution of received signal strength by transmission and reflection will be greatly reduced, and most of the time, the radio waves will reach the user by bypass diffraction. Therefore, the traditional path loss model is no longer applicable, and the improved model should be proposed. In this paper, we firstly proposed an indoor radio propagation model based on dominant path in which the received signal strength has nothing to do with the direct distance between user and access point, but is related to the length of dominant path. Then on the basis of dominant path model, the NLOS influence is considered in order to further improve the accuracy of dominant path model. Experimental results demonstrated that the proposed dominant path model can improve the accuracy of traditional path loss model remarkably. 展开更多
关键词 Wireless LANS Indoor POSITIONING Radio WAVES RECEIVED Signal Strength path Loss model DOMINANT path
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Bi-objective path optimization of flapping airfoils based on a surrogate model 被引量:1
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作者 赵良玉 徐勇 +1 位作者 徐来斌 杨树兴 《Journal of Beijing Institute of Technology》 EI CAS 2011年第2期143-151,共9页
A bi-objective optimization problem for flapping airfoils is solved to maximize the time-averaged thrust coefficient and the propulsive efficiency. Design variables include the plunging amplitude, the pitching amplitu... A bi-objective optimization problem for flapping airfoils is solved to maximize the time-averaged thrust coefficient and the propulsive efficiency. Design variables include the plunging amplitude, the pitching amplitude and the phase shift angle. A well defined Kriging model is used to substitute the time-consuming high fidelity model, and a multi-objective genetic algorithm is employed as the search algorithm. The optimization results show that the propulsive efficiency can be improved by reducing the plunging amplitude and the phase shift angle in a proper way. The results of global sensitivity analysis using the Sobol’s method show that both of the time-averaged thrust coefficient and the propulsive efficiency are most sensitive to the plunging amplitude, and second most sensitive to the pitching amplitude. It is also observed that the phase shift angle has an un-negligible influence on the propulsive efficiency, and has little effect on the time-averaged thrust coefficient. 展开更多
关键词 path optimization flapping airfoils Kriging model global sensitivity analysis genetic algorithm
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Modeling and Kinematics Simulation of Hydro-mechanical Split Path Steering Device of Tracked Vehicle Based on CATIA
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作者 LI Wenzhe SUN Yong +1 位作者 FU Tianzhi ZHANG Hongqiong 《Journal of Northeast Agricultural University(English Edition)》 CAS 2008年第1期75-78,共4页
Based on the working principle of hydro-mechanical split path of tracked vehicle, a operating gear was developed which was controlled by steering wheel and match with transmission case. Then CATIA software was used to... Based on the working principle of hydro-mechanical split path of tracked vehicle, a operating gear was developed which was controlled by steering wheel and match with transmission case. Then CATIA software was used to build the three-dimensional model and carry out dynamic simulation of the mechanism. The result indicates that the design of the mechanism fulfills the request. 展开更多
关键词 tracked vehicle split path transmission STEERING modelING kinematics simulation
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Modeling of UAV path planning based on IMM under POMDP framework 被引量:4
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作者 YANG Qiming ZHANG Jiandong SHI Guoqing 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2019年第3期545-554,共10页
In order to enhance the capability of tracking targets autonomously of unmanned aerial vehicle (UAV), the partially observable Markov decision process (POMDP) model for UAV path planning is established based on the PO... In order to enhance the capability of tracking targets autonomously of unmanned aerial vehicle (UAV), the partially observable Markov decision process (POMDP) model for UAV path planning is established based on the POMDP framework. The elements of the POMDP model are analyzed and described. The state transfer law in the model can be described by the method of interactive multiple model (IMM) due to the diversity of the target motion law, which is used to switch the motion model to accommodate target maneuvers, and hence improving the tracking accuracy. The simulation results show that the model can achieve efficient planning for the UAV route, and effective tracking for the target. Furthermore, the path planned by this model is more reasonable and efficient than that by using the single state transition law. 展开更多
关键词 PARTIALLY OBSERVABLE MARKOV decision process (POMDP) interactive multiple model (IMM) filtering path planning target tracking state transfer law
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Modified Ceiling Bounce Model for Computing Path Loss and Delay Spread in Indoor Optical Wireless Systems
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作者 K. SMITHA A. SIVABALAN J. JOHN 《International Journal of Communications, Network and System Sciences》 2009年第8期754-758,共5页
This paper proposes modifications to the tradional Ceiling Bounce Model and uses it to characterize diffuse indoor optical wireless channel by analyzing the effect of transceiver position on signal propagation propert... This paper proposes modifications to the tradional Ceiling Bounce Model and uses it to characterize diffuse indoor optical wireless channel by analyzing the effect of transceiver position on signal propagation properties. The modified approach uses a combination of the tradional ceiling bounce method and a statistical approach. The effects of different transmitter-receiver separations and height of the ceiling on path loss and delay spread are studied in detail. 展开更多
关键词 INDOOR OPTICAL Channel MODIFIED CEILING BOUNCE model path Loss Delay Spread
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Research on Model and Algorithm of Task Allocation and Path Planning for Multi-Robot 被引量:2
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作者 Zhenping Li Xueting Li 《Open Journal of Applied Sciences》 2017年第10期511-519,共9页
Based on the modeling of robot working environment, the shortest distance matrix between points is solved by Floyd algorithm. With the objective of minimizing the sum of the fixed cost of robot and the cost of robot o... Based on the modeling of robot working environment, the shortest distance matrix between points is solved by Floyd algorithm. With the objective of minimizing the sum of the fixed cost of robot and the cost of robot operation, an integer programming model is established and a genetic algorithm for solving the model is designed. In order to make coordination to accomplish their respective tasks for each robot with high efficiency, this paper uses natural number encoding way. The objective function is based on penalty term constructed with the total number of collisions in the running path of robots. The fitness function is constructed by using the objective function with penalty term. Based on elitist retention strategy, a genetic algorithm with collision detection is designed. Using this algorithm for task allocation and path planning of multi-robot, it can effectively avoid or reduce the number of collisions in the process of multi-robot performing tasks. Finally, an example is used to validate the method. 展开更多
关键词 path Planning TASK ALLOCATION COLLISION Detection Mathematical model GENETIC Algorithm
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Cybersecurity: A Statistical Predictive Model for the Expected Path Length 被引量:5
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作者 Pubudu Kalpani Kaluarachchi Chris P. Tsokos Sasith M. Rajasooriya 《Journal of Information Security》 2016年第3期112-128,共17页
The object of this study is to propose a statistical model for predicting the Expected Path Length (expected number of steps the attacker will take, starting from the initial state to compromise the security goal—EPL... The object of this study is to propose a statistical model for predicting the Expected Path Length (expected number of steps the attacker will take, starting from the initial state to compromise the security goal—EPL) in a cyber-attack. The model we developed is based on utilizing vulnerability information along with having host centric attack graph. Utilizing the developed model, one can identify the interaction among the vulnerabilities and individual variables (risk factors) that drive the Expected Path Length. Gaining a better understanding of the relationship between vulnerabilities and their interactions can provide security administrators a better view and an understanding of their security status. In addition, we have also ranked the attributable variables and their contribution in estimating the subject length. Thus, one can utilize the ranking process to take precautions and actions to minimize Expected Path Length. 展开更多
关键词 VULNERABILITY Attack Graph Markov model Security Evaluation Expected path Length CVSS
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Calculation of the Model of Coesite Inclusions and Analysis of Their Retrometamorphic Paths
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作者 MENGDawei DINGXiaokun WUXiuling 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2004年第1期166-169,共4页
The process and path of retrometamorphism of coesite have great significance to our understanding of the P-T tracks of the exhumation of ultrahigh-pressure metamorphic rocks. Most of the coesites in the eclogite from ... The process and path of retrometamorphism of coesite have great significance to our understanding of the P-T tracks of the exhumation of ultrahigh-pressure metamorphic rocks. Most of the coesites in the eclogite from Shima, Anhui Province, the Dabie Mountains, China, are found degraded to quartz partly or wholly, with ruptures occurring in the shells, outside which include the coesite and quartz. According to the microscopic observation, the sample of coesite inclusion is composed of garnet, quartz and coesite, based on which we have built a three-shelled composite sphere model to compute the transition of coesite. Based on the crystal growth formulas and pressure conditions of the ruptures in the garnet, we have calculated the radius of the quartz sphere, which depends on temperature, and eventually drawn the different retrometamorphic paths for different retrometamorphism rates. 展开更多
关键词 ultrahigh-pressure metamorphic rocks COESITE model calculation retrometamorphic path Dabie Mountains
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自动导引车的模糊自适应模型预测路径跟踪控制
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作者 张继东 梁忠楠 +1 位作者 赵衍昭 周坤 《有色金属(中英文)》 北大核心 2026年第1期121-131,共11页
为了解决自动导引车(AGV)在路径跟踪过程中遇到的问题,本研究开发了一种路径跟踪控制器,其设计基于模糊自适应模型预测控制(MPC)方法。首先,AGV的线性化和离散化运动学模型被用作MPC控制器的预测模型。此外,根据状态增量和控制增量构建... 为了解决自动导引车(AGV)在路径跟踪过程中遇到的问题,本研究开发了一种路径跟踪控制器,其设计基于模糊自适应模型预测控制(MPC)方法。首先,AGV的线性化和离散化运动学模型被用作MPC控制器的预测模型。此外,根据状态增量和控制增量构建目标函数,并引入一些松弛因子以确保目标函数有解,然后将目标函数的解转化为带约束条件的二次规划问题。为增强AGV的动态性能,设计了模糊控制器,它能根据AGV的横向误差、航向误差以及路径曲率的变化,智能调整MPC控制器中目标函数的权系数,实现自适应控制。最后,对所设计的控制器进行仿真和验证。从实物实验中可以看出,在保证一定跟踪精度的同时,解决了传统MPC控制器在AGV远离期望路径时引起的高频角速度变化问题。因此,本文设计的控制器具有更好的跟踪性能。 展开更多
关键词 自动导引车 路径跟踪 模型预测控制 模糊控制器
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基于多模态场景记忆与指令提示的目标导航方法
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作者 董敏 赖酉城 毕盛 《华南理工大学学报(自然科学版)》 北大核心 2026年第2期1-15,共15页
目标导航要求机器人能够根据自然语言指令或目标类别,在工作环境中自动规划路径并准确到达指定目标位置。现有目标导航方法主要分为端到端学习和基于规划两大类,其中端到端方法虽然能够直接学习从感知到动作的映射,但普遍存在泛化能力... 目标导航要求机器人能够根据自然语言指令或目标类别,在工作环境中自动规划路径并准确到达指定目标位置。现有目标导航方法主要分为端到端学习和基于规划两大类,其中端到端方法虽然能够直接学习从感知到动作的映射,但普遍存在泛化能力不足与可解释性差等问题;而基于规划的方法在一定程度上提升了泛化性和可解释性,但仍存在未针对已知环境进行优化、忽略自然语言指令中的提示信息、难以实现对目标指定距离的精确停靠等问题,且执行效率较低。针对上述问题,该文提出了一种基于多模态场景记忆与指令提示的目标导航方法(MEMO-Nav),旨在提升机器人在已知环境下的目标导航效果。该方法采用分层架构,上层规划层维护多模态场景记忆以记录环境信息,并利用大语言模型解析自然语言指令中的目标与提示信息,进而结合场景记忆与指令信息进行高效的路径点筛选和导航规划;底层执行层则负责基础导航功能,完成机器人的定位与移动,并集成目标检测模型与深度相机实现对目标物体的精确定位。规划层与执行层构成完整的目标导航系统,最终实现根据自然指令找到目标并停靠在目标指定距离的功能。该文在GAZEBO仿真平台和真实环境上开展了多次实验,结果表明,在已知环境下所提方法的导航效率、成功率以及停靠距离精度等指标相较于已有方法均有明显提升。综上,该文提出的方法为移动机器人在实际场景下实现高效、可解释且精确的目标导航提供了可行的实现方法。 展开更多
关键词 移动机器人 目标导航 路径规划 大语言模型 多模态
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