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价值-制度-技术框架下图书馆用户数据治理优化路径研究
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作者 邓蓉敬 《江苏科技信息》 2024年第8期77-79,共3页
数智时代数据的开放利用是驱动社会及图书馆发展的核心资产,图书馆积累了各类有价值的用户数据,图书馆用户数据治理面临数据质量、数据伦理、数据法律等各种风险挑战。文章搭建了价值、制度、技术三维分析框架,提出了优化用户数据治理... 数智时代数据的开放利用是驱动社会及图书馆发展的核心资产,图书馆积累了各类有价值的用户数据,图书馆用户数据治理面临数据质量、数据伦理、数据法律等各种风险挑战。文章搭建了价值、制度、技术三维分析框架,提出了优化用户数据治理的多元化路径,以期实现图书馆用户数据的最大化价值。 展开更多
关键词 用户数据治理 图书馆 三维框架 优化路径
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Numerical study on three-dimensional flow field of continuously rotating detonation in a toroidal chamber 被引量:4
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作者 Xu-Dong Zhang Bao-Chun Fan +2 位作者 Ming-Yue Gui Zhen-Hua Pan Gang Dong 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2012年第1期66-72,共7页
Gaseous detonation propagating in a toroidal chamber was numerically studied for hydrogen/oxygen/nitrogen mixtures. The numerical method used is based on the three-dimensional Euler equations with detailed finiterate ... Gaseous detonation propagating in a toroidal chamber was numerically studied for hydrogen/oxygen/nitrogen mixtures. The numerical method used is based on the three-dimensional Euler equations with detailed finiterate chemistry. The results show that the calculated streak picture is in qualitative agreement with the picture recorded by a high speed streak camera from published literature. The three-dimensional flow field induced by a continuously rotating detonation was visualized and distinctive features of the rotating detonations were clearly depicted. Owing to the unconfined character of detonation wavelet, a deficit of detonation parameters was observed. Due to the effects of wall geometries, the strength of the outside detonation front is stronger than that of the inside portion. The detonation thus propagates with a constant circular velocity. Numerical simulation also shows three-dimensional rotating detonation structures, which display specific feature of the detonation- shock combined wave. Discrete burning gas pockets are formed due to instability of the discontinuity. It is believed that the present study could give an insight into the interest- ing properties of the continuously rotating detonation, and is thus beneficial to the design of continuous detonation propulsion systems. 展开更多
关键词 Continuously rotating detonation - Three- dimensional flow field structure - Numerical study Detonation parameters deficit ~ Effects of wall geometries
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Variable dimensional state space based global path planning for mobile robot 被引量:1
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作者 张浩杰 陈慧岩 +6 位作者 姜岩 龚建伟 熊光明 陈慧岩 姜岩 龚建伟 熊光明 《Journal of Beijing Institute of Technology》 EI CAS 2012年第3期328-335,共8页
A variable dimensional state space(VDSS) has been proposed to improve the re-planning time when the robotic systems operate in large unknown environments.VDSS is constructed by uniforming lattice state space and gri... A variable dimensional state space(VDSS) has been proposed to improve the re-planning time when the robotic systems operate in large unknown environments.VDSS is constructed by uniforming lattice state space and grid state space.In VDSS,the lattice state space is only used to construct search space in the local area which is a small circle area near the robot,and grid state space elsewhere.We have tested VDSS with up to 80 indoor and outdoor maps in simulation and on segbot robot platform.Through the simulation and segbot robot experiments,it shows that exploring on VDSS is significantly faster than exploring on lattice state space by Anytime Dynamic A*(AD*) planner and VDSS is feasible to be used on robotic systems. 展开更多
关键词 variable dimensional state space lattice state space Anytime Dynamic A*(AD*) path planning
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基于改进哈里斯鹰和B-spline曲线的无人机路径规划研究
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作者 黄志锋 刘媛华 《系统仿真学报》 CAS CSCD 北大核心 2024年第7期1509-1524,共16页
针对无人机在动态环境中的全局路径规划问题,提出了一种改进哈里斯鹰优化算法。针对算法后期搜索性能不足等问题,提出自适应混沌和核心种群动态划分策略,提高算法后期的搜索能力;修改哈里斯鹰更新公式,引入黄金正弦策略,提高算法搜索效... 针对无人机在动态环境中的全局路径规划问题,提出了一种改进哈里斯鹰优化算法。针对算法后期搜索性能不足等问题,提出自适应混沌和核心种群动态划分策略,提高算法后期的搜索能力;修改哈里斯鹰更新公式,引入黄金正弦策略,提高算法搜索效率;融合自适应动态云最优解扰动策略,提高算法跳出局部极值的能力;针对三维栅格路径规划问题,设置了一种估值函数,通过计算栅格到达终点的代价,帮助算法进行节点筛选,使算法能搜索到更短路径,并针对路径转角不平滑的问题,使用3次B-spline曲线对路径转角进行处理,使路径更适合无人机飞行。通过国际标准测试函数和在不同大小、不同复杂程度的静态、动态栅格地图进行仿真实验。实验结果显示,本文算法相较于对比算法,规划出的路径平均缩短了14.94%、转角数量平均减少了53.31%。 展开更多
关键词 哈里斯鹰优化算法 三维路径规划 无人机 动态环境 自适应
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改进NSGA-III求解高维多目标绿色柔性作业车间调度问题
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作者 徐宜刚 陈勇 +1 位作者 王宸 彭运贤 《系统仿真学报》 CAS CSCD 北大核心 2024年第10期2314-2329,共16页
为解决NSGA-III在求解上述模型存在初始解质量差与局部搜索效率低的问题,提出一种改进的NSGA-III(NSGA-III-TV)。基于MSOS编码,分别对OS和MS染色体采取不同混合初始化策略以提高初始解质量;基于关键路径,采用改进N6邻域结构进行邻域搜索... 为解决NSGA-III在求解上述模型存在初始解质量差与局部搜索效率低的问题,提出一种改进的NSGA-III(NSGA-III-TV)。基于MSOS编码,分别对OS和MS染色体采取不同混合初始化策略以提高初始解质量;基于关键路径,采用改进N6邻域结构进行邻域搜索,有效缩短完工时间并降低搜索盲目性,同时采用3种有效变异算子扩大算法搜索空间,提高后期收敛能力。结果表明:NSGA-III-TV在求解高维多目标柔性作业车间调度问题上具有较好的性能以及实用性,为企业生产制造车间的智能绿色转型升级提供了有力支持。 展开更多
关键词 绿色柔性作业车间调度 高维多目标优化 关键路径 变邻域搜索
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Infinite Three-Dimensional Coordination Polymers: Synthesis and Structures of [Cd (4,4'-bpy)_2 (H_2O)_2]_n (pic)_(2n),[Zn (4,4'-bpy)_2 (H_2O)_2]_n(pic)_(2n) (H_2O)_(2n), and [Zn (4,4'-bpy)_2 (H_2O)_2]_n (4,4'-bpy)_n(H_2O)_n (pic)_(2n) 被引量:1
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作者 Fu Pei LIANG~1 Zi Lu CHEN~1 +2 位作者 Rui Xiang HU~1 Hong LIANG~1 Zhao Hui ZHOU~2 (1 Department of Chemistry. Guangxi Normal University: Guilin 541004 2 Department of Chemistry. Xiamen University. Xiamen 361005) 《Chinese Chemical Letters》 SCIE CAS CSCD 2000年第4期369-372,共4页
Three Complexes of the formula [Cd (4,4'-bpy)_2 (H_2O)_2]_n. (pic)_(2n) (1) [Zn (4,4'-bpy)_2 (H_2O)]_n (4,4'-bpy)_n(H_2O)_n (pic)-(2n) (2) and [Zn (4,4'-bpy)_2 (H_2O)]_n (4,4'-bpy)_n (pic)-(2n)(H_... Three Complexes of the formula [Cd (4,4'-bpy)_2 (H_2O)_2]_n. (pic)_(2n) (1) [Zn (4,4'-bpy)_2 (H_2O)]_n (4,4'-bpy)_n(H_2O)_n (pic)-(2n) (2) and [Zn (4,4'-bpy)_2 (H_2O)]_n (4,4'-bpy)_n (pic)-(2n)(H_2O)_n (3) (4.4'-bpy = 4.4'-bipyridine. pic = picric anion ) have been synthesized and characterized by elemental analysis and single-crystal x-ray diffraction. They all have infinite three-dimensional network structure. crystallizing in the monoclinic space group C2/c (1) and Cc (2.3). 展开更多
关键词 Clathration. 4. 4' - bipyridine. picric anion. three - dimensional network.
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Two Dimensional Indecomposable Modules over Infinite Dimensional Hereditary Path Algebras
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作者 Hou Ru-chen Wang Guo-hui +1 位作者 Cheng Zhi Du Xian-kun 《Communications in Mathematical Research》 CSCD 2015年第2期171-179,共9页
Non-isomorphic two dimensional indecomposable modules over infinite dimensional hereditary path algebras are described. We infer that none of them can be determined by their dimension vectors.
关键词 infinite dimensional hereditary path algebra path algebra quiver rep-resentation indecomposable module
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3-Dimensional Body Measurement Technology
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作者 周旭东 李艳梅 《Journal of Donghua University(English Edition)》 EI CAS 2002年第4期138-140,共3页
3 - dimensional body measurement technology, the basis of developing high technology in industry, accelerates digital development of aplparel industry. This paper briefly introduces the history of 3 - dimensional body... 3 - dimensional body measurement technology, the basis of developing high technology in industry, accelerates digital development of aplparel industry. This paper briefly introduces the history of 3 - dimensional body measurement technology, and recounts the principle and primary structure of some types of 3 - dimensional automatic body measurement system. With this understanding, it discusses prospect of 3- dimensional CAD and virtual technology used in apparel industry. 展开更多
关键词 3 - dimensional BODY measurement technology digital apparel industry quick response virtual fitting apparel NAD
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Generalized path-integral solution and coherent states of the harmonic oscillator in D-dimensions
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作者 马余全 张晋 +1 位作者 陈永康 戴宏 《Chinese Physics B》 SCIE EI CAS CSCD 2005年第11期2170-2175,共6页
We construct a general form of propagator in arbitrary dimensions and give an exact wavefunction of a time- dependent forced harmonic oscillator in D(D ≥ 1) dimensions. The coherent states, defined as the eigenstat... We construct a general form of propagator in arbitrary dimensions and give an exact wavefunction of a time- dependent forced harmonic oscillator in D(D ≥ 1) dimensions. The coherent states, defined as the eigenstates of annihilation operator, of the D-dimensional harmonic oscillator are derived. These coherent states correspond to the minimum uncertainty states and the relation between them is investigated. 展开更多
关键词 D-dimensional harmonic oscillator coherent state path integral PROPAGATOR
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High Dimensional Cluster Analysis Using Path Lengths
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作者 Kevin Mcilhany Stephen Wiggins 《Journal of Data Analysis and Information Processing》 2018年第3期93-125,共33页
A hierarchical scheme for clustering data is presented which applies to spaces with a high number of dimensions (). The data set is first reduced to a smaller set of partitions (multi-dimensional bins). Multiple clust... A hierarchical scheme for clustering data is presented which applies to spaces with a high number of dimensions (). The data set is first reduced to a smaller set of partitions (multi-dimensional bins). Multiple clustering techniques are used, including spectral clustering;however, new techniques are also introduced based on the path length between partitions that are connected to one another. A Line-of-Sight algorithm is also developed for clustering. A test bank of 12 data sets with varying properties is used to expose the strengths and weaknesses of each technique. Finally, a robust clustering technique is discussed based on reaching a consensus among the multiple approaches, overcoming the weaknesses found individually. 展开更多
关键词 CLUSTERING path LENGTH CONSENSUS N-dimensional Line of SIGHT
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MULTI-DIMENSIONAL GEOMETRIC BROWNIANMOTIONS, ONSAGER-MACHLUP FUNCTIONS, AND APPLICATIONS TO MATHEMATICAL FINANCE
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作者 胡耀忠 《Acta Mathematica Scientia》 SCIE CSCD 2000年第3期341-358,共18页
The solutions of the following bilinear stochastic differential equation are studied [GRAPHICS] where A(t)(k), B-t are (deterministic) continuous matrix-valued functions of t and w(1) (t),..., w(m) (t) are m independe... The solutions of the following bilinear stochastic differential equation are studied [GRAPHICS] where A(t)(k), B-t are (deterministic) continuous matrix-valued functions of t and w(1) (t),..., w(m) (t) are m independent standard Brownian motions. Conditions are given such that the solution is positive if the initial condition is positive. The equation the most probable path must satisfy is also derived and applied to a mathematical finance problem. 展开更多
关键词 multi-dimensional geometric Brownian motions Onsager-Machlup functions most probable path POSITIVITY most likely interest rate
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Divergence Free QED Lagrangian in (2 + 1)-Dimensional Space-Time with Three Different Regularization Prescriptions
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作者 M. Forkan M. Abul Mansur Chowdhury 《Journal of Applied Mathematics and Physics》 2018年第10期2067-2086,共20页
Quantum field theory can be understood through gauge theories. It is already established that the gauge theories can be studied either perturbatively or non-perturbatively. Perturbative means using Feynman diagrams an... Quantum field theory can be understood through gauge theories. It is already established that the gauge theories can be studied either perturbatively or non-perturbatively. Perturbative means using Feynman diagrams and non-perturbative means using Path-integral method. Operator regularization (OR) is one of the exceptional methods to study gauge theories because of its two-fold prescriptions. That means in OR two types of prescriptions have been introduced, which gives us the opportunity to check the result in self consistent way. In an earlier paper, we have evaluated basic QED loop diagrams in (3 + 1) dimensions using the both methods of OR and Dimensional regularization (DR). Then all three results have been compared. It is seen that the finite part of the result is almost same. In this paper, we are interested to evaluate the same basic loop diagrams in (2 + 1) space-time dimensions, because of two reasons: the main reason in (2 + 1) space-time dimensions, these loops diagrams are finite, on other hand, there are divergences in (3 + 1) space-time dimensions and the other reason is to see validity of using OR to evaluate Feynman loop diagrams in all dimensions. Here we have used both prescriptions of OR and DR to evaluate the basic loop diagrams and compared the results. Interestingly the results are almost same in all cases. 展开更多
关键词 Operator REGULARIZATION dimensional REGULARIZATION FEYNMAN Diagrams in QED path-INTEGRAL Method Background Field Quantization and Generating Functional
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Preliminary research on the transmission path of nssSO_4^(2-) and NO_3^- in Antarctic ice sheet 被引量:1
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作者 张明军 李忠勤 +4 位作者 秦大河 效存德 杨惠安 康建成 李军 《Chinese Journal of Polar Science》 2001年第1期48-52,共5页
The main sources of nssSO 2- 4 and NO - 3 were summarized in this paper. By analyzing the spatial distribution features of major ions in Antarctic ice sheet and studying on the different time of the same volca... The main sources of nssSO 2- 4 and NO - 3 were summarized in this paper. By analyzing the spatial distribution features of major ions in Antarctic ice sheet and studying on the different time of the same volcanic event recorded by different ice cores from different regions in Antarctica, this paper intends to study the transmission path of nssSO 2- 4 and NO - 3. Results show that nssSO 2- 4 and NO - 3 are transmitted to the ice sheet through long distance and high altitude. The procedure of the transmission is that nssSO 2- 4 and NO - 3 are transmitted to the level between the top of troposphere and the bottom of stratosphere, then subsided to the ice sheet surface and spread to other regions. 展开更多
关键词 Antarctic ice sheet nssSO 2- 4 NO - 3 transmission path.
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Parametric study on single shot peening by dimensional analysis method incorporated with finite element method 被引量:3
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作者 Xian-Qian Wu Xi Wang +2 位作者 Yan-Peng Wei Hong-Wei Song Chen-Guang Huang 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2012年第3期825-837,共13页
Shot peening is a widely used surface treatment method by generating compressive residual stress near the surface of metallic materials to increase fatigue life and re- sistance to corrosion fatigue, cracking, etc. Co... Shot peening is a widely used surface treatment method by generating compressive residual stress near the surface of metallic materials to increase fatigue life and re- sistance to corrosion fatigue, cracking, etc. Compressive re- sidual stress and dent profile are important factors to eval- uate the effectiveness of shot peening process. In this pa- per, the influence of dimensionless parameters on maximum compressive residual stress and maximum depth of the dent were investigated. Firstly, dimensionless relations of pro- cessing parameters that affect the maximum compressive residual stress and the maximum depth of the dent were de- duced by dimensional analysis method. Secondly, the in- fluence of each dimensionless parameter on dimensionless variables was investigated by the finite element method. Fur- thermore, related empirical formulas were given for each di- mensionless parameter based on the simulation results. Fi- nally, comparison was made and good agreement was found between the simulation results and the empirical formula, which shows that a useful approach is provided in this pa- per for analyzing the influence of each individual parameter. 展开更多
关键词 Keywords Shot peening - Maximum compressive residualstress Maximum depth of the dent dimensional analysismethod ~ Finite element method
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Quadratic Programming-based Approach for Autonomous Vehicle Path Planning in Space
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作者 CHEN Yang HAN Jianda WU Huaiyu 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2012年第4期665-673,共9页
Path planning for space vehicles is still a challenging problem although considerable progress has been made over the past decades.The major difficulties are that most of existing methods only adapt to static environm... Path planning for space vehicles is still a challenging problem although considerable progress has been made over the past decades.The major difficulties are that most of existing methods only adapt to static environment instead of dynamic one,and also can not solve the inherent constraints arising from the robot body and the exterior environment.To address these difficulties,this research aims to provide a feasible trajectory based on quadratic programming(QP) for path planning in three-dimensional space where an autonomous vehicle is requested to pursue a target while avoiding static or dynamic obstacles.First,the objective function is derived from the pursuit task which is defined in terms of the relative distance to the target,as well as the angle between the velocity and the position in the relative velocity coordinates(RVCs).The optimization is in quadratic polynomial form according to QP formulation.Then,the avoidance task is modeled with linear constraints in RVCs.Some other constraints,such as kinematics,dynamics,and sensor range,are included.Last,simulations with typical multiple obstacles are carried out,including in static and dynamic environments and one of human-in-the-loop.The results indicate that the optimal trajectories of the autonomous robot in three-dimensional space satisfy the required performances.Therefore,the QP model proposed in this paper not only adapts to dynamic environment with uncertainty,but also can satisfy all kinds of constraints,and it provides an efficient approach to solve the problems of path planning in three-dimensional space. 展开更多
关键词 path planning in three-dimensional space obstacle avoidance target pursuit relative velocity coordinates quadratic programming
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融合粒子群的改进金豺算法及应用 被引量:1
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作者 回立川 曹明远 迟一璇 《计算机集成制造系统》 EI CSCD 北大核心 2024年第5期1733-1744,共12页
为了解决传统金豺算法收敛精度低,搜索速度慢等问题,提出一种融合粒子群算法的改进金豺优化算法(PGJO)。首先,采用Chebyshev混沌映射和精英选择策略结合的方式对种群进行初始化,提高初始解质量;然后,结合粒子群优化算法(PSO)思想,提出... 为了解决传统金豺算法收敛精度低,搜索速度慢等问题,提出一种融合粒子群算法的改进金豺优化算法(PGJO)。首先,采用Chebyshev混沌映射和精英选择策略结合的方式对种群进行初始化,提高初始解质量;然后,结合粒子群优化算法(PSO)思想,提出一个新的搜索方式。采用动态转换策略,判断PGJO采用原Levy方式搜索还是采用新的搜索方式更新个体位置,以提高算法收敛精度;最后,提出了种群收敛监测策略,帮助算法跳出局部最优。将PGJO与其他智能优化算法经过11个基准测试函数对比实验表明,算法性能均优于其他算法。将PGJO应用于无人机路径规划当中,对比其他算法路径长度下降了3.4%,拐点个数减少了21%,验证了该算法的工程应用能力。 展开更多
关键词 智能优化算法 金豺优化算法 种群收敛监测策略 Chebyshev混沌映射 三维路径规划
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不同加卸载路径下灵敏性粉土的变形特性
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作者 卢瑞娜 余蓉 +2 位作者 高原 石雪英 巩天真 《地下空间与工程学报》 CSCD 北大核心 2024年第2期426-436,共11页
山西汾河中游一级阶地的施工中发现,饱和粉土地基受扰动后会产生很大的附加沉降,且迟迟不能稳定,表现出灵敏性。基于一维固结蠕变试验研究不同的加卸载路径对灵敏性粉土变形特性的影响,结果表明:加卸载路径和加卸荷比是影响压缩曲线的... 山西汾河中游一级阶地的施工中发现,饱和粉土地基受扰动后会产生很大的附加沉降,且迟迟不能稳定,表现出灵敏性。基于一维固结蠕变试验研究不同的加卸载路径对灵敏性粉土变形特性的影响,结果表明:加卸载路径和加卸荷比是影响压缩曲线的重要因素;压缩曲线在出现转折时对应的应力为结构屈服应力;加荷比越大,同级荷载下沉降值、固结系数、次固结系数和主固结比都会增大,同时其压缩曲线越趋近于线性,特征转折点消失,但加荷比越大,可大大减少工期;预压荷载的大小和卸荷比都会影响灵敏性粉土的回弹量,预压荷载大于结构屈服应力时,卸荷比越大,回弹量越大,因此需要采取分级卸载方法减小回弹量,保证预压效果;目标荷载小于结构屈服应力时,超载预压法降低工后沉降效果显著。 展开更多
关键词 加卸载路径 灵敏性粉土 一维固结蠕变试验 结构屈服应力
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多策略改进的猎人猎物优化算法及其应用
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作者 唐天兵 李继发 严毅 《广西师范大学学报(自然科学版)》 CAS 北大核心 2024年第4期153-164,共12页
针对猎人猎物优化算法易陷入局部最优和收敛精度不足的问题,本文提出多策略改进的猎人猎物优化算法。该算法基于动态搜索思想,通过自适应机制从全局搜索转向局部开发;通过利用种群的历史信息来实施差分进化,从而增强种群的多样性;采用... 针对猎人猎物优化算法易陷入局部最优和收敛精度不足的问题,本文提出多策略改进的猎人猎物优化算法。该算法基于动态搜索思想,通过自适应机制从全局搜索转向局部开发;通过利用种群的历史信息来实施差分进化,从而增强种群的多样性;采用精英池策略和非线性步长相结合的方法,以防止算法陷入局部最优,并提升其收敛精度。在10个大规模(10 000维)测试函数上对改进后的算法和其他6种经典或最新的优化算法进行性能评估,结果显示,该算法在全局优化能力、寻优精度和稳定性方面均表现出色,能有效解决高维优化问题。最后,将多策略改进猎人猎物优化算法应用于三维无人机路径规划问题,仿真实验结果表明,该算法能求解到最优的无人机三维规划路径。 展开更多
关键词 猎人猎物优化算法 差分进化 高维优化 多策略 路径规划
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复杂运动路径下滑坡转向变形机理研究
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作者 谢强 陈昱成 +2 位作者 田仁珺 傅翔 班宇鑫 《地下空间与工程学报》 CSCD 北大核心 2024年第2期615-624,635,共11页
滑坡受地表地形地貌和滑面形态的影响,在运动过程中常表现出转向、分叉、聚合等复杂行为,研究复杂运动路径下滑坡转向变形机理对滑坡的防灾减灾工作有重要意义。以三维地质建模技术为基础,构建庞家湾滑坡的三维颗粒流模型。通过PFC模拟... 滑坡受地表地形地貌和滑面形态的影响,在运动过程中常表现出转向、分叉、聚合等复杂行为,研究复杂运动路径下滑坡转向变形机理对滑坡的防灾减灾工作有重要意义。以三维地质建模技术为基础,构建庞家湾滑坡的三维颗粒流模型。通过PFC模拟滑坡的运动过程,得到如下结论:庞家湾滑坡发生了转向和聚合行为,滑坡中后部土体的滑动方向发生偏转并在坡脚与东北区域滑体聚合;滑坡中部发生转向运动的颗粒以较快的速度首先开始滑动,且速度由滑坡中部向周围呈辐射状减小;滑坡前缘在整个运动过程中,始终保持较快的运动速度,而后缘运动速度较慢,此外滑体表面速度大于滑体内部和底面速度,而滑坡各部分运动速度不同则是造成滑坡转向变形的重要原因。揭示了复杂路径滑坡的运动规律和转向变形机理,为评估滑坡风险,采取更为合理的防治方案提供理论依据。 展开更多
关键词 复杂运动路径 滑坡 转向变形 三维建模 PFC
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基于改进蚁群优化算法的AUV三维路径规划
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作者 蒲兴成 冼文杰 聂壮 《智能系统学报》 CSCD 北大核心 2024年第3期627-634,共8页
针对蚁群算法在三维路径规划时收敛速度慢且难以收敛至最优的缺点,提出一种新的改进蚁群算法,并将其应用于自主式水下机器人(autonomous underwater vehicle,AUV)三维路径规划。与现有算法相比,改进算法优点主要体现在3个方面:首先,引... 针对蚁群算法在三维路径规划时收敛速度慢且难以收敛至最优的缺点,提出一种新的改进蚁群算法,并将其应用于自主式水下机器人(autonomous underwater vehicle,AUV)三维路径规划。与现有算法相比,改进算法优点主要体现在3个方面:首先,引进伪随机状态转移概率提升算法全局搜索能力;其次,将距离和轨迹限定因子引入启发式函数,距离因子保证搜索不断趋近目标点,在轨迹限定因子约束下,轨迹累计转角更小,以此提升收敛速度和精度;最后,通过扩大信息素增量差距并逐步提高信息素衰减系数,进一步提高路径规划效率。实验结果表明,改进蚁群算法能够获得累计转角更小路径,且路径长度更小,收敛速度更快。 展开更多
关键词 路径规划 改进蚁群算法 启发函数 信息素更新 收敛速度 三维路径规划 自主水下机器人 转移概率
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