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Method and standard for selecting elite nut trees of Korean pine 被引量:8
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作者 杨凯 谷会岩 +2 位作者 扬凯 李春英 杨逢建 《Journal of Forestry Research》 SCIE CAS CSCD 2001年第2期84-88,146,共5页
The fruit-bearing quantities of nut Korean pines (Pinus Koraiensis) of natural stands in Changbai Mountain, Xiaoxing'an Mountain, and Wanda Mountain and of artificial forest in Hegang area of Heilongjiang Province... The fruit-bearing quantities of nut Korean pines (Pinus Koraiensis) of natural stands in Changbai Mountain, Xiaoxing'an Mountain, and Wanda Mountain and of artificial forest in Hegang area of Heilongjiang Province were investigated and measured by seed collection of singletree during 1988–1998. In order to evaluate the elite nut tree of fructification, the characteristics of fructification of Korena pine, including, the fruit-bearing quantity, output of seed, quantity of cone, cone size, seed size, the ratio of null seed by solid seed, seed percentage of cone, rate of the cones infested with pest, and fruit-bearing index, etc., were analyzed with the variance analysis, multiple comparison and stepwise regression to obtain the contribution ratio of each fruit-bearing factor to fruit-bearing quantity. The multiple correlation factors and the partial correlation factors for fruit-bearing quantities of Korean pine were determined for different geographical areas, and the cone length, thousand-grain-weight, and the seed percentage of cone were considered as important indices for selection of elite trees. The method of modified weighted coefficients was adopted to select the elite nut trees of Korean pine. Standards for selecting elite nut trees from the natural stands and artificial forest of Korean pine were established. This study could provde selection method and standard of elite nut trees for setting up seed orchard of Korean Pine. 展开更多
关键词 Korean pine Elite nut tree Selection method
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Estimating canopy closure density and above-ground tree biomass using partial least square methods in Chinese boreal forests 被引量:5
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作者 LEI Cheng-liang JU Cun-yong +3 位作者 CAI Ti-jiu J1NG Xia WEI Xiao-hua DI Xue-ying 《Journal of Forestry Research》 CAS CSCD 2012年第2期191-196,共6页
Boreal forests play an important role in global environment systems. Understanding boreal forest ecosystem structure and function requires accurate monitoring and estimating of forest canopy and biomass. We used parti... Boreal forests play an important role in global environment systems. Understanding boreal forest ecosystem structure and function requires accurate monitoring and estimating of forest canopy and biomass. We used partial least square regression (PLSR) models to relate forest parameters, i.e. canopy closure density and above ground tree biomass, to Landsat ETM+ data. The established models were optimized according to the variable importance for projection (VIP) criterion and the bootstrap method, and their performance was compared using several statistical indices. All variables selected by the VIP criterion passed the bootstrap test (p〈0.05). The simplified models without insignificant variables (VIP 〈1) performed as well as the full model but with less computation time. The relative root mean square error (RMSE%) was 29% for canopy closure density, and 58% for above ground tree biomass. We conclude that PLSR can be an effective method for estimating canopy closure density and above ground biomass. 展开更多
关键词 above-ground tree biomass bootstrap method canopy clo- sure density partial least square regression (PLSR) VIP criterion
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Improved EEMD-based standardization method for developing long tree-ring chronologies 被引量:6
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作者 Xianliang Zhang Junxia Li +1 位作者 Xiaobo Liu Zhenju Chen 《Journal of Forestry Research》 SCIE CAS CSCD 2020年第6期2217-2224,共8页
Long tree-ring chronologies can be developed by overlapping data from living trees with data from fossil trees through cross-dating.However,low-frequency climate signals are lost when standardizing tree-ring series du... Long tree-ring chronologies can be developed by overlapping data from living trees with data from fossil trees through cross-dating.However,low-frequency climate signals are lost when standardizing tree-ring series due to the"segment length curse".To alleviate the segment length curse and thus improve the standardization method for developing long tree-ring chronologies,here we first calculated a mean value for all the tree ring series by overlapping all of the tree ring series.The growth trend of the mean tree ring width(i.e.,cumulated average growth trend of all the series)was determined using ensemble empirical mode decomposition.Then the chronology was developed by dividing the mean value by the growth trend of the mean value.Our improved method alleviated the problem of trend distortion.Long-term signals were better preserved using the improved method than in previous detrending methods.The chronologies developed using the improved method were better correlated with climate than those developed using conservative methods.The improved standardization method alleviates trend distortion and retains more of the low-frequency climate signals. 展开更多
关键词 Standardization methods tree rings Segment length curse DETRENDING
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A decision tree based decomposition method for oil refinery scheduling 被引量:2
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作者 Xiaoyong Gao Dexian Huang +1 位作者 Yongheng Jiang Tao Chen 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2018年第8期1605-1612,共8页
Refinery scheduling attracts increasing concerns in both academic and industrial communities in recent years.However, due to the complexity of refinery processes, little has been reported for success use in real world... Refinery scheduling attracts increasing concerns in both academic and industrial communities in recent years.However, due to the complexity of refinery processes, little has been reported for success use in real world refineries. In academic studies, refinery scheduling is usually treated as an integrated, large-scale optimization problem,though such complex optimization problems are extremely difficult to solve. In this paper, we proposed a way to exploit the prior knowledge existing in refineries, and developed a decision making system to guide the scheduling process. For a real world fuel oil oriented refinery, ten adjusting process scales are predetermined. A C4.5 decision tree works based on the finished oil demand plan to classify the corresponding category(i.e. adjusting scale). Then,a specific sub-scheduling problem with respect to the determined adjusting scale is solved. The proposed strategy is demonstrated with a scheduling case originated from a real world refinery. 展开更多
关键词 Refinery scheduling Decision tree C4.5 Decomposition method
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A Study on Priority Based ZigBee Network Performance Analysis with Tree Routing Method 被引量:1
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作者 Nazrul Islam Md. Jaminul Haque Biddut +1 位作者 Asma Islam Swapna Mehedy Hasan Rafsan Jany 《Journal of Computer and Communications》 2015年第8期1-10,共10页
The Wireless Sensor Network (WSN) is spatially distributed autonomous sensor to sense special task. WSN like ZigBee network forms simple interconnecting, low power, and low processing capability wireless devices. The ... The Wireless Sensor Network (WSN) is spatially distributed autonomous sensor to sense special task. WSN like ZigBee network forms simple interconnecting, low power, and low processing capability wireless devices. The ZigBee devices facilitate numerous applications such as pervasive computing, security monitoring and control. ZigBee end devices collect sensing data and send them to ZigBee Coordinator. The Coordinator processes end device requests. The effect of a large number of random unsynchronized requests may degrade the overall network performance. An effective technique is particularly needed for synchronizing available node’s request processing to design a reliable ZigBee network. In this paper, region based priority mechanism is implemented to synchronize request with Tree Routing Method. Riverbed is used to simulate and analyze overall ZigBee network performance. The results show that the performance of the overall priority based ZigBee network model is better than without a priority based model. This research paves the way for further designing and modeling a large scale ZigBee network. 展开更多
关键词 WSN ZigBee Network tree ROUTING method Performance Analysis RIVERBED
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A Light and Simplified Branch Bending Method for Young Pear Trees 被引量:1
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作者 Jintao XU Longfei LI +3 位作者 Minghui JI Huan LIU Lijuan GAO Baofeng HAO 《Plant Diseases and Pests》 2024年第2期19-21,共3页
Aiming at high cost and low efficiency of conventional branch bending method in the modern intensive planting and labor-saving cultivation mode of young pear trees,this paper provides a new branch bending method with ... Aiming at high cost and low efficiency of conventional branch bending method in the modern intensive planting and labor-saving cultivation mode of young pear trees,this paper provides a new branch bending method with wide source of raw materials,cheap price and simple operation,which is also suitable for the management of low-age branches in the process of high grafting and upgrading of traditional big trees. 展开更多
关键词 Pear tree Light and simplified Branch bending method
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NUMERICAL ANALYSIS ON BINOMIAL TREE METHODS FOR AMERICAN LOOKBACK OPTIONS
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作者 Dai Min(戴民) 《Numerical Mathematics A Journal of Chinese Universities(English Series)》 SCIE 2001年第2期170-181,共12页
Lookback options are path-dependent options. In general, the binomial tree methods, as the most popular approaches to pricing options, involve a path dependent variable as well as the underlying asset price for lookba... Lookback options are path-dependent options. In general, the binomial tree methods, as the most popular approaches to pricing options, involve a path dependent variable as well as the underlying asset price for lookback options. However, for floating strike lookback options, a single-state variable binomial tree method can be constructed. This paper is devoted to the convergence analysis of the single-state binomial tree methods both for discretely and continuously monitored American floating strike lookback options. We also investigate some properties of such options, including effects of expiration date, interest rate and dividend yield on options prices, properties of optimal exercise boundaries and so 展开更多
关键词 BINOMIAL tree method American lookback options NUMERICAL analysis.
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Automatic Sleep Spindle Detection with EEG Based on Complex Demodulation Method and Decision Tree Model
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作者 Jiabin Li Bei Wang +2 位作者 Takenao Sugi Yu Zhang Masatoshi Nakamura 《Journal of Biomedical Science and Engineering》 2017年第5期10-17,共8页
Sleep spindle is the characteristic waveform of electroencephalogram (EEG) which is important for clinical diagnosis. In this study, an automatic sleep spindle detection method was developed. The EEG signals were reco... Sleep spindle is the characteristic waveform of electroencephalogram (EEG) which is important for clinical diagnosis. In this study, an automatic sleep spindle detection method was developed. The EEG signals were recorded based on the standard polysomnogram (PSG) measurement. A preprocessing procedure is introduced to exclude the unnecessary data segments and normalized the necessary data segments. Complex demodulation method is adopted to detect the candidate sleep spindle waveforms and calculate the features. The sleep spindles are recognized based on a decision tree model. Finally, the detected sleep spindles were utilized to amend the sleep stage recognition results. The sleep EEG data from 3 patients with sleep disorders were analyzed. The obtained results showed that the detected sleep spindles in EEG signal improved the accuracy of sleep stage recognition. 展开更多
关键词 SLEEP SPINDLE DETECTION COMPLEX DEMODULATION method Decision tree Mod-el EEG
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Effects of Different Density-reducing Methods on Canopy Microenvironment, Tree Growth and Fruit Quality in Closed Apple Orchard
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作者 Ru CHEN Xiaomin XUE +3 位作者 Laiping WANG Hao ZHAI Peixian NIE Jinzheng WANG 《Agricultural Biotechnology》 CAS 2019年第6期119-123,共5页
In order to optimize and transform closed mature apple orchards with standard rootstocks and improve the quality of fruit,taking a closed Red Fuji apple orchard as the test object,the effects of different density-redu... In order to optimize and transform closed mature apple orchards with standard rootstocks and improve the quality of fruit,taking a closed Red Fuji apple orchard as the test object,the effects of different density-reducing methods(deinterlacing,removing every other plant in each row,removing every other plant every other row)on the canopy microenvironment,tree structure,leaf photosynthesis and fruit quality were studied.The results showed that different density-reducing methods significantly reduced the orchard coverage and increased the crown transmittance.Among them,the deinterlacing treatment was the best in improving the population structure of the closed orchard,as it reduced the orchard coverage rate by 55.68 percentage points and the canopy transmittance by 82.38 percentage points,compared with the control(CK).Different density-reducing methods all could significantly reduce the branch amount in the closed orchard and optimized the branch composition.The three density-reducing methods decreased the number of branches per plant by 18.96%,12.41%and 19.58%,respectively,compared with the CK.And compared with the CK,the proportion of short branches and leafy branches to the total branches was increased by 17.13%,14.27%and 7.37%,respectively,and the proportion of long branches and developmental branches to the total branches was decreased by 24.47%,18.04%and 10.79%,respectively.The effects of the different density-reducing methods on the temperature,relative light intensity,SPAD and leaf photosynthetic rate in canopies all followed an order of deinterlacing>removing every other plant in each row>removing every other plant every other row>CK,while those on the relative humidity showed an order of deinterlacing>removing every other plant in each row>removing every other plant every other row>CK,while those on the relative humidity showed an order of deinterlacing<removing every other plant in each row<removing every other plant every other row<CK.The average single fruit weight(238.3 g),coloring index(89.2),smoothness index(83.2),soluble solid content(15.1%)and high quality fruit rate(82.4%)of the deinterlacing treatment were higher than those of other treatments,and the values were 18.2%,11.4%,5.85%,26.9%and 25.2%higher than the CK,respectively.The use of dein ̄terlacing to reduce density is the best for improving the microenvironment of closed apple orchards and improving the photosynthetic efficiency and fruit quality. 展开更多
关键词 APPLE Closed orchard Density reduction method Canopy microenvironment tree growth Fruit quality
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A Statistical Analysis of Textual E-Commerce Reviews Using Tree-Based Methods
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作者 Jessica Kubrusly Ana Luiza Neves Thamires Louzada Marques 《Open Journal of Statistics》 2022年第3期357-372,共16页
With the increasing interest in e-commerce shopping, customer reviews have become one of the most important elements that determine customer satisfaction regarding products. This demonstrates the importance of working... With the increasing interest in e-commerce shopping, customer reviews have become one of the most important elements that determine customer satisfaction regarding products. This demonstrates the importance of working with Text Mining. This study is based on The Women’s Clothing E-Commerce Reviews database, which consists of reviews written by real customers. The aim of this paper is to conduct a Text Mining approach on a set of customer reviews. Each review was classified as either a positive or negative review by employing a classification method. Four tree-based methods were applied to solve the classification problem, namely Classification Tree, Random Forest, Gradient Boosting and XGBoost. The dataset was categorized into training and test sets. The results indicate that the Random Forest method displays an overfitting, XGBoost displays an overfitting if the number of trees is too high, Classification Tree is good at detecting negative reviews and bad at detecting positive reviews and the Gradient Boosting shows stable values and quality measures above 77% for the test dataset. A consensus between the applied methods is noted for important classification terms. 展开更多
关键词 Text Mining Supervised Classification tree-Based methods Classification trees Random Forest Gradient Boosting XGBoost
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A method for Improving the Efficiency of Pear Tree Crossbreeding
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作者 Jintao XU Longfei LI +5 位作者 Minghui JI Huan LIU Lijuan GAO Yong GUO Yingjie WANG Baofeng HAO 《Agricultural Biotechnology》 2024年第2期25-26,42,共3页
In view of the short blooming period of pear tree crossbreeding and the complexity of pollination process, a method that can improve the efficiency of crossbreeding of pear trees was provided. Meanwhile, this method c... In view of the short blooming period of pear tree crossbreeding and the complexity of pollination process, a method that can improve the efficiency of crossbreeding of pear trees was provided. Meanwhile, this method can also be applied to the study of pollen xenia effect, pollination tree selection and pure pollen collection in pear tree cultivation. 展开更多
关键词 Pear tree Cross breeding EFFICIENCY method
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Shared-Tree Selection Method for Aggregated Multicast
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作者 Yusuke Sekine Taiju Mikoshi and Toyofumi Takenaka 《通讯和计算机(中英文版)》 2013年第4期578-584,共7页
关键词 共享树 组播树 聚合 多播通信 最小尺寸 嫁接方法 仿真实验 STA
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Heru Search Method—Unique in the World that Uses Unprecedented Mathematical Formulas and Replaces the Binary Tree Breaking Various Paradigms Like 0(log<i>n</i>)
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作者 Carlos Roberto Franç a 《American Journal of Computational Mathematics》 2017年第1期29-39,共11页
This paper deals with the efficiency of the search, with a method of organization and storage of the information that allows better results than the research trees or binary trees. No one ever dared to present better ... This paper deals with the efficiency of the search, with a method of organization and storage of the information that allows better results than the research trees or binary trees. No one ever dared to present better results than 0(log n) complexity, and when they wish to improve, they use balanced trees, but they continue to use principles that do not impact the pre-semantic information treatment. The Heru search method has as main characteristic the total or partial substitution of the use of the binary trees, enabling the elimination of the approximate results and informing the user the desired information instead of occurrences by sampling outside the desired information. The breakdown of the 0(log n) paradigm and the refinement of the searches are achieved with the use of a set of unpublished mathematical formulas and concepts called Infinite Series with Multiple Ratios. 展开更多
关键词 Search method B-tree Innovations in Database Infinite Series
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A classification tree for seismic evaluation of strip foundations on liquefiable soils
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作者 Rohollah Taslimian Parisa Delalat 《Earthquake Engineering and Engineering Vibration》 2025年第3期675-695,共21页
The feasibility of constructing shallow foundations on saturated sands remains uncertain.Seismic design standards simply stipulate that geotechnical investigations for a shallow foundation on such soils shall be condu... The feasibility of constructing shallow foundations on saturated sands remains uncertain.Seismic design standards simply stipulate that geotechnical investigations for a shallow foundation on such soils shall be conducted to mitigate the effects of the liquefaction hazard.This study investigates the seismic behavior of strip foundations on typical two-layered soil profiles-a natural loose sand layer supported by a dense sand layer.Coupled nonlinear dynamic analyses have been conducted to calculate response parameters,including seismic settlement,the acceleration response on the ground surface,and excess pore pressure beneath strip foundations.A novel liquefaction potential index(LPI_(footing)),based on excess pore pressure ratios across a given region of soil mass beneath footings is introduced to classify liquefaction severity into three distinct levels:minor,moderate,and severe.To validate the proposed LPI_(footing),the foundation settlement is evaluated for the different liquefaction potential classes.A classification tree model has been grown to predict liquefaction susceptibility,utilizing various input variables,including earthquake intensity on the ground surface,foundation pressure,sand permeability,and top layer thickness.Moreover,a nonlinear regression function has been established to map LPI_(footing) in relation to these input predictors.The models have been constructed using a substantial dataset comprising 13,824 excess pore pressure ratio time histories.The performance of the developed models has been examined using various methods,including the 10-fold cross-validation method.The predictive capability of the tree also has been validated through existing experimental studies.The results indicate that the classification tree is not only interpretable but also highly predictive,with a testing accuracy level of 78.1%.The decision tree provides valuable insights for engineers assessing liquefaction potential beneath strip foundations. 展开更多
关键词 computational geomechanics liquefaction potential index shallow foundation finite element method machine learning decision tree CLASSIFICATION regression
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基于隶属函数法和VIKOR法的梨轻简化树形适宜品种综合评价
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作者 闫帅 相丛超 +5 位作者 李冰莹 赵亮亮 彭垲 徐功勋 赵德英 曹玉芬 《果树学报》 北大核心 2026年第3期569-577,共9页
【目的】探明适宜‘双臂顺行式’棚架轻简化栽培的优良梨品种,实现良种良法配套。【方法】以长江中下游产区采用的‘双臂顺行式’棚架栽培的代表性梨园的17个品种为研究对象,调查分析不同品种生长结果特性和果实品质指标差异,利用隶属... 【目的】探明适宜‘双臂顺行式’棚架轻简化栽培的优良梨品种,实现良种良法配套。【方法】以长江中下游产区采用的‘双臂顺行式’棚架栽培的代表性梨园的17个品种为研究对象,调查分析不同品种生长结果特性和果实品质指标差异,利用隶属函数法和VIKOR法对不同品种在‘双臂顺行式’棚架栽培下生长结果及果实品质进行综合评价。【结果】‘双臂顺行式’棚架栽培模式下不同品种成枝力、长枝比例、产量、结果枝数、固酸比、可滴定酸含量、果肉细度和耐咀嚼性8个指标变异系数较大,差异化明显;隶属函数法综合评价值在0.70以上的梨品种有4个:丰水、圆黄、翠冠、玉绿,鄂梨2号综合评价值略低,为0.691;通过VIKOR法评价可知,早果性的权重值最大,为19.3%,中短枝比率权重最小,为2.3%,综合排名前5位的是丰水、圆黄、翠冠、玉绿、鄂梨2号。【结论】隶属函数法与VIKOR法均可作为树形和品种适宜性综合评价的方法;丰水、圆黄、翠冠、玉绿,鄂梨2号可作为长江中下游产区适宜‘双臂顺行式’棚架栽培的优良品种。 展开更多
关键词 隶属函数法 VIKOR法 树形 品种 综合评价
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多向人工势场法引导的RRT-Connect路径规划算法研究
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作者 丁建军 梁甲杭 +3 位作者 胡志明 章超 叶子安 孙超 《机电工程》 北大核心 2026年第3期499-513,共15页
针对快速随机扩展树(RRT-Connect)算法的随机性强、搜索效率低、路径规划时间长的问题,提出了一种面向机械臂的多向人工势场法引导的RRT-Connect路径规划算法。首先,引入了多向随机树拓展策略,在初始节点与目标节点连线中点选取了第三... 针对快速随机扩展树(RRT-Connect)算法的随机性强、搜索效率低、路径规划时间长的问题,提出了一种面向机械臂的多向人工势场法引导的RRT-Connect路径规划算法。首先,引入了多向随机树拓展策略,在初始节点与目标节点连线中点选取了第三节点作为根节点,增加了随机树的连接概率;其次,在路径拓展过程中融入了虚拟人工势场法,构建了复合势场函数,该函数将环境信息转化为具有梯度特征的势能空间,其中,引力场结合路径平滑度约束与运动学模型生成了渐进优化的轨迹牵引力,引导随机树向目标节点拓展;斥力场梯度通过自适应参数动态调整,形成了柔性避障区域,实时感知障碍物,提高了算法的收敛速度与避障能力;最后,在二维平面与三维空间环境下进行了仿真分析,还进行了实物抓取实验,验证了该算法的性能。研究结果表明:相较于传统RRT-Connect算法,多向人工势场法引导的RRT-Connect算法的路径平均节点数减少了54.36%,平均路径长度降低了10.23%,路径规划运行时间缩短了53.12%;此外,将该算法结合视觉抓取网络GR-ConvNet,开展了路径规划与实际抓取试验,该算法的路径规划长度减少了15.97%,规划运行时间缩短了51.74%,平均迭代次数降低了27.63%。该算法显著提升了路径规划的效率与稳定性,可为机械臂实现高效自主路径规划提供有力支撑。 展开更多
关键词 机械臂 运动学建模 多向随机树 人工势场法 快速随机扩展树算法
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Fast algorithm for constructing neighbor-joining phylogenetic trees 被引量:3
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作者 陈宁涛 王能超 施保昌 《Journal of Southeast University(English Edition)》 EI CAS 2006年第2期176-179,共4页
To improve the performance of Saitou and Nei's algorithm (SN) and Studier and Keppler's improved algorithm (SK) for constructing neighbor-joining phylogenetic trees and reduce the time complexity of the computat... To improve the performance of Saitou and Nei's algorithm (SN) and Studier and Keppler's improved algorithm (SK) for constructing neighbor-joining phylogenetic trees and reduce the time complexity of the computation, a fast algorithm is proposed. The proposed algorithm includes three techniques. First, a linear array A[N] is introduced to store the sum of every row of the distance matrix (the same as SK), which can eliminate many repeated computations. Secondly, the value of A [i] is computed only once at the beginning of the algorithm, and is updated by three elements in the iteration. Thirdly, a very compact formula for the sum of all the branch lengths of operational taxonomic units (OTUs) i and j is designed, and the correctness of the formula is proved. The experimental results show that the proposed algorithm is from tens to hundreds times faster than SN and roughly two times faster than SK when N increases, constructing a tree with 2 000 OTUs in 3 min on a current desktop computer. To earn the time with the cost of the space and reduce the computations in the innermost loop are the basic solutions for algorithms with many loops. 展开更多
关键词 phylogenetic tree neighbor-joining method fast algorithm progressive multiple alignment
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An intersection method for locating earthquakes in complex velocity models 被引量:1
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作者 赵爱华 丁志峰 《Applied Geophysics》 SCIE CSCD 2007年第4期294-300,共7页
The intersection method is one of the basic approaches for locating earthquakes and is not only robust but also efficient. However, its location accuracy is not high, especially for focal depth because the velocity mo... The intersection method is one of the basic approaches for locating earthquakes and is not only robust but also efficient. However, its location accuracy is not high, especially for focal depth because the velocity model used for the conventional intersection method is based on homogeneous or laterally homogeneous media, which is too simple. In order to improve the accuracy, we have modified the existing intersection method. In the modified approach, the earthquake loci are not assumed to be circular or hyperbolic and calculation accuracy is improved using a minimum traveltime tree algorithm for tracing rays. The numerical model shows that the modified method can locate earthquakes in complex velocity models. 展开更多
关键词 Earthquake location intersection method ray tracing minimum traveltime tree algorithm
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基于决策树回归的单通道热流法体温预测
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作者 熊凌浩 宋晋忠 +3 位作者 张煜 余新明 张欣苗 于闯 《传感器与微系统》 北大核心 2026年第1期41-45,共5页
人体核心体温(CBT)的连续监测,在很多户外工作场景上具有较高的研究价值。使用基于单通道热流(HF)法的传感器,分别从传感器测量原理、数据采集方式、特征工程选择、模型构建、评估指标等方面进行介绍。通过网格搜索,在训练集上进行算法... 人体核心体温(CBT)的连续监测,在很多户外工作场景上具有较高的研究价值。使用基于单通道热流(HF)法的传感器,分别从传感器测量原理、数据采集方式、特征工程选择、模型构建、评估指标等方面进行介绍。通过网格搜索,在训练集上进行算法模型训练,得到最终的决策树回归算法。在10人的测试集上,平均绝对误差(MAE)为0.257℃,且对于核心体温的变化具有一定的跟随性,可为单通道热流法测量人体核心体温的推广应用提供一定的支撑。 展开更多
关键词 单通道热流法 核心体温 决策树回归法
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