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Progress of International Meridian Circle Program
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作者 WANG Chi BLANC Michel +13 位作者 ZHANG Shunrong DENARDINI Clezio Marcos LIU William SHEN Xuhui WU Jian XU Jiyao LI Hui ZHANG Qinghe REN Liwen ZHU Yajun LI Guozhu DING Zonghua LIU Zhengkuan YANG Fang 《空间科学学报》 CAS CSCD 北大核心 2024年第4期741-745,共5页
In 2024,the Chinese Meridian Project(CMP)completed its construction,deploying 282 instruments across 31 stations.This achievement not only provides a robust foundation but also serves as a reference template for the I... In 2024,the Chinese Meridian Project(CMP)completed its construction,deploying 282 instruments across 31 stations.This achievement not only provides a robust foundation but also serves as a reference template for the International Meridian Circle Program(IMCP).The IMCP aims to integrate and establish a comprehensive network of ground-based monitoring stations designed to track the propagation of space weather events from the Sun to Earth.Additionally,it monitors various disturbances generated within the Earth system that impact geospace.Over the past two years,significant progress has been made on the IMCP.In particular,the second phase of construction for the China-Brazil Joint Laboratory for Space Weather has been completed,and the North Pole and Southeast Asia networks are under active construction.The 2024 IMCP joint observation campaign was successfully conducted.To facilitate these developments,the scientific program committee of IMCP was established,following the success of 2023 IMCP workshop and the space weather school,which was co-hosted with the Asia-Pacific Space Cooperation Organization(APSCO)and sponsored by Chinese Academy of Sciences(CAS)and Scientific Committee on Solar-Terrestrial Physics(SCOSTEP).Preparations are now underway for the 2024 workshop in collaboration with the National Institute for Space Research(INPE)in Brazil. 展开更多
关键词 Chinese Meridian Project(CMP) International Meridian circle Program(IMCP) China-Brazil Joint Laboratory for Space Weather North Pole and Southeast Asia networks
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引入Circle映射和正弦余弦因子的改进粒子群算法 被引量:18
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作者 徐福强 邹德旋 +2 位作者 李灿 罗鸿赟 章猛 《计算机工程与应用》 CSCD 北大核心 2023年第17期80-90,共11页
针对粒子群算法在搜索寻优过程中存在收敛速度慢、精度低和易陷入局部最优等问题,提出了引入Circle映射和正弦余弦因子的改进粒子群算法。采用引入Circle映射的种群初始化操作,能获得更加均匀和多样的初始种群,有利于提高算法的收敛速... 针对粒子群算法在搜索寻优过程中存在收敛速度慢、精度低和易陷入局部最优等问题,提出了引入Circle映射和正弦余弦因子的改进粒子群算法。采用引入Circle映射的种群初始化操作,能获得更加均匀和多样的初始种群,有利于提高算法的收敛速度和精度。采用非线性递减的惯性权重并引入正弦余弦算法中的正弦余弦因子的策略,更好地平衡了算法全局探索能力和局部开发能力。受鲸鱼优化算法启发,提出并采用带有淘汰制的随机搜索策略,增强了算法跳出局部最优和全局探索的能力。在16个基准测试函数上对该算法进行了仿真实验,并与4种粒子群相关算法及其他4种群智能优化算法进行了比较和分析,验证了所提出的改进算法具有更强的收敛性能和稳定性。 展开更多
关键词 粒子群优化算法 circle映射 正弦余弦因子 随机搜索策略 正弦余弦算法 鲸鱼优化算法
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Closed circle DNA algorithm of change positive-weighted Hamilton circuit problem 被引量:5
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作者 Zhou Kang Tong Xiaojun Xu Jin 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第3期636-642,共7页
Chain length of closed circle DNA is equal. The same closed circle DNA's position corresponds to different recognition sequence, and the same recognition sequence corresponds to different foreign DNA segment, so clos... Chain length of closed circle DNA is equal. The same closed circle DNA's position corresponds to different recognition sequence, and the same recognition sequence corresponds to different foreign DNA segment, so closed circle DNA computing model is generalized. For change positive-weighted Hamilton circuit problem, closed circle DNA algorithm is put forward. First, three groups of DNA encoding are encoded for all arcs, and deck groups are designed for all vertices. All possible solutions are composed. Then, the feasible solutions are filtered out by using group detect experiment, and the optimization solutions are obtained by using group insert experiment and electrophoresis experiment. Finally, all optimization solutions are found by using detect experiment. Complexity of algorithm is concluded and validity of DNA algorithm is explained by an example. Three dominances of the closed circle DNA algorithm are analyzed, and characteristics and dominances of group delete experiment are discussed. 展开更多
关键词 closed circle DNA computing model change positive-weighted Hamilton circuit problem group insert experiment group delete experiment.
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International Meridian Circle Program 被引量:2
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作者 LIU William WANG Chi +18 位作者 SHEN Xuhui WU Jian BLANC Michel YAN Yihua FU Suiyan YUE Xinan LEI Jiuhou GONG Wei ZHANG Shaodong ZHANG Qinghe WANG Xin YANG Jing ZHANG Xiaoxin GAO Jing XU Jiyao YANG Guotao LI Hui REN Liwen YANG Fang 《空间科学学报》 CAS CSCD 北大核心 2020年第5期723-725,共3页
The Earth is buffered from the ferocious onslaught of the solar wind by a thin layer of matter known as the atmosphere and geospace.This layer absorbs energy from irradiance and outburst from the Sun,as well as from d... The Earth is buffered from the ferocious onslaught of the solar wind by a thin layer of matter known as the atmosphere and geospace.This layer absorbs energy from irradiance and outburst from the Sun,as well as from disasters,transient phenomena and anthropogenic emissions originated from Earth.Through complicated physics,the absorbed energy changes the atmospheric and geospace state and sometimes gets re-released to power extreme events such as space weather.Taking place globally,these complicated processes cannot be understood unless they are studied globally.The Chinese scientists have proposed the International Meridian Circle Program(IMCP)to meet this demand.By operating nearly 1000 instruments encompassing all latitudes along with the 120°E–60°W longitudes,IMCP aims,for the first time,to construct comprehensive 3D data representation of the atmosphere and geospace on a global scale and empower interdisciplinary research to tackle key questions related to Earth’s environment and climate change. 展开更多
关键词 International Meridian circle Program Chinese Meridian Project Ground-based observation Space weather Solar-terrestrial physics
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Progress of International Meridian Circle Program 被引量:1
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作者 LIU William MICHEL Blanc +9 位作者 WANG Chi XU Jiyao LI Hui REN Liwen LIU Zhengkuan ZHU Yajun LI Guozhu LI Lei ZEREN Zhima YANG Fang 《空间科学学报》 CAS CSCD 北大核心 2022年第4期584-587,共4页
Based on the Chinese Meridian Project(CMP),the International Meridian Circle Program(IMCP)aims to coordinate the deployment of a comprehensive ground-based monitoring network along the 120°E-60°W Great Merid... Based on the Chinese Meridian Project(CMP),the International Meridian Circle Program(IMCP)aims to coordinate the deployment of a comprehensive ground-based monitoring network along the 120°E-60°W Great Meridian Circle to track the propagation and evolution of space weather events from the Sun to the Earth,as well as the imprints of other major natural and anthropic hazards on the ionosphere,the middle and upper atmosphere.Currently,we have completed the IMCP headquarters building in Beijing and established the China-Brazil Joint Laboratory for Space Weather in cooperation with Brazil.Meanwhile,the Chinese Meridian Project PhaseⅡand different components of the IMCP observation system are under construction. 展开更多
关键词 Chinese Meridian Project(CMP) Global ground monitoring Space weather International Meridian circle Program(IMCP)
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Iterative circle fitting based on circular attracting factor
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作者 王恒升 张强 王福亮 《Journal of Central South University》 SCIE EI CAS 2013年第10期2663-2675,共13页
An intuitive method for circle fitting is proposed. Assuming an approximate circle(CA,n) for the fitting of some scattered points, it can be imagined that every point would apply a force to CA,n, which all together fo... An intuitive method for circle fitting is proposed. Assuming an approximate circle(CA,n) for the fitting of some scattered points, it can be imagined that every point would apply a force to CA,n, which all together form an overall effect that "draws" CA,n towards best fitting to the group of points. The basic element of the force is called circular attracting factor(CAF) which is defined as a real scalar in a radial direction of CA,n. An iterative algorithm based on this idea is proposed, and the convergence and accuracy are analyzed. The algorithm converges uniformly which is proved by the analysis of Lyapunov function, and the accuracy of the algorithm is in accord with that of geometric least squares of circle fitting. The algorithm is adopted to circle detection in grayscale images, in which the transferring to binary images is not required, and thus the algorithm is less sensitive to lightening and background noise. The main point for the adaption is the calculation of CAF which is extended in radial directions of CA,n for the whole image. All pixels would apply forces to CA,n, and the overall effect of forces would be equivalent to a force from the centroid of pixels to CA,n. The forces from would-be edge pixels would overweigh that from noisy pixels, so the following approximate circle would be of better fitting. To reduce the amount of calculation, pixels are only used in an annular area including the boundary of CA,n just in between for the calculation of CAF. Examples are given, showing the process of circle fitting of scattered points around a circle from an initial assuming circle, comparing the fitting results for scattered points from some related literature, applying the method proposed for circular edge detection in grayscale images with noise, and/or with only partial arc of a circle, and for circle detection in BGA inspection. 展开更多
关键词 circle detection circle FITTING GRAYSCALE image ITERATIVE algorithm least squares fitting(LSF) CIRCULAR attracting factor(CAF) BGA inspection
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On the Construction of Mohr Stress Circle and a Graphic Method in Representing the Stress Components on Different Oblique Planes
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作者 Zhubin He Z. R. Wang Kunpeng Kang 《上海交通大学学报》 EI CAS CSCD 北大核心 2004年第z2期223-228,共6页
The Mohr stress circle for three-dimensional stress is usually determined by equations,which is lack of intuitionistic meanings and difficult to understand. In this paper, the construction of Mohr stress circle is ill... The Mohr stress circle for three-dimensional stress is usually determined by equations,which is lack of intuitionistic meanings and difficult to understand. In this paper, the construction of Mohr stress circle is illustrated directly by numerical method. The shortcoming of Mohr stress circle in representing the stress components on different oblique planes for three-dimensional stress is analyzed. A three-dimensional figure is given to describe the variation of normal and shear stress on different oblique planes at one point for the first time. 展开更多
关键词 Mohr STRESS circle GRAPHIC method NORMAL STRESS SHEAR STRESS
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Stability analysis of the simplest Takagi-Sugeno fuzzy control system using circle criterion
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作者 Lu Hongqian Huang Xianlin +2 位作者 Gao X. Z. Ban Xiaojun Yin Hang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2007年第2期311-319,共9页
A frequency-domain-based sufficient condition is derived to guarantee the globally asymptotic stability of the simplest Takagi-Sugeno (T-S) fuzzy control system by using the circle criterion. The analysis is perform... A frequency-domain-based sufficient condition is derived to guarantee the globally asymptotic stability of the simplest Takagi-Sugeno (T-S) fuzzy control system by using the circle criterion. The analysis is performed in the frequency domain, and hence the condition is of great significance when the frequency-response method, which is widely used in the linear control theory and practice, is employed to synthesize the simplest T-S fuzzy controller. Besides, this sufficient condition is featured by a graphical interpretation, which makes the condition straightforward to be used. Comparisons are drawn between the performance of the simplest T-S fuzzy controller and that of the linear compensator. Two numerical examples are presented to demonstrate how this sufficient condition can be applied to both stable and unstable plants. 展开更多
关键词 T-S fuzzy controller Stability analysis circle criterion Frequency response method.
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A CHINESE ECONOMIC CIRCLE IN REALITY——On Five Basic Features of the Economic Relations Between the China's Mainland and Hongkong/Macao
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作者 Wang Guangwei of Economics at the Institute of Economics of NANKAI UNIVERSITY 《南开经济研究》 CSSCI 北大核心 1994年第S3期25-31,45,共8页
Generally speaking, "an economic circle" refers to a group of countriesand regions whose economic relations override the universally accepted in-ternational practice or norms and they have formulated new eco... Generally speaking, "an economic circle" refers to a group of countriesand regions whose economic relations override the universally accepted in-ternational practice or norms and they have formulated new economic ruleswhich are applicable only to countries and regions inside the circle. 展开更多
关键词 A CHINESE ECONOMIC circle IN REALITY On Five Basic Features of the Economic Relations Between the China's Mainland and Hongkong/Macao Basic
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基于多策略改进的金豺优化算法
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作者 杜晓昕 牛翔慧 +2 位作者 王波 郝田茹 王振飞 《河南师范大学学报(自然科学版)》 北大核心 2025年第4期39-48,I0007,I0008,共12页
金豺优化算法(golden jackal optimization algorithm,GJO)作为一种新型的元启发算法,由于其收敛速度精度不佳,且在探索与开采阶段平衡上存在不足,陷入局部极值等算法弊端均有出现.因此,提出了改进金豺优化算法(IGJO).首先,采用改进型... 金豺优化算法(golden jackal optimization algorithm,GJO)作为一种新型的元启发算法,由于其收敛速度精度不佳,且在探索与开采阶段平衡上存在不足,陷入局部极值等算法弊端均有出现.因此,提出了改进金豺优化算法(IGJO).首先,采用改进型的多值Circle混沌映射,以增进种群多样性及初始解的品质;其次,基于特定的收缩指数函数,将能量方程优化为非线性形式,实现全局与局部搜寻的有效协调;然后,引入基于t-分布的变异策略增强搜索广度,提升全局搜索效能,有效避免局部最优问题;最后,通过调整Levy飞行参数进行细致优化,确立了一个优化值,从而显著提升了算法的收敛速度和精确度.通过9项测试函数的实验验证表明,改进后的IGJO算法在多个方面超越了若干现有的经典或新兴算法. 展开更多
关键词 群智能优化算法 金豺优化算法 多值circle混沌映射 任意收缩指数函数 自适应t分布突变
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改进麻雀搜索算法的四旋翼无人机路径规划 被引量:3
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作者 朱易凡 裘旭冬 李硕 《传感器与微系统》 北大核心 2025年第1期141-145,151,共6页
针对麻雀搜索算法(SSA)容易陷入局部最优、求解精度不高和收敛速度较慢的问题,本文提出一种非线性正态差分SSA(NLN-DSSA)。采用改进Circle混沌映射初始化麻雀种群,提升种群多样性,提高算法在迭代开始时的全局搜索能力;引入非线性正态分... 针对麻雀搜索算法(SSA)容易陷入局部最优、求解精度不高和收敛速度较慢的问题,本文提出一种非线性正态差分SSA(NLN-DSSA)。采用改进Circle混沌映射初始化麻雀种群,提升种群多样性,提高算法在迭代开始时的全局搜索能力;引入非线性正态分布系数来控制发现者的搜索步长和收敛速度,平衡全局搜索和局部开发能力;引进差分变异策略增加种群的多样性,帮助算法跳出局部最优。在5个基准测试函数上寻优实验,结果表明:NLN-DSSA具有更好的收敛速度和寻优精度。最后将NLN-DSSA应用到无人机路径规划上,证明改进算法的有效性和实用性。 展开更多
关键词 麻雀搜索算法 circle混沌映射 非线性正态差分 差分变异 路径规划
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基于改进DBO-BP神经网络的烟叶复烤出口含水率和温度的预测
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作者 孙勇乾 汤守国 《计算机科学》 北大核心 2025年第S1期309-315,共7页
为提高烟叶复烤后烟叶的质量,提出了一种基于改进蜣螂优化算法(DBO)-BP神经网络的预测模型,旨在准确预测烟叶复烤过程中的烤机出口含水率和温度。首先,采用灰色关联度分析法分析工艺参数对烤机出口含水率和温度的关联程度,为了提高模型... 为提高烟叶复烤后烟叶的质量,提出了一种基于改进蜣螂优化算法(DBO)-BP神经网络的预测模型,旨在准确预测烟叶复烤过程中的烤机出口含水率和温度。首先,采用灰色关联度分析法分析工艺参数对烤机出口含水率和温度的关联程度,为了提高模型的预测精度和稳定性,引入Circle搜索策略来优化蜣螂算法,使其能够更有效地探索解空间,避免陷入局部最优。其次,用改进的蜣螂算法优化BP神经网络的权重和阈值。最后,建立Circle-DBO-BP复烤烤机出口含水率和温度预测模型。通过MATLAB对Circle-DBO-BP模型进行仿真,并与XGBOOST模型、Tent-DBO-BP模型和SSA-BP模型的预测结果进行了比较。实验结果表明,改进后的Circle-DBO-BP模型络在烟叶复烤出口含水率和温度的预测中,MSE分别达到了0.046 7和0.038 4,从而为烟叶复烤过程的控制提供了有力的支持。 展开更多
关键词 烟叶复烤 BP神经网络 circle混沌映射 出口含水率 出口温度
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Numerical study on the water inflow and hydraulic pressure of mountain tunnel underpassing a reservoir
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作者 LIU Dongdong SONG Wenjie +3 位作者 WANG Xintong YANG Tao HUANG Bo ZHONG GUO 《中国水利水电科学研究院学报(中英文)》 北大核心 2025年第5期580-589,共10页
Prediction of water inflow into a tunnel is a crucial prerequisite for the waterproof and drainage design of mountain tunnels in water-rich areas.Based on the proposed Baiyun Mountain Tunnel project in Guangzhou,a num... Prediction of water inflow into a tunnel is a crucial prerequisite for the waterproof and drainage design of mountain tunnels in water-rich areas.Based on the proposed Baiyun Mountain Tunnel project in Guangzhou,a numerical percolation model of random fractured rock of a tunnel underpassing a water reservoir is established to study the seepage characteristics of surrounding rock,the law of water inflow,and the change of lining water pressure,considering the local artificial boundary conditions for seepage in large rock mass,.In addition,the influences of rock permeability,fracture aperture,grouting circle thickness,and penetration are analyzed.The results show that:(1)Only fractures with aperture wider than 0.1 mm can play a significant role in water conduction in rocks with the permeability lower than 10^(-11)m^(2);(2)The greater the permeability difference between the fractures and rocks,the more remarkable the effects of fractures on the surrounding rock seepage field and cavern water inflow;(3)The sensitivity of grouting waterproof function to grouting circle thickness,grouting ring penetration,and rock permeability is significantly higher than that of tunnel buried depth and fracture aperture;(4)The lining water head is much more sensitive to the grouting circle thickness and penetration than to the tunnel buried depth;(5)With the grouting range enlarging,the impact of grouting circle permeability on the precipitation pressure role of the grouting ring increases;(6)For the interesting tunnel designed to be built at the depth of 70 m,the grouting circle with the thickness of 0.5 m and permeability of 10-^(14)m^(2)is recommended. 展开更多
关键词 mountain tunnel water inflow into a tunnel lining water pressure grouting circle stochastic fracture networks
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一种基于ISSA-BP神经网络的火控系统故障预测方法
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作者 孟新冉 李英顺 +1 位作者 王德彪 杨松 《火炮发射与控制学报》 北大核心 2025年第1期52-58,共7页
陀螺仪组能够产生高低方向和水平方向上的稳定和瞄准信号,同时也能够为系统提供火炮更新位置之后的驱动信号,在整个火控系统中发挥着非常关键的作用,因此对陀螺仪组的故障预测非常重要。为了提高预测准确性,提出一种融合正余弦算法和Lev... 陀螺仪组能够产生高低方向和水平方向上的稳定和瞄准信号,同时也能够为系统提供火炮更新位置之后的驱动信号,在整个火控系统中发挥着非常关键的作用,因此对陀螺仪组的故障预测非常重要。为了提高预测准确性,提出一种融合正余弦算法和Levy飞行改进麻雀算法(ISSA)优化BP神经网络的预测方法。利用Circle混沌映射初始化种群,在发现者位置更新时,引入非线性动态学习因子以及融合正余弦的思想,在追随者更新位置时,引入Levy飞行策略,建立ISSA-BP故障预测模型。为了验证模型预测的精度,同时与BP模型、PSO-BP模型、GWO-BP模型、SSA-BP模型进行实验对比,实验结果显示ISSA-BP模型比其他4种模型预测精度更高。 展开更多
关键词 circle混沌映射 故障预测 火控系统 BP神经网络 麻雀搜索算法
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基于MDS和改进SSA-SVM的高速铁路道岔故障诊断方法研究 被引量:7
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作者 王彦快 米根锁 +2 位作者 孔得盛 杨建刚 张玉 《铁道学报》 EI CAS CSCD 北大核心 2024年第1期81-90,共10页
针对高速铁路道岔设备故障频繁,现场维修工作量大等问题,提出基于多维尺度缩放法(MDS)和改进麻雀搜索算法(SSA)优化支持向量机(SVM)的高速铁路道岔故障诊断模型。首先以ZDJ9道岔转换功率曲线为研究对象,总结现场典型道岔故障类型及故障... 针对高速铁路道岔设备故障频繁,现场维修工作量大等问题,提出基于多维尺度缩放法(MDS)和改进麻雀搜索算法(SSA)优化支持向量机(SVM)的高速铁路道岔故障诊断模型。首先以ZDJ9道岔转换功率曲线为研究对象,总结现场典型道岔故障类型及故障原因,分别提取道岔功率曲线的时域、频域特征指标以及小波包能量熵,组成特征指标向量;其次采用MDS方法进行多维特征指标的降维优化,建立道岔故障特征指标样本数据库;最后利用改进Circle混沌映射初始化种群,并通过自适应t分布增强麻雀种群的多样性,再以改进SSA算法优化SVM模型中的惩罚因子和核函数方差2个关键参数,构建改进SSA-SVM的道岔故障诊断模型。故障诊断结果表明,本模型的故障诊断正确率高达96.25%,诊断效果优于其他方法,可以为道岔设备的故障维修提供理论依据。 展开更多
关键词 高速铁路道岔 故障诊断 改进麻雀搜索算法-支持向量机 circle混沌映射 自适应t分布 小波包能量熵 多维尺度缩放法
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基于ISSA-LSTM模型的可再生能源电力需求预测 被引量:8
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作者 闫晓霞 刘娴 《西安科技大学学报》 CAS 北大核心 2024年第3期604-614,共11页
为了更精准地预测未来能源结构调整方向及成效,选用ISSA-LSTM组合预测模型对中国2023-2030年可再生能源的电力需求进行预测。首先,利用Circle混沌映射改进麻雀搜索算法(SSA)以提高搜索能力以及种群多样性;然后引入长短期记忆神经网络(LS... 为了更精准地预测未来能源结构调整方向及成效,选用ISSA-LSTM组合预测模型对中国2023-2030年可再生能源的电力需求进行预测。首先,利用Circle混沌映射改进麻雀搜索算法(SSA)以提高搜索能力以及种群多样性;然后引入长短期记忆神经网络(LSTM)以有效捕捉可再生能源电力需求随机波动性和时序性;最后,通过ISSA-LSTM模型预测长期可再生能源的电力需求,验证测试集数据,并与其他传统模型进行对比。结果表明:ISSA-LSTM模型预测结果能够满足对可再生能源电力需求预测的精度要求;在未来2023-2030年可再生能源电力需求稳定,波动幅度不大,可达到全国用电量的1/3;利用Circle混沌映射改进策略能有效提升SSA寻优能力。与PSO算法相比,SSA算法寻找LSTM超参数最优解的能力更优,ISSA-LSTM模型预测可再生能源电力需求精度更高。 展开更多
关键词 混合预测模型 麻雀搜索算法 长短期记忆网络 circle混沌映射 电力需求预测
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改进麻雀搜索算法的入侵检测特征选择 被引量:4
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作者 刘涛 蒙学强 《计算机工程与设计》 北大核心 2024年第4期989-996,共8页
针对网络入侵检测所处理数据存在特征维数高、检测效率低、准确率不高的问题,提出一种改进麻雀搜索算法的特征选择方法,旨在减少特征冗余的同时提高分类准确率。利用改进Circle映射初始化种群;结合秃鹰搜索算法中的螺旋搜索方式更新发... 针对网络入侵检测所处理数据存在特征维数高、检测效率低、准确率不高的问题,提出一种改进麻雀搜索算法的特征选择方法,旨在减少特征冗余的同时提高分类准确率。利用改进Circle映射初始化种群;结合秃鹰搜索算法中的螺旋搜索方式更新发现者位置;采用单纯形法和小孔成像法优化适应度较差和最优麻雀的位置,提升算法的寻优能力。将该算法与其它算法在6个经典基准函数上进行对比测试,其在收敛速度、精度等方面均有提升。使用数据集CIC-IDS2017进行特征选择实验,平均保留了7.6个特征,准确率达到了99.5%,结果表明,该算法可以在保证准确率的同时有效降低特征维度。 展开更多
关键词 麻雀搜索算法 circle映射 螺旋搜索 单纯形法 小孔成像 入侵检测 特征选择
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基于改进INFO-Bi-LSTM模型的SO_(2)排放质量浓度预测 被引量:3
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作者 王琦 柴宇唤 +2 位作者 王鹏程 刘百川 刘祥 《动力工程学报》 CAS CSCD 北大核心 2024年第4期641-649,共9页
针对火电机组SO_(2)排放质量浓度的影响因素众多,难以准确预测的问题,提出一种改进向量加权平均(weighted mean of vectors,INFO)算法与双向长短期记忆(bi-directional long short term memory,Bi-LSTM)神经网络相结合的预测模型(改进IN... 针对火电机组SO_(2)排放质量浓度的影响因素众多,难以准确预测的问题,提出一种改进向量加权平均(weighted mean of vectors,INFO)算法与双向长短期记忆(bi-directional long short term memory,Bi-LSTM)神经网络相结合的预测模型(改进INFO-Bi-LSTM模型)。采用Circle混沌映射和反向学习产生高质量初始化种群,引入自适应t分布提升INFO算法跳出局部最优解和全局搜索的能力。选取改进INFO-Bi-LSTM模型和多种预测模型对炉内外联合脱硫过程中4种典型工况下的SO_(2)排放质量浓度进行预测,将预测结果进行验证对比。结果表明:改进INFO算法的寻优能力得到提升,并且改进INFO-Bi-LSTM模型精度更高,更加适用于SO_(2)排放质量浓度的预测,可为变工况下的脱硫控制提供控制理论支撑。 展开更多
关键词 炉内外联合脱硫 烟气SO_(2)质量浓度 INFO算法 Bi-LSTM神经网络 circle混沌映射 自适应t分布
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融合T-分布小波变异的混沌鲸鱼优化算法
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作者 毛清华 赵冰 王迎港 《小型微型计算机系统》 CSCD 北大核心 2024年第10期2362-2369,共8页
针对鲸鱼优化算法难以跳出局部最优导致收敛精度不足的问题,提出一种融合了T-分布小波变异和多项式差分学习策略的鲸鱼优化算法.该算法首先引入Circle混沌扩大搜索范围,提高收敛速度;然后采用T-分布小波变异策略平衡全局和局部搜索能力... 针对鲸鱼优化算法难以跳出局部最优导致收敛精度不足的问题,提出一种融合了T-分布小波变异和多项式差分学习策略的鲸鱼优化算法.该算法首先引入Circle混沌扩大搜索范围,提高收敛速度;然后采用T-分布小波变异策略平衡全局和局部搜索能力;最后采用多项式差分学习策略改进算法的优化精度.对3种改进策略作单一引入的仿真对比分析,并将改进的鲸鱼优化算法在12个可变维度的基准测试函数上进行仿真,对本文改进的鲸鱼优化算法与其他改进策略的鲸鱼优化算法以及其他几种智能算法进行比较.结果表明,基于T-分布小波变异和多项式差分学习策略的改进鲸鱼优化算法具有较好的稳定性,收敛速度和精度更好. 展开更多
关键词 鲸鱼优化算法 circle混沌映射 T-分布小波变异 多项式差分学习
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基于改进型蛇算法的RFID网络规划部署 被引量:3
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作者 李芷芊 郑嘉利 +1 位作者 陈奕君 张江波 《计算机科学》 CSCD 北大核心 2024年第6期375-383,共9页
针对无线射频识别(RFID)网络规划的优化部署问题,提出一种基于Circle映射的嵌入正弦余弦算法和自适应阈值的改进型蛇算法(ESO)。在种群初始化阶段利用Circle混沌映射的均匀性和遍历性等特点,在局部搜索阶段和开发阶段分别引入正弦余弦算... 针对无线射频识别(RFID)网络规划的优化部署问题,提出一种基于Circle映射的嵌入正弦余弦算法和自适应阈值的改进型蛇算法(ESO)。在种群初始化阶段利用Circle混沌映射的均匀性和遍历性等特点,在局部搜索阶段和开发阶段分别引入正弦余弦算法(SCA)和自适应阈值等算法机制,弥补了蛇算法初始化过程不够均匀、容易陷入局部最优和收敛速度慢等缺点。在满足100%标签覆盖率、减少阅读器之间的碰撞干扰、实现阅读器的负载均衡,以及降低总的发射功率这4个目标的基础上,求解阅读器最佳的部署位置,将所提算法与粒子群算法(PSO)、灰狼算法(GWO)、樽海鞘算法(SSA)进行了对比分析。实验结果表明,改进型蛇算法在对RFID网络进行优化部署时寻优能力更强,对RFID网络部署的综合性能提升明显,在相同的实验条件下,ESO的最佳适应度值比PSO提高了28.1%,比GWO提高了17.7%,比SSA提高了22.9%,可以更有效地得出最优的RFID网络规划部署方案。 展开更多
关键词 RFID网络 蛇算法 circle映射 正弦余弦算法 自适应阈值 网络规划
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