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基于改进的猎食者优化的D2D通信功率控制方法 被引量:1
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作者 江超 张治中 +1 位作者 胡正操 周永东 《电子测量技术》 北大核心 2023年第6期31-36,共6页
针对D2D通信中用户复用频谱资源时产生的同频干扰问题,提出了一种改进的猎食者优化算法,对D2D用户进行功率控制。它在满足系统用户通信质量的约束条件下,根据猎人向猎物移动位置和猎物向最安全位置移动的规则来调整D2D发射功率,为了保... 针对D2D通信中用户复用频谱资源时产生的同频干扰问题,提出了一种改进的猎食者优化算法,对D2D用户进行功率控制。它在满足系统用户通信质量的约束条件下,根据猎人向猎物移动位置和猎物向最安全位置移动的规则来调整D2D发射功率,为了保持搜索与开发的平衡,提高收敛速度和寻优精度,采用Sobol序列对种群进行初始化,并且在猎食者位置更新公式中引入水波动态自适应因子,从而确定D2D用户最佳发射功率。仿真结果表明,该算法可以不仅可以提高系统总吞吐量和降低蜂窝用户受到的干扰,还可以提高收敛速度和寻优精度。 展开更多
关键词 D2D通信 改进的猎食者优化算法 功率控制 Sobol序列 水波动态自适应因子
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基于改进SMOTE不均衡样本处理和IHPO-DBN的变压器故障诊断方法研究
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作者 周萱 吴伟丽 《电力系统保护与控制》 EI CSCD 北大核心 2024年第11期21-30,共10页
针对由于变压器故障样本不均衡和故障模型陷入局部最优而导致的分类准确率低的问题,提出了基于改进的合成少数类过采样技术和优化深度置信网络(deep belief network, DBN)的变压器故障诊断方法。首先采用聚类融合的K-means算法,通过分... 针对由于变压器故障样本不均衡和故障模型陷入局部最优而导致的分类准确率低的问题,提出了基于改进的合成少数类过采样技术和优化深度置信网络(deep belief network, DBN)的变压器故障诊断方法。首先采用聚类融合的K-means算法,通过分簇和匹配的方式筛选出不稳定的少数类样本用以改进中心点合成少数类过采样技术(center point synthetic minority oversampling technique, CP-SMOTE)算法,并对少数类样本进行扩增,解决了变压器故障数据分布不均衡的问题。其次,通过加入随机逆向学习和自适应惯性权重技术对猎食者优化算法进行改进,并用改进后的算法对DBN的内部参数进行优化调整,提高了模型精度。最后,将不同数据预处理情况下以及不同数据规模下的变压器故障模型进行仿真对比。结果表明,经过数据预处理和模型优化后的变压器故障识别准确率能够提高到98%,有效地解决了故障数据不平衡导致的分类精度低的问题。 展开更多
关键词 变压器故障诊断 不均衡样本 K-MEANS聚类 改进合成少数过采样 改进猎食者优化
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基于VMD-HPO-BiLSTM的大坝变形预测 被引量:3
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作者 刘相杰 刘小生 张龙威 《大地测量与地球动力学》 CSCD 北大核心 2023年第8期851-855,共5页
引入变分模态分解(VMD)和双向长短期记忆(BiLSTM)神经网络进行大坝变形预测研究。首先采用VMD降低大坝原始数据非线性和非平稳性对预测结果的影响;其次使用猎食者算法(HPO)对BiLSTM进行参数优化,构建基于VMD-HPO-BiLSTM的大坝变形预测模... 引入变分模态分解(VMD)和双向长短期记忆(BiLSTM)神经网络进行大坝变形预测研究。首先采用VMD降低大坝原始数据非线性和非平稳性对预测结果的影响;其次使用猎食者算法(HPO)对BiLSTM进行参数优化,构建基于VMD-HPO-BiLSTM的大坝变形预测模型;最后以某水电站大坝为例,将该模型预测结果与LSTM、BiLSTM和VMD-BiLSTM模型的预测结果进行对比分析。实验结果表明,VMD-HPO-BiLSTM模型的RMSE、MAE和MAPE分别为0.446 mm、0.264 mm、18.593%,均优于其他3种模型,预测精度最高。 展开更多
关键词 变分模态分解 猎食者算法 双向长短期记忆神经网络 大坝变形预测
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基于IHPO-KELM的冷轧带钢板形模式识别 被引量:1
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作者 周亚罗 张少川 +1 位作者 刘文广 张瑞成 《矿冶工程》 CAS 北大核心 2023年第6期162-168,共7页
针对目前板形识别方法存在的识别精度低、速度慢等问题,提出了一种改进猎食者算法优化核极限学习机(IHPO-KELM)的冷轧带钢板形识别模型。首先,为减少网络中初始参数的数量、提高板形识别的精度与速度,采用了核极限学习机(KELM)网络;其次... 针对目前板形识别方法存在的识别精度低、速度慢等问题,提出了一种改进猎食者算法优化核极限学习机(IHPO-KELM)的冷轧带钢板形识别模型。首先,为减少网络中初始参数的数量、提高板形识别的精度与速度,采用了核极限学习机(KELM)网络;其次,为提高猎食者(HPO)算法的精度,利用基于Sine混沌映射初始化猎食者算法的种群,并针对HPO在迭代过程中易陷入局部早熟的问题,在改进的线性组合位置更新公式中加入莱维飞行机制;然后利用改进猎食者算法对核极限学习机网络识别模型的正则化系数和核参数进行优化,提高板形识别的精度;最后,通过Matlab仿真验证了IHPO-KELM算法具有网络结构简单、收敛速度快、识别精度高等优点。采用IHPO-KELM算法对某公司900HC可逆冷轧机实测数据进行识别,其识别精度比麻雀算法优化KELM(SSA-KELM)识别模型提高了58.8%,表明IHPO-KELM识别模型具有良好的泛化能力,为板形缺陷的高效智能识别提供了新思路。 展开更多
关键词 板形缺陷 冷轧带钢 板形识别 改进猎食者算法 神经网络 核极限学习机
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基于MI-ECHPO-PNN的高压断路器故障诊断研究 被引量:6
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作者 张莲 贾浩 +3 位作者 赵梦琪 张尚德 季鸿宇 李多 《重庆理工大学学报(自然科学)》 北大核心 2023年第7期265-271,共7页
为了提高断路器故障状态诊断的准确性,精准识别故障,提出一种基于互信息特征选择和改进猎食者算法优化概率神经网络的高压断路器故障诊断方法(MI-ECHPO-PNN)。利用变分模态分解振动信号,选择其中频率较高的分量提取故障特征,利用互信息... 为了提高断路器故障状态诊断的准确性,精准识别故障,提出一种基于互信息特征选择和改进猎食者算法优化概率神经网络的高压断路器故障诊断方法(MI-ECHPO-PNN)。利用变分模态分解振动信号,选择其中频率较高的分量提取故障特征,利用互信息算法进行特征筛选,作为诊断模型的输入;运用改进的猎食者算法优化概率神经网络的平滑因子,将优化后的参数输入概率神经网络搭建ECHPO-PNN故障诊断模型。仿真结果表明:ECHPO-PNN模型相比其他PNN模型,诊断效果更好,准确率可达100%,具有良好的准确性和稳定性。 展开更多
关键词 高压断路器 故障诊断 互信息算法 猎食者算法 概率神经网络
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基于深度学习和IHPO的桥梁结构模型修正方法 被引量:3
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作者 顾箭峰 向春燕 +3 位作者 陶甫先 黄民水 贾文坤 王枫 《广西大学学报(自然科学版)》 CAS 北大核心 2022年第5期1147-1159,共13页
针对桥梁结构模型修正中实测振型不完备的问题,基于简支梁动力试验,利用卷积神经网络强化实测非完备振型,联合强化后的完备振型和实测频率构建目标函数,采用改进的猎食者优化算法修正结构有限元模型,并与用实测非完备振型和频率构建目... 针对桥梁结构模型修正中实测振型不完备的问题,基于简支梁动力试验,利用卷积神经网络强化实测非完备振型,联合强化后的完备振型和实测频率构建目标函数,采用改进的猎食者优化算法修正结构有限元模型,并与用实测非完备振型和频率构建目标函数进行模型修正的方法进行对比。结果表明:基于深度学习和改进猎食者优化算法修正的简支梁结构有限元模型的前4阶频率与实测值误差均小于0.5%,振型的模态置信准则值均大于0.99,且模型修正的平均消耗时间比使用实测非完备振型进行模型修正时少45%;所提出的方法具有更高的精度和效率,且传感器数量仅为4个时12单元简支梁也能获得精确的模型修正结果。 展开更多
关键词 桥梁结构 模型修正 猎食者优化算法 有限传感器 卷积神经网络
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基于ReliefF和HPO-SVM的变压器故障检测方法
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作者 张晓虎 宁环宇 《电工技术》 2023年第17期1-5,共5页
为提高油浸式电力变压器故障诊断的判断正确率,提出了一种利用ReliefF特征权重法、HPO-SVM模型和油中溶解气体分析法(DGA)相结合的故障诊断方法。首先,该方法引入特征权重算法对输入量进行筛选降维;其次,采用猎食者优化算法对概率神经... 为提高油浸式电力变压器故障诊断的判断正确率,提出了一种利用ReliefF特征权重法、HPO-SVM模型和油中溶解气体分析法(DGA)相结合的故障诊断方法。首先,该方法引入特征权重算法对输入量进行筛选降维;其次,采用猎食者优化算法对概率神经网络模型进行了优化,利用SVM模型处理DGA比值集合,最终得到变压器的故障诊断结果。实验结果表明,采用ReliefF特征权重算法进行降维的模型拥有更高的诊断精确度。实验结果证明HPO-SVM、GWO-SVM、WOA-SVM、PSO-SVM的平均故障判断准确率分别为94%、91.33%、90%、83.33%。仿真结果表明,优选后的混合特征模型诊断正确率更高,证实了此方案的优越性。 展开更多
关键词 变压器故障诊断 油中溶解气体分析 特征权重 猎食者优化支持向量机
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Owls and Mobbing Behavior: Anecdotal Observations
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作者 Filipe Cristovao Ribeiro da Cunha Gustav Valentin Antunes Specht Franck Rocha Brites 《Journal of Life Sciences》 2013年第11期1204-1208,共5页
Mobbing behavior is an important and widespread antipredatory behavior. This is a well-known behavior especially in birds. There are many studies about mobbing in birds, and most of them use owls as a model of predato... Mobbing behavior is an important and widespread antipredatory behavior. This is a well-known behavior especially in birds. There are many studies about mobbing in birds, and most of them use owls as a model of predator. However it is not clear how mobbing works when a predator assume a role of a prey. In this paper we organize field observations, which were taken on records of mobbing behaviors performed by owls or by other animals against them. These observations were collected nearby four Brazilian cities in South-Eastern and Central Brazil: Joao Monlevade / MG, Sacramento / MG Baguari / MG and Cacu / GO. Events of mobbing behavior have always involved prey(s) and predator(s) thus, in this study we presents mobbing events which species of owl always were involved, and beside the owls, other animals like mammals or raptors. These records are important due to their infrequency and problems to be detected in natural field conditions. It is rare mobbing events when an owl assumes a role of a prey, and there are few studies that show the mobbing by the predator optics. The present data may contribute for elucidation of mobbing behavior intrinsic aspects. 展开更多
关键词 MOBBING PREDATION RAPTORS MAMMALS birds FALCONS
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动物的家园
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作者 豆豆龙 《中华少年.DK百科.少年版》 2010年第9期38-39,共2页
很多动物都会搭建自己的家,它们全年或部分时间在里面居住。有了温暖的家,动物们才能保护自己不受猎食者的攻击,躲避风吹,雨淋和洪水的侵扰。同时家也是安全养育下一代的港湾。
关键词 动物学 猎食者 松鼠 软体动物
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Permanence of a diffusive Leslie-Gower predator-prey model incorporating a prey refuge 被引量:1
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作者 Wensheng Yang 《International Journal of Biomathematics》 2014年第3期73-80,共8页
The diffusive Leslie-Clower predator-prey model incorporating a prey refuge is recon- sidered here. Sufficient and necessary conditions which guarantee the predator and the prey species to be permanent are obtained, a... The diffusive Leslie-Clower predator-prey model incorporating a prey refuge is recon- sidered here. Sufficient and necessary conditions which guarantee the predator and the prey species to be permanent are obtained, and our results supplement earlier ones. 展开更多
关键词 Diffusive system LESLIE-GOWER PERMANENCE predator prey refuge.
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ANALYSIS OF A PREDATOR-PREY MODEL WITH DISEASE IN THE PREY 被引量:3
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作者 CHUNYANJI DAQING JIANG 《International Journal of Biomathematics》 2013年第3期11-31,共21页
In this paper, we discuss the behavior of a predator-prey model with disease in the prey with and without stochastic perturbation, respectively. First, we briefly give the dynamic of the deterministic system, by analy... In this paper, we discuss the behavior of a predator-prey model with disease in the prey with and without stochastic perturbation, respectively. First, we briefly give the dynamic of the deterministic system, by analyzing stabilities of its four equilibria. Then, we consider the asymptotic behavior of the stochastic system. By Lyapunov analysis methods, we show the stochastic stability and its long time behavior around the equi- librium of the deterministic system. We obtain there are similar properties between the stochastic system and its corresponding deterministic system, when white noise is small. But large white noise can make a unstable deterministic system to be stable. 展开更多
关键词 Predator prey model with disease Ito formula STABLE stochastically unsta-ble stochastically stable in the large.
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Effects of historically familiar and novel predator odors on the physiology of an introduced prey
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作者 Valentina S. A. MELLA Christine E. COOPER Stephen J. J. F. DAVIES 《Current Zoology》 SCIE CAS CSCD 2016年第1期53-59,共7页
Predator odors can elicit fear responses in prey and predator odor recognition is generally associated with physiological responses. Prey species are often more likely to respond to the odor of familiar ra- ther than ... Predator odors can elicit fear responses in prey and predator odor recognition is generally associated with physiological responses. Prey species are often more likely to respond to the odor of familiar ra- ther than alien predators. However, predator na'ivety in an introduced prey species has rarely been investigated. We examined the physiological response, as shown by changes in ventilatory vari- ables, of an introduced terrestrial herbivore, the European rabbit Oryctolagus cuniculus, in Australia, to the odor of potential predators and to control odors (distilled water and horse), to explore if res- ponses were limited to historical (cat and fox) predators, or extended to historically novel predators (snake and quoll). All odors except distilled water elicited a response, with rabbits showing long- term higher respiratory frequencies and lower tidal volumes after introduction of the odors, indi- cating an increase in alertness. However, the intensity of the rabbits' reaction could not be directly linked to any pattern of response with respect to the history of predator-prey relationships. Rabbits exhibited significantly stronger reactions in response to both cat and quoll odors than they did to dis- tilled water, but responses to horse, fox, and snake odor were similar to that of water. Our results show that the introduced rabbit can respond to both historical and novel predators in Australia, and suggest that shared evolutionary history is not necessarily a prerequisite to predator odor recognition. 展开更多
关键词 PHYSIOLOGY ventilation predator odor RABBIT introduced prey predator naivety.
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Predator-prey distance and latency to flee from an immobile predator: functional relationship and importance
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作者 William E. COOPER JR Jose MARTIN 《Current Zoology》 SCIE CAS CSCD 2016年第2期117-122,共6页
When an immobile prey has detected an immobile predator nearby, predation risk is greater when the predator is closer. Consequently, prey flee with shorter latency as standing distance (predator-prey distance when bo... When an immobile prey has detected an immobile predator nearby, predation risk is greater when the predator is closer. Consequently, prey flee with shorter latency as standing distance (predator-prey distance when both are still) decreases. Since it was first reported in 2009, this relationship has been confirmed in the few species studied. However, little is known about the functional relationship between standing distance and latency to flee (LF). We hypothesized that LF increases as standing distance increases at short distances, but reaches a plateau at longer distances where prey can escape reliably if attacked. We simulated immobile predators by moving slowly into positions near striped plateau lizards Sceloporus virgatus, stopping and then remaining immobile, and recording LF from the stopping time. LF increased from shorter to longer standing distances in a decelerating manner. The relationship was concave downward, and LF was indistinguishable among the longer standing distance groups. Latency to flee appears to reach a plateau or approach an asymptotic value as stand- ing distance increases. The effect size of standing distance was large, indicating that S. virgatus sensi- tively adjusts LF to the level of risk associated with standing distance. Relationships between risk assessment and theoretical zones associated with risk, its assessment by prey, and escape decisions are discussed. Effect sizes of standing distance were substantial to large in all studies to date, indicating that standing distance is an important predation risk factor when both predator and prey are immobile. 展开更多
关键词 antipredatory behavior escape behavior latency to flee SQUAMATA standing distance.
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Do predator energy demands or previous exposure influence protection by aposematic coloration of prey?
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作者 Petr VESELY Barbora ERNESTOVA +1 位作者 OIdrich NEDVED Roman FUCHS 《Current Zoology》 SCIE CAS CSCD 2017年第3期259-267,共9页
Growing evidence exists that aposematic and toxic prey may be included in a predator's diet when the predator experiences physiological stress. The tree sparrow Passer montanus is known to have a significant portion ... Growing evidence exists that aposematic and toxic prey may be included in a predator's diet when the predator experiences physiological stress. The tree sparrow Passer montanus is known to have a significant portion of aposematic and toxic ladybirds in its natural diet. Here, we present experi- ments testing the attack and eating rate of the tree sparrow toward the invasive aposematic harle- quin ladybird Harmonia axyridis. We wondered whether the sparrow's ability to prey on native ladybirds predisposes them to also prey on harlequin ladybirds. We compared the attack and eat- ing rates of tree sparrows of particular age and/or experience classes to test for any changes during ontogeny (hand-reared x young wild-caught xadult wild-caught) and with differing perceived lev- els of physiological stress (summer adult ~ winter adult). Winter adult tree sparrows commonly at- tacked and ate the offered ladybirds with no evidence of disgust or metabolic difficulties after in- gestion. Naive and wild immature tree sparrows attacked the ladybirds but hesitated to eat them. Adult tree sparrows caught in the summer avoided attacking the ladybirds. These results suggest that tree sparrows are able to cope with chemicals ingested along with the ladybirds. This pre- adaptation enables them to include ladybirds in their diet; though they commonly do this only in times of shortage in insect availability (winter). Young sparrows showed avoidance toward the chemical protection of the ladybirds. 展开更多
关键词 chemical protection toxic prey predation visual signal warning signal.
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