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近亲交配下母子间基因型联合分布的信息熵性质 被引量:8
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作者 张宏礼 郭满才 +4 位作者 解小莉 杜俊莉 刘建军 周静芋 袁志发 《西北农林科技大学学报(自然科学版)》 CSCD 北大核心 2003年第3期193-197,共5页
推导出在近亲交配下一对等位基因群体母子间的基因型联合概率分布列 ;定义了在近亲交配下母子间的基因型联合信息熵 ;讨论了在世代交替中母子间的基因型联合信息熵的性质及其信息学解释 ;
关键词 近亲交配 母子间 基因型联合信息墒 世代交替 性质 信息学解释 计算机模拟 群体遗传学
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随机交配群体隐性致死纯合基因型出现的平方Logistic模型 被引量:13
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作者 韦文惠 王子平 +2 位作者 林建国 蔡润 李大林 《安徽农业科学》 CAS 北大核心 2008年第27期11625-11627,共3页
从玉米的随机交配特点出发,借助数学理论分析杂种优势和白化苗之间的关系,推导出隐性纯合致死基因型出现的平方Logistic模型。该模型显示,杂种优势能确定群体的遗传结构及比例;认为突变产生的致死基因a,只要Aa存在杂种优势,aa在各代玉... 从玉米的随机交配特点出发,借助数学理论分析杂种优势和白化苗之间的关系,推导出隐性纯合致死基因型出现的平方Logistic模型。该模型显示,杂种优势能确定群体的遗传结构及比例;认为突变产生的致死基因a,只要Aa存在杂种优势,aa在各代玉米苗期的比例呈现一个类似Logistic曲线的增长过程,直至平衡。aa在平衡状态的比例由AA与Aa的适合度之比决定。杂种优势能使群体的遗传多样性得以长久保持。 展开更多
关键词 适合度 隐性致死 杂种优势 随机交配 平衡
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甘蓝型油菜轮回选择研究 Ⅱ.基础群体的合成和选择效果的初步评价 被引量:8
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作者 周永明 吴江生 《华中农业大学学报》 CSCD 北大核心 1995年第1期26-32,共7页
以显性核不育基因Ms为异交媒介,用75个具有期望农艺和品质性状的甘蓝型油菜育种材料,配制了含有12种细胞质类型的杂交组合,将这些组合在隔离条件下随机交配2次,合成了供轮回选择用的基础群体(Co)。随机交配群体各代有约... 以显性核不育基因Ms为异交媒介,用75个具有期望农艺和品质性状的甘蓝型油菜育种材料,配制了含有12种细胞质类型的杂交组合,将这些组合在隔离条件下随机交配2次,合成了供轮回选择用的基础群体(Co)。随机交配群体各代有约40%的不育株。群体内稳定的低芥酸基因型频率表明,各代个体间随机交配是充分的。Co群体的可育、不育亚群体间单株种子重和品质性状存在差异。首轮对品质性状的选择进展明显。S1家系评价表明,Co群体具有较高的产量潜势。所得结果初步显示,利用Ms基因进行甘蓝型油菜产量改良是一条有效的育种途径。 展开更多
关键词 甘蓝型 油菜 随机交配 轮回选择 选择 育种
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孟德尔群体数量性状遗传的概率论分析 被引量:7
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作者 贾小明 张廷桢 +1 位作者 张焕玲 张晓龙 《西北林学院学报》 CSCD 北大核心 2014年第5期106-110,261,共6页
以随机交配的孟德尔群体为对象,用Lyapunov和De Moivre-Laplace中心极限定理证明,当基因位点数n充分大时,在一般孟德尔群体和p=q=1/2的Hardy-Weinberg平衡群体中,基因型值(G)均呈正态分布;用Lyapunov中心极限定理证明,当环境因子n充分大... 以随机交配的孟德尔群体为对象,用Lyapunov和De Moivre-Laplace中心极限定理证明,当基因位点数n充分大时,在一般孟德尔群体和p=q=1/2的Hardy-Weinberg平衡群体中,基因型值(G)均呈正态分布;用Lyapunov中心极限定理证明,当环境因子n充分大时,以个体数众多为特点的孟德尔群体的小生境环境效应(E)呈正态分布。从概率论角度阐述G、E之间的独立性。由相互独立正态分布的可加性得出了P=G+E呈正态分布,即孟德尔群体的数量性状呈正态分布。从基因型和环境两方面讨论了数量性状的遗传问题。 展开更多
关键词 孟德尔群体 随机交配 基因型值G 环境效应E G和E的独立性 正态分布 数量性状遗传 中心极限定理
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Sexual selection and magic traits in speciation with gene flow 被引量:5
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作者 Maria R. SERVEDIO Michael KOPP 《Current Zoology》 SCIE CAS CSCD 2012年第3期510-516,共7页
The extent to which sexual selection is involved in speciation with gene flow remains an open question and the sub- ject of much research. Here, we propose that some insight can be gained from considering the concept ... The extent to which sexual selection is involved in speciation with gene flow remains an open question and the sub- ject of much research. Here, we propose that some insight can be gained from considering the concept of magic traits (i.e., traits involved in both reproductive isolation and ecological divergence). Both magic traits and other, "non-magic", traits can contribute to speciation via a number of specific mechanisms. We argue that many of these mechanisms are likely to differ widely in the ex- tent to which they involve sexual selection. Furthermore, in some cases where sexual selection is present, it may be prone to in- hibit rather than drive speciation. Finally, there are a priori reasons to believe that certain categories of traits are much more ef- fective than others in driving speciation. The combination of these points suggests a classification of traits that may shed light on the broader role of sexual selection in speciation with gene flow. In particular, we suggest that sexual selection can act as a driver of speciation in some scenarios, but may play a negligible role in potentially common categories of magic traits, and may be likely to inhibit speciation in common categories of non-magic traits [Current Zoology 58 (3): 510-516, 2012]. 展开更多
关键词 Assortative mating Divergent selection Ecological selection mating cues Non-random mating PREFERENCES
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关于Hardy-Weinberg平衡律的一个注记 被引量:5
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作者 朱德刚 韩秋红 《生物学杂志》 CAS CSCD 北大核心 2019年第2期112-113,120,共3页
Hardy-Weinberg(H-W)平衡律是群体遗传学的第一理论基础。建立H-W平衡律的经典数学模型需要假设基因型频率在两性之间是相等的。但在实际中,基因型频率在两性之间常常是不等的。在两性的基因型频率不等的情形下,给出了推导H-W平衡律的... Hardy-Weinberg(H-W)平衡律是群体遗传学的第一理论基础。建立H-W平衡律的经典数学模型需要假设基因型频率在两性之间是相等的。但在实际中,基因型频率在两性之间常常是不等的。在两性的基因型频率不等的情形下,给出了推导H-W平衡律的数学模型,得到了等位基因在群体达到平衡状态时的最终频率,并发现当两性基因型频率不等时,群体需要通过两个世代的随机交配才能达到基因型频率的平衡,而不是只通过一个世代的随机交配就能达到基因型频率的平衡。 展开更多
关键词 Hardy-Weinberg平衡律 基因型频率 随机交配
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应用高剂量/庇护所策略管理Bt作物抗性的三个基本假设:综述与展望 被引量:4
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作者 胡阳 傅强 《昆虫学报》 CAS CSCD 北大核心 2009年第6期691-698,共8页
目前,抗虫转基因作物的抗性管理方法主要是高剂量/庇护所策略。该策略的有效性取决于3个基本的假设条件:(1)抗虫转基因作物(Bt作物)表达出高剂量的杀虫蛋白,该剂量使得靶标害虫对Bt杀虫蛋白的抗性表现型为功能性完全隐性或近于完全隐性... 目前,抗虫转基因作物的抗性管理方法主要是高剂量/庇护所策略。该策略的有效性取决于3个基本的假设条件:(1)抗虫转基因作物(Bt作物)表达出高剂量的杀虫蛋白,该剂量使得靶标害虫对Bt杀虫蛋白的抗性表现型为功能性完全隐性或近于完全隐性,进而使得Bt作物可以杀死几乎所有的抗性杂合个体和所有的敏感性个体;(2)靶标害虫种群的Bt抗性基因起始频率处于很低的水平;(3)源自转基因作物田和非转基因作物田(庇护所)的成虫在田间随机混合并交配。这3个假设必须同时满足,缺一不可。本文就这3个假设的理论基础和经验研究的进展进行了综合论述,并着重讨论了随机交配假设的最新研究进展以及今后的研究方向和方法。 展开更多
关键词 转基因作物 抗性管理 高剂量/庇护所策略 抗性基因频率 随机交配
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基于自然群体随机交配的多iQTL定位的模拟
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作者 郑珂晖 黎哲镇 温永仙 《分子植物育种》 CAS 北大核心 2023年第20期6793-6800,共8页
为了研究多个印迹QTL(iQTL)定位方法,本研究采用随机交配策略对纯系自然群体构建可追溯亲本的永久F2作图群体,基于模拟SNP基因型数据与真实水稻SNP基因型数据生成表型性状数据,并应用混合线性模型进行多个iQTL定位和遗传效应的参数估计... 为了研究多个印迹QTL(iQTL)定位方法,本研究采用随机交配策略对纯系自然群体构建可追溯亲本的永久F2作图群体,基于模拟SNP基因型数据与真实水稻SNP基因型数据生成表型性状数据,并应用混合线性模型进行多个iQTL定位和遗传效应的参数估计。模拟研究表明,在不考虑群体结构与亲缘关系造成的干扰时,基于纯系自然群体产生的永久F2作图群体可利用混合线性模型定位到小效应、低遗传率的iQTL,并能估计出iQTL的遗传效应,是一种行之有效的多iQTL定位方法。 展开更多
关键词 iQTL定位 随机交配 自然群体 混合线性模型
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Random mating mayfly algorithm for RFID network planning 被引量:3
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作者 Xie Xiaode Zheng Jiali +2 位作者 Lin Zihan He Siyi Feng Minyu 《The Journal of China Universities of Posts and Telecommunications》 EI CSCD 2022年第5期40-50,共11页
In order to improve robustness and efficiency of the radio frequency identification(RFID)network,a random mating mayfly algorithm(RMMA)was proposed.Firstly,RMMA introduced the mechanism of random mating into the mayfl... In order to improve robustness and efficiency of the radio frequency identification(RFID)network,a random mating mayfly algorithm(RMMA)was proposed.Firstly,RMMA introduced the mechanism of random mating into the mayfly algorithm(MA),which improved the population diversity and enhanced the exploration ability of the algorithm in the early stage,and find a better solution to the RFID nework planning(RNP)problem.Secondly,in RNP,tags are usually placed near the boundaries of the working space,so the minimum boundary mutation strategy was proposed to make sure the mayflies which beyond the boundary can keep the original search direction,as to enhance the ability of searching near the boundary.Lastly,in order to measure the performance of RMMA,the algorithm is then benchmarked on three well-known classic test functions,and the results are verified by a comparative study with particle swarm optimization(PSO),grey wolf optimization(GWO),and MA.The results show that the RMMA algorithm is able to provide very competitive results compared to these well-known meta-heuristics,RMMA is also applied to solve RNP problems.The performance evaluation shows that RMMA achieves higher coverage than the other three algorithms.When the number of readers is the same,RMMA can obtain lower interference and get a better load balance in each instance compared with other algorithms.RMMA can also solve RNP problem stably and efficiently when the number and position of tags change over time. 展开更多
关键词 radio frequency identification(RFID) RFID network planning(RNP) reader deployment mayfly algorithm(MA) random mating
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基于自然群体随机交配的单个印迹QTL定位的初步研究 被引量:2
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作者 郑珂晖 黎哲镇 +2 位作者 叶景山 周富杰 温永仙 《福建农业学报》 CAS CSCD 北大核心 2019年第12期1364-1370,共7页
【目的】探索基于自然群体随机交配的单个印迹QTL的定位方法,分析影响定位准确性的关键因素。【方法】若印迹QTL决定的某一性状为数量性状,假设该性状与标记之间的关系存在线性关系,可以采用最小二乘法进行印迹QTL定位和遗传参数的估计... 【目的】探索基于自然群体随机交配的单个印迹QTL的定位方法,分析影响定位准确性的关键因素。【方法】若印迹QTL决定的某一性状为数量性状,假设该性状与标记之间的关系存在线性关系,可以采用最小二乘法进行印迹QTL定位和遗传参数的估计。利用计算机模拟单点模拟标记、水稻真实自然群体标记进行印迹QTL定位,比较在不同最小等位基因频率(Minor allele frequency,MAF)、不同遗传率、不同随机交配轮数下的统计功效与参数估计精度,印迹QTL的显著性采用F检验和t检验。【结果】通过模拟研究,证明该试验设计对于检测单个印迹QTL是有效的,在MAF大于5%时,印迹遗传率大于10%时,定位与遗传参数估计趋于无偏。【结论】采用自然群体随机交配产生作图群体,可以用来进行单个印迹QTL的定位,定位的结果较好,是一种有效的试验设计,为下一步进行多个印迹QTL奠定了基础。 展开更多
关键词 自然群体 关联分析 F检验 印迹QTL 随机交配
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Asymmetrical positive assortative mating induced by developmental lead (Pb2+) exposure in a model system, Drosophila melanogaster 被引量:1
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作者 Elizabeth K. PETERSON Roman YUKILEVICH +5 位作者 Joanne KEHLBECK Kelly M. LARUE Kyle FERRAIOLO Kurt HOLLOCHER Helmut V.B. HIRSCH Bernard POSSIDENTE 《Current Zoology》 SCIE CAS CSCD 2017年第2期195-203,共9页
Anthropogenic pollutants have the potential to disrupt reproductive strategies. Little is known about how lead (Pb2+) exposure disrupts individual-level responses in reproductive behaviors, which are important for ... Anthropogenic pollutants have the potential to disrupt reproductive strategies. Little is known about how lead (Pb2+) exposure disrupts individual-level responses in reproductive behaviors, which are important for fitness. Drosophila melanogaster was used as a model system to deter- mine the effects of: 1) developmental lead exposure on pre-mating reproductive behaviors (i.e., mate preference), and 2) lead exposure and mating preferences on fitness in the F0 parental generation and F1 un-exposed offspring. Wild-type strains of D. melanogaster were reared from egg stage to adulthood in control or leaded medium (250 μM PbAc) and tested for differences in: mate preference, male song performance, sex pheromone expression, fecundity, mortality, and body weight. F0 leaded females preferentially mated with leaded males (i.e., asymmetrical positive assortative mating) in 2-choice tests. This positive assortative mating was mediated by the females (and not the males) and was dependent upon context and developmental exposure to Pb. Neither the courtship song nor the sex pheromone profile expressed by control and leaded males medi- ated the positive assortative mating in leaded females. Leaded females did not incur a fitness cost in terms of reduced fecundity, increased mortality, or decreased body weight by mating with leaded males. These results suggest that sublethal exposure to lead during development can alter mate preferences in adults, but not fitness measures once lead exposure has been removed. We suggest that changes in mate preference may induce fitness costs, as well as long-term population and multi-generational implications, if pollution is persistent in the environment. 展开更多
关键词 cuticular hydrocarbons positive assortative mating random mating species recognition system.
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Quantitative Estimates of Outcrossing Rates in a Natural Population of Caldesia grandis (Alismataceae)
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作者 CHEN Jinming Gituru Wahiti Robert WANG Qingfeng 《Wuhan University Journal of Natural Sciences》 CAS 2007年第2期337-342,共6页
Outcrossing rate in a natural population of Caldesia grandis was estimated by the dominant random amplified polymorphism DNA (RAPD) marker using 10 open-pollinated progeny arrays of 24 individuals. The multilocus ou... Outcrossing rate in a natural population of Caldesia grandis was estimated by the dominant random amplified polymorphism DNA (RAPD) marker using 10 open-pollinated progeny arrays of 24 individuals. The multilocus outcrossing rate estimated based on all 25 RAPD loci was 0.872 ±0.033 and the single-locus outcrossing rate was 0.795 ±0.032. Multilocus esti- mates did not differ significantly from the single-locus estimates. The fixation index, F, in the progeny estimated from RAPD data was -0.142 ±0.000. The estimates of multilocus outcrossing rates (tm) and single-locus outcrossing rates (ts) obtained from MLDT clearly indicate that outcrossing is predominant in the open-pollinated C. grandis population. An empirical analysis suggests that 15 should be the minimum number of dominant marker loci necessary to achieve robust estimates of tm. 展开更多
关键词 ALISMATACEAE clonal plant Caldesia grandis mating system random amplified polymorphism DNA(RAPD)
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Square Logistic Model for the Appearance of Lethal Recessive Homozygous Genotype in Random Mating Population
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作者 韦文惠 王子平 +2 位作者 林建国 蔡润 李大林 《Agricultural Science & Technology》 CAS 2008年第3期1-5,共5页
From the random mating population of maize, the relationship between heterosis and albino seedling was analyzed by means of mathematical theory, further the square logistic model for the appearance of lethal recessive... From the random mating population of maize, the relationship between heterosis and albino seedling was analyzed by means of mathematical theory, further the square logistic model for the appearance of lethal recessive homozygous genotype was deduced. The model shows that heterosis can determine the genetic structure and proportion of population. It approves, that the proportion of aa in each generation of maize seedlings shows a similar Logistic curve in growth process till equilibrium, so long as Aa containins lethal gene a from mutation presents heterosis. The ratio of equilibrium state of aa is determined by the ratio of AA-Aa fitness. Heterosis is helpful for the keeping of genetic diversity of population. 展开更多
关键词 Fitness RECESSIVE LETHAL HETEROSIS random mating Equilibrium
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Analysis of the Evolutionary Significance of Heterosis——taking the contribution of fitness to the genetic diversity in random mating population as an example 被引量:1
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作者 李大林 陈奇 +1 位作者 林建国 蔡润 《Agricultural Science & Technology》 CAS 2009年第2期1-5,36,共6页
Upon the analogy of definition of heterosis and inbreeding depresstion in terms of population genetics, the heterosis is thought to be evaluated overall with fitness. By establishing a mathematical model, the equilibr... Upon the analogy of definition of heterosis and inbreeding depresstion in terms of population genetics, the heterosis is thought to be evaluated overall with fitness. By establishing a mathematical model, the equilibrium status of three genotypes of random mating population (i. e. RR, Rr and rr) under different fitness, which exposes that heterosis is the precondition for multiallele to exist in the population. The heterosis protects the genetic diversity and makes the population owning a stronger self-control and evolution potential by improving the hetemzygote's fithess so as not to wash out different types of genes. It deepens Darwin's thoughts of individual section by making the individual fitness consonant with population fitness. 展开更多
关键词 random mating population FITNESS HETEROSIS Equilibrium status Evolution
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General and Exact Inbreeding Coefficient of Maize Synthetics Derived from Three-Way Line Hybrids
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作者 Alejandro Ibarra-Sánchez Juan Enrique Rodríguez-Pérez +2 位作者 Aureliano Peña-Lomelí Clemente Villanueva-Verduzco Jaime Sahagún-Castellanos 《Phyton-International Journal of Experimental Botany》 SCIE 2022年第1期33-43,共11页
Synthetic varieties(SVs)are populations generated by randomly mating their parents.They are a good alternative for low-input farmers who grow onions,maize,and other allogamous crops since the seed produced by a SV doe... Synthetic varieties(SVs)are populations generated by randomly mating their parents.They are a good alternative for low-input farmers who grow onions,maize,and other allogamous crops since the seed produced by a SV does not change from one generation to the next.Although SV progenitors are commonly pure lines,in this case a synthetic(Syn_(TC))whose parents are t three-way line crosses,a very common type of maize hybrid grown in Mexico,is studied.The aim was to develop a general and exact equation for the inbreeding coefficient of a Syn_(TC)eF_(m)^(f)Syn_(TC)T because of its relationship with the mean of economically important traits.This objective arose due to the need for a more advanced study in terms of determining whether F_(m)^(f)Syn_(TC)can be applied specifically and accurately for any number of parents(t),plants per parent(m)and inbreeding coefficient(IC)of the initial lines(F_(L)).A formula for the IC of the Syn_(TC)was derived that,given any values of F_(L)(0≤F_(L)≤1)and t,is specific for any value of m,not just for“large”numbers associated with the context in which the Hardy-Weinberg law is stated.It was found that F_(m)^(f)Syn_(TC)is very sensitive to changes in m when m is not greater than eight,after which it tends to stabilize very quickly.In summary,unlike previously derived formulas,F_(m)^(f)Syn_(TC)is exact for any values of t,m and F_(L). 展开更多
关键词 Genotypic array genotypic mean hybrid random mating Zea mays L
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部分表型交配群体的信息熵 被引量:1
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作者 张宏礼 郭英 +3 位作者 阎善文 刘振忠 张鸿雁 于晓秋 《黑龙江八一农垦大学学报》 2011年第1期91-93,99,共4页
研究了在世代交替中群体总有50%的个体表型同型交配、50%的的个体随机交配的大孟德尔群体,推得各世代基因型频率分布、母子间基因型频率分布,给出各世代基因型信息熵、母子间基因型联合信息熵的算式,并证明二者随世代交替逐渐减少,最终... 研究了在世代交替中群体总有50%的个体表型同型交配、50%的的个体随机交配的大孟德尔群体,推得各世代基因型频率分布、母子间基因型频率分布,给出各世代基因型信息熵、母子间基因型联合信息熵的算式,并证明二者随世代交替逐渐减少,最终趋于定值,群体最终达到一种远离Hardy-Weinberg平衡的非平衡定态。模拟结果验证了所得结论的正确性。 展开更多
关键词 表型同型 随机交配 分布 Shannon信息熵
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The Effect of Attendance Patterns on the Lek Mating System in the Omei Treefrog(Rhacophorus omeimontis)
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作者 Yue GUO Wenxia WANG +4 位作者 Wei ZANG Hui WANG Chenliang LI Mian ZHAO Hua WU 《Asian Herpetological Research》 SCIE CSCD 2020年第4期320-327,共8页
Attendance patterns are a key factor affecting sexual selection and mating systems in lekbreeding species.However,there are few systematic studies on attendance patterns in lek-breeding anurans.In this study,we monito... Attendance patterns are a key factor affecting sexual selection and mating systems in lekbreeding species.However,there are few systematic studies on attendance patterns in lek-breeding anurans.In this study,we monitored a population of Omei treefrogs(Rhacophorus omeimontis) for four consecutive years to reveal in detail the effects of attendance patterns on mating systems.We found that(1) female nightly attendance was affected by male nightly attendance,and operational sex ratios(determined by male and female nightly attendance) ultimately determined the extent of female polyandry;(2) males surviving more than one breeding season maintained high chorus attendance and mating success,suggesting that male chorus attendance is a good predictor of male genetic quality;(3) the distributions of male mating success were not significantly different from a Poisson distribution,indicating a random mating pattern;and male mating success was not related to body size(size-assortative mating was not evident) but was significantly correlated with chorus attendance.Since the chorus attendance is a predictor of male genetic quality,females performing random mating were more likely to mate with more frequently present males and could therefore gain indirect benefits from mating with higher-than-average quality males,thereby producing good offspring without incurring the significant costs involved in prolonged searching for,and assessing males.Our systematic survey on the relationship between attendance patterns and the lek mating system in R.omeimontis could help us better understand in-depth anuran lek mating systems. 展开更多
关键词 ATTENDANCE genetic quality lek mating random mating Rhacophorus omeimontis
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自然现象与社会问题的合理数学化
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作者 熊辉 《东莞理工学院学报》 2007年第5期6-11,共6页
旨在对一些看似和数学无关的自然现象、社会问题,通过一些合理的假设,转换成合理的数学模型,使得看似无规律的自然、社会问题变得有一定规律并可实现适度的预测功能.
关键词 合理数学化 随机交配 战争模型
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不同基因杂交的遗传模型及后代基因型频率分布
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作者 王跃虹 《云南工业大学学报》 1999年第3期75-78,共4页
假定给定不同基因型频率的父本F1( m) 和母本F1( w) ,考虑其可能引出的杂交遗传模型,得出了“不管F1 基因型频率分布如何,经过一代杂交、第二代F2 内随机交配,则F3 以后基因型即保持稳定”,同时本文还付给了由Fn... 假定给定不同基因型频率的父本F1( m) 和母本F1( w) ,考虑其可能引出的杂交遗传模型,得出了“不管F1 基因型频率分布如何,经过一代杂交、第二代F2 内随机交配,则F3 以后基因型即保持稳定”,同时本文还付给了由Fn 与F1 展开更多
关键词 基因型频率 子代 随机交配 杂交 遗传模型
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改进随机森林及其在人体姿态识别中的应用 被引量:13
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作者 周博翔 李平 李莲 《计算机工程与应用》 CSCD 北大核心 2015年第16期86-92,141,共8页
针对随机森林算法静态性、容易陷入局部最优等问题,提出了一种蜜蜂交配优化的随机森林算法,并将该算法应用于基于加速度传感器的人体姿态识别。设计了一套以三轴加速度传感器MMA7260与无线通信模块CC2430相结合的数据采集系统,采集了五... 针对随机森林算法静态性、容易陷入局部最优等问题,提出了一种蜜蜂交配优化的随机森林算法,并将该算法应用于基于加速度传感器的人体姿态识别。设计了一套以三轴加速度传感器MMA7260与无线通信模块CC2430相结合的数据采集系统,采集了五种日常行为和一种异常行为;从加速度值中提取了近斜率、前后差、均值、均方根和信号幅值面积5类特征矢量;采用改进的随机森林算法训练行为模型和进行分类识别。实验结果表明:该算法能有效地识别六种行为,具有较高的分类预测准确率和行为识别率,且具有较强的稳定性、鲁棒性、全局寻优和抗噪声能力。 展开更多
关键词 人体姿态识别 传感网 加速度传感器 随机森林 蜜蜂交配优化
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