Statistical method for prediction of gait kinematics with Gaussian process regression

We propose a novel methodology for predicting human gait pattern kinematics based on a statistical and stochastic approach using a method called Gaussian process regression (GPR). We selected 14 body parameters that significantly affect the gait pattern and 14 joint motions that represent gait kinematics. The body parameter and gait kinematics data were recorded from 113 subjects by anthropometric measurements and a motion capture system. We generated a regression model with GPR for gait pattern prediction and built a stochastic function mapping from body parameters to gait kinematics based on the database and GPR, and validated the model with a cross validation method. The function can not only produce trajectories for the joint motions associated with gait kinematics, but can also estimate the associated uncertainties. Our approach results in a novel, low-cost and subject-specific method for predicting gait kinematics with only the subject's body parameters as the necessary input, and also enables a comprehensive understanding of the correlation and uncertainty between body parameters and gait kinematics.     

基于复合叶片特征的计算机植物识别方法

该文探讨如何根据植物的叶片特征,利用图像处理和机器学习的方法对植物进行分类。鉴于现有的叶片分类系统多采用单一的特征,如几何和纹理等,仅能在小规模数据库上得到较好的结果。然而,随着样本种类的增多,单一特征在不同种类叶片之间的相似性非常明显,致使分类正确率降低。该研究使用多种复合特征,并提出了原创的预处理方法以及宽度、叶缘频率特征,较传统的几何特征更为详尽。研究结果显示,复合特征可以有效避免算法过拟合问题,使之适用于更大的数据库。通过提取21类植物的叶片宽度、颜色、叶缘和纹理共292维特征,对1 915张数字图像进行了分类,正确率达到93%,并分析了各类特征对分类结果的影响。研究结果表明,在不影响分类正确率前提下,可将特征减少到约100维。     

松嫩平原破碎化羊草草甸退化演替系列植物多样性的空间格局

物种多样性格局是国际生物多样性科学前沿领域热点问题.本文以松嫩平原破碎化羊草草甸退化演替系列(6种植物群落、144个斑块)为研究对象,系统地探讨了其α、β和γ多样性空间格局及其机理.结果表明:在羊草草甸退化演替系列中共发现87种植物,但没有一种能分布于所有斑块;羊草+鸡儿肠群落或羊草群落的α、β和γ多样性较高,多稀有种和特有种;碱地肤群落最低,少稀有种,无特有种;γ多样性与α多样性显著正相关,但与β多样性无相关性.各植物群落的α多样性与单个斑块面积呈显著幂函数关系,β多样性(相似性指数Sjk)仅羊草+鸡儿肠群落呈显著幂函数关系;斑块平均面积和总面积与α、γ多样性呈显著正相关,与β多样性无相关性.群落的物种丰富度越高,稀有种和特有种就越多,物种在局域斑块上灭绝的可能性越大;β多样性在物种多样性格局中的重要性与生境破碎化程度有关.     

伊犁地区野生毛牛蒡和牛蒡的种群分布、生态和群落特性的研究

在充分踏察的基础上,选择具有代表性的样地,接线路调查法和样地调查法得出野生毛牛蒡和牛蒡种群的分布格局在伊犁地区总体上呈随机分布,占86．7％的调查样地;小范围内也有群聚分布的,占13．3％的调查样地;分布于喜光、低海拔、对土壤适应性高、生活力强等是牛蒡和毛牛蒡的生态习性;常与各类草本为伍,与菊科、禾本科、唇形科、藜科、蓼科、蒺藜科等常见科的植物均能共生于同一环境,是牛蒡和毛牛蒡的群落学特性;植被类型和人为因素是影响它们分布的环境因素。     

Molecular mechanisms of homeostatic plasticity in central pattern generator networks

Central pattern generator (CPG) networks rely on a balance of intrinsic and network properties to produce reliable, repeatable activity patterns. This balance is maintained by homeostatic plasticity where alterations in neuronal properties dynamically maintain appropriate neural output in the face of changing environmental conditions and perturbations. However, it remains unclear just how these neurons and networks can both monitor their ongoing activity and use this information to elicit homeostatic physiological responses to ensure robustness of output over time. Evidence exists that CPG networks use a mixed strategy of activity‐dependent, activity‐independent, modulator‐dependent, and synaptically regulated homeostatic plasticity to achieve this critical stability. In this review, we focus on some of the current understanding of the molecular pathways and mechanisms responsible for this homeostatic plasticity in the context of central pattern generator function, with a special emphasis on some of the smaller invertebrate networks that have allowed for extensive cellular‐level analyses that have brought recent insights to these questions.     

Do vine species in neotropical forests see the forest or the trees?

Questions: Is the occurrence of vine species in neotropical rain forests primarily determined by properties of the forest (environmental factors), by properties of the trees (tree species or tree size) or are vines randomly distributed? Location: Maya Biosphere Reserve, Guatemala. Methods: In five 1‐ha plots that span variation from unlogged forest to forest impacted by recurrent human disturbance we recorded the presence of all climbing vine species on every tree. The presence of all free standing vine species and 11 environmental variables were recorded in 100‐m² subplots. The relationship of host tree diameter and host tree identity on single tree vine species richness was investigated by GLM modelling. Partial redundancy analyses were used to partition the variation in vine species composition on two sources: environmental factors and tree species identity. Results: Single tree vine richness increased with increasing host tree DBH and differed significantly among host species. For climbing vines, the ratio of variation in subplot presence explained by tree species and by environmental variables was ca. 4:1 (in the most disturbed logged plots slightly lower), for free standing vines this ratio varied from 1:2 in the most disturbed logged plots to 9:1 in reserve plots, while a ratio of ca. 1:1 was found for all plots analysed together. Conclusion: Different tree species have different probabilities of being infested by vines. Vines see both the forest and the trees; the environment is more important in earlier developmental stages, properties of individual trees become more important from the time vines start to climb.     

Effect of typhoon disturbance on fine litterfall and related nutrient input in a subtropical forest on Okinawa Island, Japan

Typhoons are frequent on Okinawa Island, southwestern Japan. The effects of typhoon disturbance on the patterns of fine litterfall and related nutrient inputs in a subtropical evergreen broad-leaved forest were studied over 5 years from May 1996 to April 2001. Annual fine litterfall averaged 7558 kg ha⁻¹ (range from 6188 to 9439 kg ha⁻¹) for six sampling plots over 5 years, which differed significantly among years (p<0.001) but not among plots (p=0.122). A seasonal maximum was most evident for leaf litter component. Woody litter fell more irregularly through the year, and peak fall varied with typhoon and windstorm. The mean ratio of annual litterfall mass of sexual organs to leaves was 0.06, much lower than that in other tropical and subtropical rain forests. Nutrient concentrations varied in litterfall components, but were not significantly different among plots. The lowest concentrations of N and P in leaf litter were observed in March, which is also the month with the greatest leaf fall. However, the highest concentrations were recorded in typhoon season. Nitrogen and P concentrations were 34% and 106% greater in the green leaves that fell during typhoons than in senescent leaves. Mean nutrient inputs by litterfall were: N 83, P 3.2, K 25, Ca 71, Mg 19, Al 12, Na 10, Fe 0.86 and Mn 3.9 kg ha⁻¹ yr⁻¹, and differed significantly among years for all elements (p<0.0005) and among plots only for K (p<0.05) and Mn (p<0.0001). Typhoon disturbance strongly affected annual fine litterfall and related nutrient inputs, which contributed an average of 30% of the annual litterfall mass, and from 30% to 39% (for different nutrient elements) of annual total nutrient inputs. The results from this study suggest that typhoon-driven maintenance of rapid cycling of P and N and their high availability in soil appears to be an important mechanism to maintain productivity in the subtropical forest on Okinawa Island.     

玉米rRNA基因的组织和表达模式

玉米（Zea mays）只有1对45S rDNA位点并在分裂期染色体形成次缢痕,是研究植物细胞rRNA基因组织和表达模式的简单模型。采用荧光原位杂交（fluorescence in situ hybridization,FISH）、CPD（PI与DAPI组合）染色和银染技术,分析了玉米根尖分生细胞rRNA基因的组织和表达模式。45S rDNA探针在所有间期细胞核中显示2种杂交信号：荧光强烈地位于核仁周边的纽,而相对较弱地分布于核仁内的点。在部分细胞中可观察到点与纽相连或从纽发出;点的数目越多,纽变得越小;点的数目多少与细胞的活性呈正相关。研究结果表明,纽代表了处于凝缩状态的非活性的rDNA染色质,纽解凝缩形成的点是rRNA基因活跃转录的细胞学表现;不同阶段间期核的点的数目变化反映了被活化的rRNA基因数目不同。间期和前期细胞的CPD染色和相继的银染结果显示,大部分rDNA染色质没有参与核仁的形成。rDNA FISH显示,同一间期细胞的2个同源rDNA位点的表达水平存在差异,同源染色体次缢痕的长度差异以及Ag-NOR和银染核仁的异态性进一步证实了这种差异的存在。FISH结果显示,早中期细胞的rDNA染色质相对解凝缩,银染在所有早中期细胞和部分中期细胞显示了明显的核仁,表明玉米的rRNA基因在有丝分裂早中期有较活跃的转录,其转录在晚中期才停止。     

条斑紫菜EST-SSR引物种间转移扩增真实性研究

当条斑紫菜EST-SSR引物在坛紫菜几个品系上进行种间扩增时,微卫星引物的扩增结果中也出现了多带形式。为了研究的假阳性问题,扩增产物被从胶上回收克隆测序。在回收的坛紫菜扩增产物中,同阳性对照条斑紫菜扩增产物大小相同的产物中有微卫星序列重复,但在大分子量的条带中却没有,显现出典型的假阳性问题。在坛紫菜扩增中产生的假阳性带不适合进行建立在微卫星突变基础上的遗传研究,然而,在确定相关的遗传性状后,这些引物也可以用来进行品系鉴定等遗传研究。     

基于地统计学的二化螟种群时间格局分析

对常德鼎城区1960～2001年二化螟各世代的越冬后幼虫高峰虫量的时间序列资料进行了地统计学分析.结果表明,年际间二化螟种群总虫量、第1代虫量、第2代虫量和冬后基数序列数据结构性较强,可预测性较好,特别是年际间总虫量其结构性占总变异的比例高达91.1％,可以前11年总虫量预测下年总虫量;世代间幼虫高峰虫量,年际间第1代虫量、第3代虫量和冬后基数序列数据的长期趋势较为明显,特别是冬后基数的长期趋势极为明显;世代间幼虫高峰虫量呈现3代（1年）的季节性周期.首次采用缺失某世代虫量或插入冬后基数的方法分析了各世代虫量和冬后基数对整个世代间虫量数据系列的重要程度,结果表明,各世代虫量和冬后基数单独对整个世代间虫量数据系列的影响均较小,二化螟发生量更多地受栽培制度、气候、食料和天敌等因子的影响.初步总结并建立了种群时间格局分析的地统计学方法.