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为快速、准确预测回采工作面瓦斯涌出量,基于投影降维思想,建立一种遗传算法(GA)投影寻踪回归预测方法。选取煤层瓦斯原始含量、埋藏深度、煤层厚度、煤层倾角、工作面长度、推进速度、采出率、临近层瓦斯含量、临近层厚度、临近层层间距、岩层岩性、开采深度作为评价因子,对某矿15个学习样本进行训练,建立GA投影寻踪回归预测模型。利用该矿3个实测样本对模型进行检验,并与主成分分析和BP神经网络方法结果进行对比。研究表明:利用GA投影寻踪回归预测回采工作面瓦斯涌出量,平均误差为3.43%,最大误差为5.7%,精度优于其他2种方法。 相似文献
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废水排放对近海环境中抗生素抗性基因和微生物群落的影响 总被引:1,自引:0,他引:1
污水处理厂是水环境中抗生素抗性基因(ARGs)的重要来源.可移动遗传元件(MGEs)和微生物群落是影响ARGs增殖扩散的关键因素.为探究污水处理厂废水排放对近海环境中ARGs和微生物群落的影响,采用高通量荧光定量PCR (HT-qPCR)和高通量16S rRNA扩增子测序技术,对杭州湾上虞(SY)和嘉兴(JX)两个近岸纳污区(ERAs)及远岸湾区表层沉积物中ARGs、MGEs和微生物群落的组成和分布进行调查.结果表明,多重耐药类ARGs是所有样点中丰度最高的ARGs类型.纳污区沉积物中ARGs和MGEs多样性和丰度远远高于远岸湾区沉积物.JX纳污区沉积物中微生物群落丰富度和多样性高于SY纳污区及远岸湾区沉积物.PCoA结果显示,纳污区与远岸湾区沉积物中ARGs、MGEs和微生物群落分布存在显著的差异,说明长期的废水排放对近海环境中ARGs、MGEs和微生物群落影响较大.ARGs、MGEs和细菌属的共现网络显示,嗜冷杆菌属、假单胞菌属、亚硫酸杆菌属、假交替单胞菌属和芽孢杆菌属等12种菌属与ARGs和MGEs存在显著正相关.多重耐药类和β-内酰胺类ARGs的潜在宿主最多. 相似文献
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RICHARD TROY MCMULLIN IAN D. THOMPSON STEVEN G. NEWMASTER 《Conservation biology》2013,27(5):1020-1030
Lichens are an important component of the boreal forest, where they are long lived, tend to accumulate in older stands, and are a major food source for the threatened woodland caribou (Rangifer tarandus caribou). To be fully sustainable, silvicultural practices in the boreal forest must include the conservation of ecological integrity. Dominant forest management practices, however, have short‐term negative effects on lichen diversity, particularly the application of herbicides. To better understand the long‐term effects of forest management, we examined lichen regeneration in 35 mixed black spruce (Picea mariana) and jack pine (Pinus banksiana) forest stands across northern Ontario to determine recovery following logging and postharvest silvicultural practices. Our forest stands were 25–40 years old and had undergone 3 common sivilcultural treatments that included harvested and planted; harvested, planted, and treated with N‐[phosphonomethyl] glycine (glyphosate); and harvested, planted, and treated with 2,4‐dichlorophenoxyacetic acid (2,4‐D). Forest stands with herbicide treatments had lower lichen biomass and higher beta and gamma diversity than planted stands that were not treated chemically or control stands. In northwestern Ontario, planted stands that were not treated chemically had significantly greater (p < 0.05) alpha diversity than stands treated with herbicides or control stands. Our results show that common silvicultural practices do not emulate natural disturbances caused by wildfires in the boreal forest for the lichen community. We suggest a reduction in the amount of chemical application be considered in areas where lichen biomass is likely to be high and where the recovery of woodland caribou is an objective. Conservación de Líquenes en Bosques Boreales Manejados Intensivamente 相似文献
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Robert M. Hughes 《Environmental management》1985,9(3):253-262
Impacts of sediments and heavy metals on the biota of streams in the copper-mining district of southwestern Montana were examined by comparing aquatic communities of impacted streams with those of control streams. Control streams were chosen through the use of a technique that identifies similar streams based on similarities in their watershed characteristics. Significant differences between impacted and control sites existed for surface substrate, riparian vegetation, and the number of macroinvertebrate taxa. These results revealed that: (a) chemical and physical habitats at the impacted sites were disrupted, (b) the presence of trout was an inadequate measure of ecological integrity for these sites, and (c) watershed classification based on a combination of mapped terrestrial characteristics provided a reasonable method to select control sites where potential control sites upstream and downstream were unsuitable. 相似文献
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