基于链式多重插补的WOA-ELM煤与瓦斯突出预测模型

为了提高缺失数据下煤与瓦斯突出预测准确率,提出1种基于链式支持向量机多重插补(MICE＿SVM)的鲸鱼优化算法(WOA)-极限学习机(ELM)预测模型,以淮南朱集矿区为例,选取5个煤与瓦斯突出影响指标作为模型特征,采用提出的MICE＿SVM算法插补突出事故数据中缺失值,利用WOA优选ELM输入层权值及隐含层阈值,构建煤与瓦斯突出预测模型,将插补后数据用于WOA-ELM模型的训练与测试,并与其他模型的预测效果对比。研究结果表明：MICE＿SVM插补前、后的有突出数据预测准确率分别为83.02%,90.41%,MICE＿SVM显著提高了有突出预测准确率,对无突出和整体的预测准确率提高不明显;数据插补后WOA优化ELM对无突出、有突出和整体的预测准确率分别为97.94%,96.25%,96.48%,较优化前分别提高了5.79%,5.84%,5.55%,数据插补后WOA-ELM为最佳预测模型。     

坡面尺度上地貌对α生物多样性的影响

为了解地貌在坡面尺度上对α生物多样性的影响,采用主观采样法在陕北吴起县合家沟流域不同地貌部位进行了样地调查.利用SPSS16.0统计软件先后对各地貌部位物种组成及各物种的重要值、地形因子要素间、地形因子和群落α多样性之间分别做了聚类分析、相关分析和多元回归分析.结果表明:(1)地貌部位相似的群落聚类在一起,说明地形因子是影响物种组成、群落结构、生态系统等的重要因素.(2)海拔和坡位,坡向和坡度,地形指数和海拔、坡位、坡形之间的Pearson 相关系数均大于0.8,双尾显著性检验概率小于0.05.(3)影响α生物多样性指标香农-维纳指数的地形因子按重要性从大到小依次是:坡位、坡向、海拔、坡形、坡度、地形指数,进一步分析得出在黄土高原丘陵沟壑区,沟沿线、光照、土壤水分和养分在影响α生物多样性指标上依次递减.(4)通过多元线形回归检验,得出坡位、坡向、坡形、海拔这四个地形因子与群落α生物多样性关系密切,建立的回归模型显著性检验可信度大,与样本数据的拟合度高.各地形因子数据归一处理后的回归方程为:香农-维纳指数=2.417-0.581×坡形-1.333×坡位+1.449×海拔+0.631×坡向.地形地貌特征在黄土丘陵区表现明显,研究它对生物多样性的影响可为该区植被恢复提供参考,但由于调查样地尺度较小,在应用推广上尚待进一步研究.     

Humic substances

GOAL, SCOPE AND BACKGROUND: Freshwater bodies which chemistry is dominated by dissolved humic substances (HS) seem to be the major type on Earth, due to huge non-calcareous geological formations in the Northern Hemisphere and in the tropics. Based on the paradigm of the inertness of being organic, direct interactions of dissolved HS with freshwater organisms are mostly neglected. However, dissolved organic carbon, the majority of which being HS, are natural environmental chemicals and should therefore directly interact with organisms. Major results that widened our perspective on humic substance ecology come from experiments with the compost nematode, Caenorhabditis elegans, which behaved contradictorily to textbook knowledge and provoked an in-depth re-consideration of some paradigms. APPROACH: To overcome old paradigms on HS and their potential interactions with organisms, we reviewed recent international literature, as well as 'grey' literature. We also include results from own ongoing studies. RESULTS: This review focuses on direct interactions of dissolved HS with freshwater organisms and disregards indirect effects, such as under-water light quenching. Instead we show with some macrophyte and algal species that HS adversely interfere with photosynthesis and growth, whereby closely related algal species show different response patterns. In addition to this, HS suppress cyanobacteria more than eukaryotic algae. Quinones in the HS appear to be the effective structure. Furthermore, HS can modulate the offspring numbers in the nematode C. elegans and cause feminization of fish and amphibians--they possess hormone-like properties. The ecological consequences of this potential remain obscure at present. HS also have the potential to act as chemical attractants as shown with C. elegans and exert a mild chemical stress upon aquatic organisms in many ways: induction of molecular chaperons (stress proteins), induction and modulation of biotransformation and anti-oxidant enzymes. Furthermore, they produce an oxidative stress with lipidperoxidation as one clear symptom or even stress defense strategy. Stronger chemical stresses by HS may even lead to teratogenic effects as shown with fish embryos; all physiological responses to HS-mediated stress require energy, which were compensated on the expense of yolk as shown with zebra fish embryos. One Finnish field survey supports the view of a strong chemical stress, as the weight yield in fish species decreases with increasing HS content in the lakes. DISCUSSION: HS exert a variety of stress symptoms in aquatic and compost organisms. According to current paradigms of ecotoxicology, these symptoms have to be considered adverse, because their compensation consumes energy which is deducted from the main metabolism. However, the nematode C. elegans looks actively for such stressful environments, and this behavior is only understandable in the light of new paradigms of aging mechanisms, particularly the Green Theory of Aging. In this respect, we discuss the mild HS-mediated stress to aquatic and compost organisms. New empirical findings with HS themselves and HS building blocks appear to be consistent with this emerging paradigm and show that the individual lifespan may be expanded. At present the ecological consequences of these findings remain obscure. However, a multiple-stress resistance may be acquired which improves the individual fitness in a fluctuating environment. CONCLUSIONS: It appears that dissolved HS have to be considered abiotic ecological driving forces, somewhat less obvious than temperature, nutrients, or light. PERSPECTIVES: The understanding of the ecological control by dissolved humic substances is still fragmentary and needs to be studied in more details.     

‘A powerful alternative to Williams’ test with application to toxicological dose-response relationships of normally distributed data

The comparison of increasing doses of a treatment to a negative control is frequently part of toxicological studies. For normally distributed data Williams (1971, 1972) introduced a maximum likelihood test under total order restriction. But until now there seems to have been no solution for the arbitrary unbalanced case. According to the idea proposed by Robertson et al. (1988) we will apply in this article the basic concept of Williams on the class of multiple contrast tests for the general unbalanced parametric set-up. Simulation results for size and power and two examples for estimating the minimal toxic dose (MTD) are given.     

基于多目标决策的室内空气质量评价模型

在室内空气质量各单项评价指标的基础上,应用运筹学的决策理论,建立室内空气质量评价模型。并通过实例应用此模型对室内空气品质进行了评价研究,取得了满意的结果。与其他评价方法相比,该评价模型结构严谨、计算简便、结果合理、分辨率高。为室内空气质量评价提供了一种简单而适用的评价方法。     

网络化治理视域下的中国区域环境治理研究进展

网络化治理作为一种不同于科层—集中型和市场—分散型的新型治理方式,在环境治理中有其自身的优势。当前,区域环境公共事务的不断增长已超出政府单个主体的能力范围,需要加强政府与企业、社会组织及公众等多元主体的共同治理,构建以多元主体参与为核心的多重、复杂、交叉的网络化环境治理模式。基于网络化治理产生的背景、演变过程和内涵,围绕多元主体相互作用、行动主体的网络关系结构和模式、治理网络的运行逻辑和机制等方面系统梳理其研究进展,为推进我国现代化环境治理体系提供参考。     

铝合金微电偶腐蚀机理与数值模拟研究进展

综述了铝合金微电偶腐蚀在机理研究和数值模拟两方面的研究进展,针对独立微电偶的腐蚀机理表征、多元微电偶空间随机分布相互作用规律、结构/载荷因素与铝合金微电偶腐蚀驱动力间的竞争机制等3个方面进行了展望,期望为铝合金微电偶腐蚀研究提供方向参考。     

利用多元线性回归方法评估气象条件和控制措施对APEC期间北京空气质量的影响

气象条件对大气污染物的扩散和传输有重要影响,准确分离和定量气象因素对空气质量的影响是评估大气污染控制政策有效性的前提.本研究利用APEC会议期间及前后(2014-10-15～2014-11-30)北京城区朝阳观测站点SO_2、NO、NO_2、NO_x、CO、PM_(2.5)、PM_1和PM_(10)以及气象因素的观测数据,采用多元线性回归分析方法,定量评估了气象条件和空气污染控制措施对APEC期间北京空气质量的影响.在假定排放条件不变的情况下,基于气象因素参数建立的预测污染物浓度的多元线性回归模型模拟效果较为理想,决定系数R~2在0. 494～0. 783之间.控制措施使得APEC控制期SO_2、NO、NO_2、NO_x、CO、PM_(2.5)、PM_1和PM_(10)浓度分别降低48. 3%、53. 5%、18. 7%、40. 6%、3. 6%、34. 8%、28. 8%和40. 6%,气象因素使得APEC控制期SO_2、NO、NO_2、NO_x、CO、PM_(2.5)、PM_1和PM_(10)浓度分别降低1. 7%、-2. 8%、18. 7%、4. 5%、18. 6%、27. 5%、30. 6%和35. 6%.气象因素和控制措施共同作用使得APEC控制期北京空气质量得到了明显改善.控制措施对SO_2和氮氧化物浓度的下降起主导作用,气象因素对CO浓度的下降起主导作用,气象因素和控制措施对颗粒物浓度降低的贡献相当.本研究还利用相对权重方法研究了气象因素对污染物浓度影响的贡献,结果表明影响不同污染物浓度的决定性气象因素不同.     

湿地植物在城镇污水处理系统中的作用特性研究

将不同类型湿地植物如凤眼莲、荇菜、稗草、黑藻、皇竹草、美人蕉等,引入城镇污水处理系统,考察其对污染物的去除效果和在湿地组合系统中的作用特性。盆栽实验发现,虽然植物对污水N、P营养元素的直接去除率分别只有14.0%～59.4%和8.6%～55.2%,但植物通过过滤、截留及加强有机物降解转化的作用,对水体中污染物的去除具有协同效应,使水体N、P的总去除率分别达65.4%～83.8%和43.5%～69.5%。将植物引入组合处理系统,中试实验结果表明,水体TN、TP和COD月平均去除率分别高达80.4%、74.3%和81.3%。与常规生化处理系统相比,处理效果大为增强,生化反应的能耗相对减少,出水水质较稳定,使湿地组合系统成为一种去N除P,防止水体富营养化的有效处理方法。     

基于绝对主成分-多元线性回归的滇池污染源解析

定量解析污染源是湖泊流域水环境管理的重要基础.基于滇池草海和外海多年水质监测数据,采用主成分分析（PCA）方法识别了主要水质指标的污染源类型,利用绝对主成分-多元线性回归模型（APCS-MLR）得到不同污染源对水质的贡献程度.结果表明,草海主要的污染源有农业面源、城市面源和内源3类,外海的主要污染源是农业面源、城镇生活污染源、城市面源和内源4类.与河流水污染源解析结果不同,底泥内源与气象因子对滇池主要水质指标的影响较大.