基于RF-LSTM的鸡舍恶臭气体预测研究

以鸡舍氨气为研究对象,对鸡舍氨气预测模型进行了研究.首先,利用随机森林算法（RF）对影响鸡舍氨气浓度的环境变量进行重要性排序,选取温度、湿度、光照、气象温度、降雨量作为模型的输入变量;在此基础上,构建了基于长短时记忆神经网络（LSTM）的鸡舍氨气浓度预测模型,并将提出的预测模型应用于江苏省宜兴市某养鸡场的氨气浓度预测中,并与LSTM模型、RF-Elman模型和RF-BP模型进行了对比实验,结果表明,基于RF-LSTM模型的预测效果最好,其平均绝对误差（MAE）、平均绝对百分误差（MAPE）和均方根误差（RMSE）分别为0.9183、4.9637%和1.4262;同时,为了验证该模型的性能,本文还实现了不同时间尺度的鸡舍氨气浓度预测,提前2h、3h、4h、5h氨气预测的平均绝对误差（MAE）分别为1.6218、2.1991、2.8553和3.0677.本文提出的预测模型提高了鸡舍氨气浓度的预测精度,可为减少鸡舍恶臭气体排放提供科学依据.     

含氨氮催化剂生产废水的处理

采用加入淀粉的短程硝化-反硝化一体化技术处理低碳含NH3-N催化剂废水。通过中试确定了适宜的工艺参数，并在工业化装置上进行了验证。试验结果表明：在DO为0.5 mg/L左右、淀粉加入量为0.25 kg/ m3、HRT=30 h的条件下，短程硝化-反硝化一体化技术具有较好的处理效果，NH3-N去除率大于97%，且具有较强的抗冲击负荷的能力； 出水的COD<100 mg/L，ρ（NH3-N）<10 mg/L，达到GB 8978—1996《污水综合排放标准》的一级排放标准。工业化装置的运行费用以NH3-N计为2.3 元/kg、以废水计为4.6 元/t。该法适用于中低浓度（ρ（NH3-N）<300 mg/L）废水的处理。     

W_q方法及σ_H方法在华东地区中强震预报中的应用

应用两种描述地震活动平静的特征参数Wq 和σH 对华东地区 1972年以来ML≥ 2 .3地震进行时空扫描。结果表明 :Wq 在华东地区大多数M >5地震之前均出现 1年左右或稍长时间的平静异常 ,震中一般在平静异常区的边缘或内部。对Wq 空间异常区σH 的时间扫描在某些地区也能够较好地显示1年左右的平静异常。这可能说明了地震活动平静也是中强地震的一种中短期预报指标     

Short-term wind speed forecasting based on random forest model combining ensemble empirical mode decomposition and improved harmony search algorithm

ABSTRACT

Wind speed forecasting plays an important role in power grid dispatching management. This article proposes a short-term wind speed forecasting method based on random forest model combining ensemble empirical modal decomposition and improved harmony search algorithm. First, the initial wind speed data set is decomposed into several ensemble empirical mode functions by EEMD, then feature extraction of each sub-modal IMF is performed using fast Fourier transform to solve the cycle of each sub-modal IMF. Next, combining the high-performance parameter optimization ability of the improved harmony search algorithm, two optimal parameters of random forest model, number of decision trees, and number of split features are determined. Finally, the random forest model is used to forecast the processing results of each submodal IMF. The proposed model is applied to the simulation analysis of historical wind data of Chaoyang District, Liaoning Province from April 27, 2015 to May 22, 2015. To illustrate the suitability and superiority of the EEMD-RF-IHS model, three types of models are used for comparison: single models including ANN, SVM, RF; EMD combination models including EMD-ANN, EMD-SVM, EMD-RF; EEMD combination models including EEMD-ANN, EEMD-SVM, EEMD-RF. The analysis results of evaluation indicators show that the proposed model can effectively forecast short-term wind data with high stability and precision, providing a reference for forecasting application in other industry fields.     

氯消毒新工艺对大肠杆菌灭活作用的研究

研究了短时游离氯后转氯胺的联合消毒方法对大肠杆菌的灭活作用，并对其协同作用以及pH值和温度对协同作用的影响进行了探讨。结果表明：pH值在6．5～8范围内，温度不超过30℃时，短时游离氯后转氯胺的消毒方法对大肠杆菌的灭活具有协同作用，且随pH值的降低而加强，在低温下该方法的协同效果更加明显。     

Study on Fish and Amphibian Embryo-Larval Toxicity Test

In China, it is necessary to establish short-term biomonitoring methods for evaluating the chronic toxicity of industrial wastewater. In this paper, the aquatic toxicity of four important pollutants in petrochemical wastewater, including acrylonitrile, acetonitrile, sulphocyanic sodium and dimethyl formamide, was studied with fish and amphibian embryo-larval toxicity tests using Cyprinus carpio and Rana nigromaculata as test organisms. The objective is to present some useful data for establishing short-term chronic toxicity test methods used to perform biomonitoring in China. The results indicate that the chronic toxicity of acrylonitrile to fish and amphibians was the highest of the four test pollutants, followed by NaSCN, acetonitrile and DMF. The sensitivity of the carp embryo- larval test to chemicals was greater than that of the R. nigromaculata embryo-larval test.     

Factors affecting the quantitative uncertainty of the estimated short-term intake. Part I—Calculation methods

ABSTRACT

The calculation of the combined uncertainty of the international estimated short-term intake (IESTI) of ethephon residues in apples is shown as an example. The ethephon residues in apples were reported by the Joint FAO (Food and Agriculture Organization of the United Nations)/WHO (World Health Organization) Meeting on Pesticide Residues (JMPR). The apple consumption data were taken from the IESTI (international short-term intake) calculation template used by the JMPR. The IESTI was calculated with the currently used method (case 2a) and a proposed one recommended by the EFSA (European Food Safety Authority)/RIVM (Dutch National Institute for Public Health) Scientific Workshop co-sponsored by FAO and WHO. In this example, the ratio of IESTI_proposed/IESTI_current and their combined relative uncertainty are about 2.8, and 1.7, respectively. The larger IESTI and uncertainty obtained with the proposed equation are the consequence of calculation only with the large portion (LP) instead of its combination with unit mass, and the MRL instead of the highest residue (HR). The LP is the major contributor to the combined uncertainty. Both the calculated IESTI and its combined uncertainty depend on the actual food – pesticide residue combination, and should be calculated for each case.     

城市污泥堆肥对土壤温室气体排放的短期影响

采用田间试验,施用2种城市污泥堆肥（含生物质炭和不含生物质炭）,通过静态暗箱-气相色谱法研究污泥堆肥土地利用过程温室气体排放特征,探讨施用污泥堆肥的短期影响作用.结果表明,在观测时间内,N₂O排放主要集中在前3周,约占总排放量的87.9%~95.6%.N₂O排放量均随污泥堆肥施用量的增加而增加（P<0.05）,裸地N₂O排放量高于种植作物处理.施用含生物质炭污泥堆肥能减少土壤N₂O排放,且随着施用量的增加,N₂O减少量越大（P<0.05）.CH₄排放量较低,在试验前期和后期主要为负,总体表现为吸收CH₄.各处理吸收CH₄主要集中在第18d以后,其CH₄吸收量占总吸收量的52.1%~66.7%.施用含生物质炭污泥堆肥处理CH₄吸收量比不含生物质炭污泥堆肥处理低35.2%~62.2%,同时,裸地CH₄吸收量明显高于种植作物处理（P<0.05）.CO₂排放也主要集中在18d以后,约占排放总量的50.5%~61.8%.种植作物能促进CO₂的排放,种植作物处理是裸地的1.34~1.57倍.在观测时间内,污泥堆肥土地利用是CH₄的弱吸收汇,是N₂O和CO₂的排放源,施加污泥堆肥能显著增加土壤N₂O和CO₂的排放.施用生物质炭污泥堆肥短期内能够减少温室气体总排放量,温室气体减排量达到20.41%~62.51%.     

不同基质浓度对ANAMMOX菌短期储存的影响

在15℃±1℃条件下,将厌氧氨氧化菌混培物分别置于基质浓度为0、60、120 mg·L~(-1)添加比例为1∶1的NH+4-N和NO-2-N环境中短期(15 d)储存,探究不同基质浓度对厌氧氨氧化污泥短期保存及恢复的影响.经过短期储存后进行恢复实验,结果表明,1、2、3号反应器(分别对应0、60、120 mg·L~(-1)基质浓度中储存的厌氧氨氧化菌混培物)中的厌氧氨氧化活性分别下降41. 8%、17. 4%、33. 4.%,1、3号分别由于过度内源呼吸和高基质浓度抑制,导致活性下降较大,2号反应器由于基质浓度相对合适,避免了过度内源呼吸和高基质浓度抑制,使得菌种活性在该基质浓度下保留较好;储存期间,3个反应器内均发生内源呼吸消耗自身有机物的情况,导致EPS含量下降50. 9%、41. 7%、23. 7%和粒径下降31. 6%、16. 7%、8. 2%,表明在基质匮乏期菌体通过内源呼吸的方式维持自身的活性,较高的基质浓度可以在一定程度上延缓内源呼吸过程;在恢复期间,3个反应器分别经过15、10、7 d实现脱氮性能和厌氧氨氧化活性的恢复,表明同菌种增殖富集相比,原系统通过菌种活性增强的方式脱氮性能恢复更快.     

国际铁矿石定价机制改变与我国铁矿石进口量变化的实证分析

随着我国对外贸易和国内钢铁企业的发展,我国铁矿石进口量大幅上升,已成为全球最大的铁矿石消费国。与此同时,国际铁矿石巨头摒弃长期协议定价机制,单方面推行季度、 指数等定价模式。为了认识国际铁矿石定价机制改变对我国铁矿石进口的影响,论文基于铁矿石进口量、 铁矿石价格、 国内原矿产量等统计指标的月度数据,通过定性分析与Granger因果检验,综合判断国际铁矿石定价机制改变与铁矿石进口量变化之间的关系。结果表明:近两年我国铁矿石进口量的短期波动频繁;国际铁矿石定价机制改变引起的铁矿石价格震荡是导致我国铁矿石进口量波动的主要动因;结合国内外形势判断,未来一段时期内我国铁矿石进口量的短期波动还会持续。