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21.
为更好地解决手工制作的建筑垃圾堆放点样本集效率低、数据量少,难以支撑基于深度学习的遥感图像目标检测算法训练需求的问题,采用基于像素的遥感分类方法构建建筑垃圾堆放点样本集,在此基础上结合直方图均衡化,CS-LBP算子约束以及迁移学习的方法对Wasserstein生成对抗模型(WGAN)进行优化,实现了样本集扩充。研究结果表明:相对于纯手工制作的样本集,基于像素的遥感分类方法可以显著提升样本集制作的效率;同时,经过WGAN优化后,生成样本模拟了原始数据的颜色与纹理特征分布规律,增加了原始数据的多样性,满足了扩充样本集的需求。 相似文献
22.
Yongjiao Xiong Xiangfeng Huang Bin Lu Baoqiang Wu Lijun Lu Jia Liu Kaiming Peng 《环境科学学报(英文版)》2020,32(3):80-89
Waste cutting emulsions are difficult to treat efficiently owing to their complex composition and stable emulsified structure. As an important treatment method for emulsions, chemical demulsification is faced with challenges such as low flocs–water separation rates and high sludge production. Hence, in this study, Fe3O4 magnetic nanoparticles (MNPs) were used to enhance chemical demulsification performance for treating waste cutting emulsions under a magnetic field. The addition of MNPs significantly decreased the time required to attain sludge–water separation and sludge compression equilibrium, from 210 to 20 min. In addition, the volume percentage of sludge produced at the equilibrium state was reduced from 45% to 10%. This excellent flocculation–separation performance was stable over a pH range of 3–11. The magnetization of the flocculants and oil droplets to form a flocculant–MNP–oil droplet composite, and the magnetic transfer of the composite were two key processes that enhanced the separation of cutting emulsions. Specifically, the interactions among MNPs, flocculants, and oil droplets were important in the magnetization process, which was controlled by the structures and properties of the three components. Under the magnetic field, the magnetized flocculant–MNP–oil droplet composites were considerably accelerated and separated from water, and the sludge was simultaneously compressed. Thus, this study expands the applicability of magnetic separation techniques in the treatment of complex waste cutting emulsions. 相似文献
23.
In order to reduce the pollutant emission and alleviate the pressure of petroleum resources shortage and greenhouse gas emission at the same time, the use of clean and renewable alternative fuel for marine engines is a promising option. In this study, a marine diesel engine, which was modified to run in diesel methanol compound combustion (DMCC) mode, was investigated. After the diesel injection parameters were calibrated, and combined with a sample after-treatment device DOC (diesel oxidation catalyst), the engine could meet the requirements of China II legislation. The overall MSP (methanol substitute percent) reached 54.1%. The value of each pollutant emission was much lower than that in China II emission legislation, and there was almost no methanol and formaldehyde emissions. When methanol was injected into the inlet manifold, the intake air temperature decreased a lot, as well as the exhaust gas temperature, which were beneficial to increase engine thermal efficiency and improve engine room environment. Compared with the engine running in pure diesel mode, when the engine ran in diesel/methanol dual fuel mode, the combustion phase was advanced, and the combustion duration became shorter. Therefore, the engine thermal efficiency increased, and fuel consumption decreased significantly. 相似文献
24.
以城市剩余污泥为原料,于300,400,500,600 ℃温度条件下制备生物炭,通过单因素静态吸附实验探讨制备温度对生物炭吸附Cr(Ⅵ)的影响。结果表明:在500 ℃以内随着温度上升制备的生物炭对Cr(Ⅵ)的吸附量增加,制备温度高于500 ℃后变化不明显;扫描电镜(SEM)、比表面积(BET)、傅里叶红外光谱(FTIR)表征结果显示,热解温度对生物炭表面形貌和官能团组成有显著影响;等温模型及动力学拟合结果表明,生物炭吸附Cr(Ⅵ)为单分子层吸附、物理-化学复合吸附。热解温度对污泥制备生物炭吸附Cr(Ⅵ)的性能有显著影响,最佳制备温度为500 ℃,在此条件制备的生物炭对Cr(Ⅵ)的理论吸附量可达7.93 mg/g。 相似文献
25.
污泥处理后土地利用是氟喹诺酮类抗生素(fluoroquinolones,FQs)进入土壤环境的主要途径之一。好氧堆肥具有高效去除FQs、削减其环境风险的潜力,但目前对于堆肥过程中各阶段物料FQs去除影响因素的研究仍较少。该研究在制备典型城市污泥好氧堆肥获取其中温期、高温期物料的基础上,向堆肥中添加2种典型的FQs(ofloxacin,OFL;norfloxacin,NOR),在不同FQs初始浓度(0,2.5,5.0 mg/kg)、含水率(50%、60%、70%)和通风量(0,15 mL/min)条件下,进行56 d的抗生素去除试验,控制各堆肥物料在其对应堆肥阶段温度(中温期物料,35℃;高温期物料,55℃)。结果表明:2种物料中FQs去除率均随着初始浓度上升而逐步下降,中温期物料最佳初始FQs浓度分别为5.0 mg/kg(OFL)、2.5 mg/kg(NOR),对于高温期物料两者均为2.5 mg/kg;中温期物料中,FQs去除率随含水率增加先上升后下降,最佳含水率均为60%,高温期物料中,FQs去除率随含水率升高而逐步增加;2种物料中,通风量15 mL/min下的FQs去除率均明显高于未通风处理。与中温期物料对比,高温期物料中FQs去除过程需要较低的初始浓度和较高的含水率;在2种物料中,充分通风下FQs的去除率均明显高于未通风处理。 相似文献
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27.
为解决重金属污染土在电动法修复过程中存在的聚焦效应问题,提出了牺牲铁阳极的电化学联用修复技术。在传统电动修复方法基础上增加电解液净化循环装置,优化Cr(Ⅵ)还原及沉淀所需技术参数,并与传统电动修复技术进行对比,探讨其修复效果及适用性。结果表明:迁出的Cr(Ⅵ)可在Fe2+作用下被还原为Cr(Ⅲ)并沉淀,pH、电压梯度、电流密度、电极面积均会影响其反应速率,电极距离对反应速率无直接影响,主要影响电解功率。Cr(Ⅵ)还原-沉淀反应的最佳技术参数为:pH值5~6.5,电压梯度0.8 V/cm,电流密度>6.67 mA/cm2,电极面积90 cm2,电极距离15 cm;较传统电动修复技术,以牺牲阳极强化铬污染土的电化学联用修复技术中,土壤室不同点位的去除率波动范围在10%,最高点位的去除率提高近24%,达93.4%。靠近阳极附近土体中Cr(Ⅵ)去除率从0.24%提高到80.38%。以牺牲阳极强化污染土的电化学联用修复方法不仅有效解决了重金属迁移的聚焦问题,而且有助于促进土中重金属污染物的整体性迁出。 相似文献
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29.
In order to study the concentrations of major components,characteristics and comparison in hazy and non-hazy days of PM_(10) in Beijing,aerosol samples were collected at urban site in Beijing from December 29,2014 to January 22,2015.Heavy metals like Zn,Pb,Mn,Cu,As,V,Cr and Cd were deeply studied considering their toxic effects on human being;nine water-soluble inorganic ions(SO_4~(2-),NO_3~-,NH_4~+,Na~+,K~+,Cl~-,Ca~(2+) and Mg~(2+)) and carbon fractions(OC and EC) were also analyzed.The concentrations of heavy metals were 1.03–1.98 times higher in hazy days than those in non-hazy days,mainly due to biomass burning and coal burning.The trends in total heavy metals concentrations were basically consistent with the trends in PM concentrations except for two obvious periods(12.29–12.30;1.14–1.15);but when air masses accumulated locally or around Beijing,trends in PM concentrations and heavy metals were opposite.The proportion for NO_3~-/SO_4~(2-) indicated that mobile sources such as automobiles were important reasons for haze in Beijing.Correlation between OC and EC during non-hazy days was strong(R~2= 0.95) but it was low(R~2= 0.67) during hazy days,and large variations for OC/EC values occurred in hazy days.The calculated mass concentration of SOC is 2.58 μg/m~3,which only accounted for 10.1% of the OC concentration.When air masses from the far north-west,they decreased PM concentration in Beijing and they were relatively clean;however,those from the near east,south-east and south of the mainland increased PM concentration and they were dirty. 相似文献
30.
针对原位化学氧化技术修复土壤和地下水时氧化剂因释放过快而导致的利用率低等问题,通过熔化成型法制备过硫酸钠缓释材料,分析石蜡、硅砂和过硫酸钠不同配比对材料成型度和释放性能的影响,研究缓释过程中溶液pH的变化,探讨其在水溶液中的缓释行为及其对2,4-二硝基甲苯(2,4-DNT)的降解效果.结果表明:当固定过硫酸钠质量为6 g、硅砂质量为18 g、蜡砂比(石蜡、硅砂质量之比)为1:4~1:8时,过硫酸钠缓释材料成型度适中,且过硫酸钠的累积缓释量随着时间的延长而逐渐增大,第31天时过硫酸钠累积释放百分比为74.67%~88.40%,可实现过硫酸钠的持续可控释放.当硅砂质量为18 g、蜡砂比为1:1~1:6时,过硫酸钠累积释放百分比随着过硫酸钠质量的增加而增大,且溶液中的pH呈先降低后上升的变化规律.缓释材料缓释前后实物图和显微镜分析结果显示,过硫酸钠缓释材料的释放是一个由外到内、速率由快变慢最终趋于平稳的过程.过硫酸钠质量为12 g、硅砂质量为18 g、蜡砂比为1:4的缓释材料对2,4-DNT具有较好的降解效果,第16次置换浓度为0.2 mg/L的2,4-DNT水溶液时,2,4-DNT的降解率为56.38%.研究显示,改变制备材料的配比可有效实现缓释材料中过硫酸钠的缓慢释放及对污染物的有效降解,可为原位化学氧化修复土壤和地下水提供理论支撑. 相似文献