基于卷积神经网络与条件随机场方法提取乡镇非正规固体废弃物

随着村镇经济建设发展,生活垃圾和工业固体废弃物造成的污染问题日益突出,已经成为制约新农村建设发展和生态文明建设的关键问题,而目前针对乡镇非正规固体废弃物的调查与统计主要依赖全国各乡镇相关部门逐级调查上报,工作量较大。本文基于高分辨率遥感影像,将深度学习模型和条件随机场模型相结合引入到乡镇固体废弃物的提取研究中,探索一种基于深度卷积神经网络的乡镇固体废弃物提取模型。由于固体废弃物在影像上表现为面积小,分布破碎等特点,为了提高工作效率,将模型特分为识别和提取2个部分：① 通过全连接卷积网络（CNN）对固体废弃物进行快速识别判断,筛选感兴趣区域影像块;② 在传统的全卷积神经网络(FCN)的基础上加入条件随机场模型(CRF)提取固体废弃物边界,提高整体分割精度。根据安徽、山西等地区相关部门上报固体废弃物堆放点以及住房与城乡建设部城乡规划管理中心进行野外检查的结果,实验最终识别精度达到86.87%以上;形状提取精度为89.84%,Kappa系数为0.7851,识别与提取精度均优于传统分类方法。同时,该方法已经逐步应用于住房和城乡建设部有关成都、兰州、河北等部分乡镇非正规固体废弃物的核查工作,取得了较为满意的结果。     

Otolith chemical signature and growth of Chaetodon speculum in coastal areas of New Caledonia

Coral reefs are one of the most diverse ecosystems on Earth. They are currently exposed to increasing levels of anthropogenic perturbations. Several recent reviews point to the lack of good indicators for these perturbations especially to monitor their effects on fish populations or fish assemblages. The SW lagoon of New Caledonia is an ideal location to test indicator species in this context as contrasting sites are present within a small geographical range. This study analysed fish from four sites, one with heavy industrial pollution, another dominated by domestic waste, a third with historic mining activities, and the fourth as a control. The butterfly fish, Chaetodon speculum, was chosen to determine C. speculum's potential as an indicator species due to its link to coral, its sedentary behaviour and its wide geographical distribution. The size distribution, growth rate, age distribution and whole otolith composition were analysed at each site. Age and mean growth rate were analysed from daily increments of the otoliths. The concentrations of eight elements (Li, Mg, Co, Ni, Cu, Rb, Sr, and Ba) were measured by ICP-MS in the otoliths of a subset of individuals. The sites under anthropogenic impact were distinct from the control site by fish size frequencies, age distributions, and the chemical content of their otoliths. The chemical elements Mg, Co, Ni, Cu, and Rb showed differences amongst sites. Fish belonging to the sites furthest from Nouméa could be discriminated in nearly 80% of samples or 60% of the cases when otolith weight or fish age respectively were taken into account. Ni concentrations of the otoliths were also higher in the bays where water concentrations of this element were known to be higher, but these differences were no longer significant once corrected for otolith weight. These results should be mitigated by the fact that: (1) despite significant differences between sites in age distribution and size frequencies there were no differences in growth rates or body condition; (2) differences in age or size were not correlated to perturbation levels; and (3) discrimination between sites based on chemical levels in the otoliths, even though significant, was not sufficient to identify the origin of the fish at a level useful for screening tests. The hypothesis that environmental differences between sites would be reflected in the otolith chemical composition is therefore not fully supported by our results.     

蛋白核小球藻在废水污泥中培养的研究

啤酒厂废水污泥中含有一定的营养元素和活性物质。本研究利用废水污泥培养蛋白核小球藻（Chlorellapyrenoidosa）取得了初步结果。将一定比例的活性污泥掺入普通培养液形成混合培养基,其中80：20试验组无论从蛋白核小球藻的生物量还是粗蛋白的含量均与普通培养基的培养产物近似,具有实践意义。结果表明,混合培养基培养某些藻类,不仅降低了养殖成本,还可净化环境,为废水污泥用于藻类养殖开辟了一条新途径。     

鱿鱼(Squid)肝脏蛋白酶解物中ACE活性抑制肽的分离纯化及活性分析

为提高鱿鱼加工下脚料的利用率,以秘鲁鱿鱼肝脏为研究对象,采用生物酶解技术和凝胶蛋白分离技术等对其进行研究。研究结果表明:鱿鱼肝脏蛋白酶解液经过超滤处理后(分子质量为20k Da),用Sephadex G-100初步分离,得到五个组分,对分离的组分进行研究,结果表明降血压活性能力最强的是组分二,测定其半抑制浓度(IC50)为1.8mg/m L。对组分二进行活性条件分析,结构表明其ACE抑制活性在温度0—100°C、p H 1—12之间基本没有变化。最后用DEAE阴离子交换柱和Sephadex LH-20对组分二继续分离纯化,得到组分六和组分七,测定其半抑制浓度(IC50)分别达到1.52 mg/m L和2.16 mg/m L。本研究可为利用鱿鱼加工下脚料开发降血压活性肽产品提供理论基础。     

CFC在中国高放废物处置库预选区地下水研究中的应用

本文介绍了地下水测年的CFC方法及其原理,并将这种方法实际应用于我国高放废物处置库预选区——甘肃北山地区的水文地质研究,结果表明,研究区内沟谷洼地浅部地下水的CFC年龄在15~26a,基岩裂隙浅部地下水多为不含CFC的老水与含CFC的新水的混合水。在描述了确定混合比方法的基础上,根据样品CFC含量计算了研究区地下水的混合比。与氚相比,CFC是目前年轻地下水测年更好的工具,具有更多的优越性。     

Estimation and prediction of plastic waste annual input into the sea from China

Marine plastic debris has been a pervasive issue since the last century, and research on its sources and fates plays a vital role in the establishment of mitigation measures. However, data on the quantity of plastic waste that enters the sea on a certain timescale remain largely unavailable in China. Here, we established a model using material flow analysis method based on life cycle assessment to follow plastic product from primary plastic to plastic waste with statistical data and monitoring data from accurate sources. This model can be used to estimate and forecast the annual input of plastic waste into the sea from China until 2020. In 2011, 0.547 3–0.751 5 million tons of plastic waste entered the seas in China, with a growth rate of 4.55% per year until 2017. And the amount will decrease to0.257 1 to 0.353 1 million tons in 2020 under the influence of governmental management. The amount of plastic waste discharged from coastal areas calculated in this study was much larger than that from river, thus it is suggested to strengthen the governance and control of plastic waste in coastal fishery activities in China in order to reduce the amount of marine plastic waste input.     

烟台市套子湾污水处理厂排海管道有关参数的确定

利用海洋处置城市污水是沿海地区一种把海洋水体的环境容量和自净能力用于环保的可行方法。烟台市套子湾污水处理厂1998年10月建成正式投入运转,日处理能力为25万m3,其污水排海管道工程是该厂重要组成部分,对污水排海管道的有关参数进行计算,可供沿海城市污水处理工程参考。     

铀成矿作用、核废物地球化学处置与吸附作用的关系

在不同类型的工业铀矿床的矿石中,吸附状态的铀占了很大的比重,铁钛氢氧化物、硅胶、粘土、有机质等是常见的主要吸附剂。本文利用朗缪尔等温式、弗仑德里奇等温式、D-R等温式,讨论了粘土矿物(主要是高岭土、蒙脱石)对溶液中铀的吸附作用,对吸附作用在铀成矿作用、核废物处置中的意义作了详细的讨论,认为吸附作用是一种重要的成矿作用。