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     

刘懿兰  黄晓霞  李红旮  柳泽  陈崇  王新歌 《地球信息科学学报》2019,21(2):259-268

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。  相似文献   

Estimation and prediction of plastic waste annual input into the sea from China   总被引：5，自引：0，他引：5  

BAI Mengyu  ZHU Lixin  AN Lihui  PENG Guyu  LI Daoji 《海洋学报(英文版)》2018,37(11):26-39

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.  相似文献   

废弃泥浆底部真空−上部堆载预压模型试验研究     

詹良通  张斌  郭晓刚  江文豪 《岩土力学》2020,41(10):3245-3254

针对工程泥浆回填废弃矿坑处置的安全问题，开展底部真空和上部堆载预压处理废弃工程泥浆的模型试验，探讨该技术在废弃矿坑回填处置工程应用的可行性。试验结果表明，底部真空和上部堆载预压使得泥浆含水率显著降低及泥土的强度明显提高，处理一个月后，含水率从初始450%降低至95%～105%，体积减量达到73.4%；不排水强度由初始为0的状态提高至9.8～13.4 kPa。在初始的静置阶段，泥浆颗粒沉积存在重力分异现象，粗颗粒在底部沉积有助于缓解真空预压过程中淤堵问题。底部真空作用下，泥浆中孔隙水渗流方向并非完全一维向下，在径向存在水力梯度。处理后泥土压缩性与软土相近，渗透性优于软土。基于试验结果和大应变固结理论，考虑泥浆的自重固结以及压缩性与渗透性的非线性变化，利用有限差分法分析了单次回填厚度对泥浆层固结时间和减量效果的影响，提出了现场实施的工艺参数建议。  相似文献   

地质钻探废弃冲洗液污染特性及脱稳技术研究          下载免费PDF全文

张统得  蒋炳  严君凤 《探矿工程》2020,47(4):134-139

废弃冲洗液无害化处理是落实绿色勘查理念的一项重要工作。通过室内测试分析与现场调研，对地质钻探不同领域的钻孔废弃冲洗液进行污染特性研究，了解其基本性质以及对环境的影响方式。结合湘桃地2井废弃冲洗液开展脱稳技术室内研究，对破胶剂及絮凝剂进行了优选，并获得了脱稳处理的基础配方。实验结果表明，经过处理后废弃冲洗液能实现快速脱稳絮凝，COD、悬浮物、色度等污染指标大幅下降，为下一步深度处理实现无害化排放创造了有利条件。  相似文献   

花岗岩风化料弃土快速堆填过程中不排水抗剪强度评估     

詹良通  孙倩倩  郭晓刚  陈锐  陈云敏 《岩土力学》2021,(1):50-58

沿海沿江城市地下开挖产生的工程渣土含泥量大、含水率高且较松散,主要运往渣土场进行堆填处置。由于产量巨大而处置场地有限,许多渣土场在运营过程中存在堆填速度快、缺乏排水设施、超高超库容堆填等问题,容易引发堆填体失稳事故。目前对于非饱和工程渣土堆体在快速堆填过程中的失稳机制认识尚不清晰,尤其是对这一过程中的高饱和度工程渣土强度增长规律缺乏足够的认识。以深圳红坳渣土场填料——花岗岩风化料(CDG)填土为研究对象,对不同初始饱和度土样进行三轴不排水不排气等向压缩和剪切试验,结果表明:非饱和CDG填土不排水抗剪强度随围压增大呈非线性增长,增长速率与试样初始饱和度密切相关;当土样压缩后的饱和度超过0.7,不排水强度随围压的增长速率显著降低。基于有效固结应力法的原理,结合Hilf孔压公式和修正剑桥模型,提出了一种工程渣土不排水抗剪强度估算方法,并通过与试验结果对比验证了该方法对初始饱和度高于0.6的CDG填土的适用性。利用该方法确定的不排水强度cu与正应力σn的关系可应用于高饱和度工程渣土快速堆填中的稳定性分析。  相似文献   

Transforming agricultural land use through marginal gains in the food system     

《Global Environmental Change》2019

There is an increasing need for transformational changes in the global food system to deliver healthy nutritional outcomes for a growing population while simultaneously ensuring environmental sustainability. However, such changes are subject to political and public constraints that usually allow only gradual, incremental changes to occur. Drawing inspiration from the British cycling team’s concept of marginal gains, we show how transformation might be reconciled with incremental changes. We demonstrate that a set of marginal food system changes acting to increase production efficiency, to reduce losses or to adjust diets could collectively reduce the agricultural land required globally for food production by 21%, or over a third given higher adoption rates. The results show that while all categories of action are important, changes in consumer choices in Europe, North America and Oceania and in the supply-chain in Africa and West and Central Asia have the greatest potential to reduce the land footprint of the food system.  相似文献   

The fate of waste in Hawaii: Technology assessment and solid waste planning in Hawaii, 1968–78          下载免费PDF全文

Jordan P. Howell 《Singapore journal of tropical geography》2015,36(1):67-82

In this article I consider the initial period of solid waste management planning in the US state of Hawaii. The State encountered a number of economic and ecological controversies during its solid waste management planning, a process that was prompted by the US Environmental Protection Agency. Some issues, like project financing, were common across the US, while others, such as the potential of waste materials to reduce reliance on imported food and materials, were more unique to Hawaii. The controversies from this initial planning period were never quite fully resolved; as they lingered, they were interpreted differently across the Islands. Based on a close reading of government, advocacy group, waste industry and news media documents, I examine the controversies over solid waste management of the time and consider how the ‘dual nature’ of waste in Hawaii—simultaneously an ecological threat and (potential) economic input—shaped the adoption of solid waste management systems there. This article adds to an expanding literature examining infrastructure in environmental and technology histories.  相似文献   

关于尤卡山项目的一些思考     

徐国庆 《国外铀金地质》2011,(2):104-111

简要论述了美国尤卡山项目研发的历史进程,讨论了该项目目前的进展状态,以及由此引出可供我国高放废物地质处置研发工作值得思考的若干问题。笔者认为,目前尤卡山项目进展受阻的主要原因是政治因素,而不是场址的自然条件和科学技术因素。关于该项目的不同意见之争还将会继续下去,最后可能只有通过进一步的科学论证和法律途径得以解决。  相似文献   

放射性废物处置研究进展   总被引：1，自引：0，他引：1  

易树平  马海毅  郑春苗 《地球学报》2011,32(5):592-600

放射性废物的处置是制约核能可持续发展的关键因素,目前已成为国际社会关注的热点问题之一.针对处置场地核素运移污染的风险问题,对放射性废物的处置及其选址、核素运移试验和核素运移模型进行了回顾和论述.指出采用多重屏障系统进行放射性废物的处置,其安全性是可以得到保障的;处置场的选址应遵循就近原则,并应从环境水文地质的角度来构建...  相似文献   

淮安市垃圾填埋场地质特征及其防渗评价     

汪名鹏 《岩土工程技术》2011,25(2):106-108,F0003

正确分析评价垃圾填埋场的地质特征和防渗方案,对垃圾填埋场的选址、设计以及施工运营极为重要。从自然环境、地层结构及岩性特征等方面阐述了淮安市某垃圾填埋场的地质特征,分析了填埋区含水层分布、厚度、赋水性等水文地质条件;结合室内试验和野外试验,综合确定了填埋区岩土层渗透系数大于1×10^-7cm／s,表明填埋区不具备天然防渗的条件,需采用人工防渗系统才能有效的阻滞垃圾渗滤液对周边环境的影响。  相似文献