随机森林回归模型的悬浮泥沙浓度遥感估算     

方馨蕊  温兆飞  陈吉龙  吴胜军  黄远洋  马茂华 《遥感学报》2019,23(4):756-772

三峡工程蓄水以来,清水下泄,坝下游河段发生了长时间、长距离的沿程冲刷,河流悬浮泥沙浓度发生改变,给沿岸生态系统带来了不利影响。随机森林算法灵活、稳健,已被广泛应用于各类生态环境变量的回归预测分析,但其在水体悬浮泥沙浓度估算方面的能力尚未得到充分认识。基于泥沙站点监测数据和MODIS卫星遥感反射率数据,通过构建随机森林非参数回归预测模型,对三峡工程坝下游宜昌至城陵矶河段在建坝前后14年间(2002年—2015年)各月的悬浮泥沙浓度进行遥感估算。研究表明:(1)基于随机森林的悬浮泥沙浓度估算模型表现较好,模型预测值与实测值间相关性好、预测精度高,优于其他模型(线性回归、支持向量机、人工神经网络模型)。(2)在参与模型构建的MODIS波段变量中,红波段被认为是最重要的预测变量,但不能单独使用它进行预测,悬浮泥沙遥感预测需要多变量共同参与。(3)将悬浮泥沙数据按季节分类所构建的随机森林模型,其平均误差为0.46 mg/L,平均相对均方根误差为12.33%,估算效果最优,能够满足较高精度下悬浮泥沙浓度估算的需求。综上,可以考虑以季节为划分依据,用随机森林回归模型估算悬浮泥沙浓度,并用于后期坝下游河道悬浮泥沙浓度时空反演。  相似文献   

Macrophyte‐driven transient storage and phosphorus uptake in a western Wisconsin stream          下载免费PDF全文

Katherine J. Bohrman  Eric A. Strauss 《水文研究》2018,32(2):253-263

Investigations of phosphorus cycling and transport in streams lend insight into potential mechanisms of nutrient sequestration and can help mitigate human impacts. In this study, we examined the relationship between transient storage and phosphorus uptake in a cold‐water stream in western Wisconsin. Hydrological characteristics, nutrient spiralling metrics, macrophyte biomass, and geomorphological properties were quantified in 7 reaches of Spring Coulee Creek using injections of a conservative tracer alone or with added PO₄^3?. Fraction of median travel time due to transient storage (F_med²⁰⁰) was correlated with macrophyte biomass (r = .794, p = .033), and PO₄^3? uptake velocity was correlated with F_med²⁰⁰ (r = .756, p = .049). Stepwise linear regression was used to build models for transient storage and uptake velocity. Macrophyte biomass, stream bed slope, and riffle to pool ratio accounted for 99.6% of the variation in transient storage (p < .001). Transient storage, canopy cover, and slope accounted for 98.0% of the variation in uptake velocity (p = .002). This study shows that transient storage, primarily resulting from macrophyte beds, can be a significant factor regulating phosphorus uptake in stream ecosystems.  相似文献   

水环境污染物迁移转化研究与泥沙运动   总被引：11，自引：1，他引：10       下载免费PDF全文

黄岁梁 《水科学进展》1998,9(3):205-211

从三个方面,即泥沙颗粒本身的性质,污染水体中泥沙运动特点如污水氧化塘中的泥沙运动、河口段的泥沙运动,天然水体中污染物如重金属、难降解有机污染物、营养性污染物和油污染物迁移转化、归宿现象,阐述了将环境科学主要是水环境化学、环境地球化学、水化学和水利工程科学主要是水力学、泥沙运动力学结合起来研究水环境问题的重要性和必要性。  相似文献   

Closing the Gap Between Researchers and Policymakers: Lessons from the History of Fisheries Management in the United States     

Hannah L. Owens 《社会与自然资源》2014,27(12):1339-1345

Increases in sea surface temperature have led to distributional changes in many commercially exploited fish species. These changes have already led to conflict over mackerel fisheries, arising from demand for fair resource apportionment and desire to manage the fishery sustainably. In order to develop adaptable management strategies for complex ocean fishery systems, policymakers and researchers must move beyond a reactive producer–consumer relationship to develop proactive, supportive collaborations. The history of U.S. national fisheries management is presented as an example of this transition. Building cooperative capacity over the last two centuries has lead to a more systematic understanding of the oceans, and has led to success in reducing the number of overfished stocks. Similar development of cooperation between policymakers and researchers on an international scale may be the surest way to develop management strategies adaptable enough to withstand challenges posed by future climate change.  相似文献   

Does the Social Capital in Networks of “Fish and Fire” Scientists and Managers Suggest Learning?     

A. Paige Fischer  Ken Vance-Borland  Kelly M. Burnett  S. Hummel  Janean H. Creighton  Sherri L. Johnson 《社会与自然资源》2014,27(7):671-688

Patterns of social interaction influence how knowledge is generated, communicated, and applied. Theories of social capital and organizational learning suggest that interactions within disciplinary or functional groups foster communication of knowledge, whereas interactions across groups foster generation of new knowledge. We used social network analysis to examine patterns of social interaction reported in survey data from scientists and managers who work on fish and fire issues. We found that few fish and fire scientists and managers interact with one another, suggesting low bridging social capital and thus, limited opportunity for generation of new knowledge. We also found that although interaction occurs among scientists—suggesting modest bonding social capital—few managers interact with other managers, indicating limited opportunity for communication of scientific knowledge for the purposes of application. We discuss constraints and opportunities for organizational learning evident in these patterns of social interaction among fish and fire scientists and managers.  相似文献   

Regional river flow,water quality,aquatic ecological impacts and recovery from drought     

BRIAN S. CARUSO 《水文科学杂志》2013,58(5):677-699

Abstract

During severe drought and low flows in the Otago Region of the South Island of New Zealand, increased bacterial contamination of rivers occurred in agricultural/pastoral catchments due to greater stock use of waterways and the lack of dilution and flushing flows. Concentrations and loadings of nitrogen and phosphorus generally decreased due to the lack of rainfall, runoff and transport from diffuse sources. Other analytes, including dissolved solids and pH, did not change to any considerable degree and were quite spatially variable. Although the health of benthic macroinvertebrate communities can decrease with a lower diversity and fewer sensitive taxa, effects were not significant in most rivers. Algal blooms occurred in some locations, particularly in lowland agricultural catchments with low water velocities and little shade. The prolonged lack of flushing flows can be a significant problem. Fish kills occurred where they became stranded and isolated from the main flow and where there was a lack of deeper pool refuges. Temperatures in excess of 25°C can also result in isolated fish kills, but the duration of these high temperatures appears to be the most critical factor. Adverse effects from drought can be widespread and severe in some locations, but appear to be relatively short-lived with recovery occurring rapidly with increasing flows at most locations. This indicates a degree of resilience of rivers to drought and low flows with long-term impacts that are not severe.  相似文献   

鄱阳湖沙湖越冬白鹤的数量分布及其与食物和水深的关系   总被引：2，自引：0，他引：2  

吴建东  李凤山  James Burnham 《湿地科学》2013,11(3)

为了摸清白鹤(Grus leucogeranus)的食物刺苦草(Vallisneria spinulosa)的资源状况和水深对白鹤活动的影响,于1999～2010年期间,对在鄱阳湖国家级自然保护区沙湖越冬的白鹤数量分布及其与食物刺苦草块茎和水深的关系进行了研究.在沙湖设置固定植物样线,每隔50～l00m记录刺苦草及其块茎的数量和生物量,在视野能覆盖整个沙湖的制高点,定点观测白鹤的数量、分布和白鹤所处的水深.在这12a越冬期间,沙湖白鹤的多年总平均数量为46只,其中2002年、2006年和2009年冬季超过90只.11月至翌年1月是白鹤在沙湖比较稳定的时期,超过50只,其中12月是白鹤数量最多的月份,达到120只.白鹤在沙湖的中部偏南地带活动,北部和南端的数量很少.从栖息的植被带来看,白鹤几乎全部在以苦草(Vallisneria spp.)和眼子菜(Potamogeton spp.)为优势沉水植物的区域活动.沙湖刺苦草块茎的平均干重为5.92 g/m2,2005年、2006年和2008年的干重接近或者超过12 g/m2,2010年最少,仅为0.10 g/m2.在1999～2010年期间,沙湖白鹤数量与刺苦草块茎干重不相关,隆冬12月至翌年1月的白鹤平均数量与刺苦草块茎干重的相关系数为r=0.231.在沙湖,有58.15％的白鹤在水深为5～27 cm的环境中活动;其次,有30.63％的白鹤是在水深为40～45 cm的环境中活动.而没有白鹤在旱地和水深及至腹部(46～50 cm)的环境中活动.2010年鄱阳湖特大洪水对白鹤的影响比较大,发现有白鹤到草地上觅食的现象.  相似文献   

白洋淀台田沟渠水生植物蔓延分布特征     

蓝艳  崔保山  张永涛  李峰居  张宇  蔺文亭 《湿地科学》2013,11(3)

湖泊植物群落的形成和分布由水文和水质共同决定.以白洋淀台田沟渠内水生植物为研究对象,研究水生植物在不同营养盐含量和与台田边界不同距离条件下的蔓延分布特征.运用野外调查方法,于2012年5月和9月初,对白洋淀20个主要淀区台田沟渠内的水生植物和水质条件进行调查.本次调查在台田沟渠内共发现水生植物14种,占淀区水生植物总种数的40％.沟渠内水生植物对营养盐含量的适应性可以分为3类:金鱼藻(Ceratophyllum demersum)、紫背浮萍(Spirodela polyhiza)、水鳖(Hydracharis dubia)、蓖齿眼子菜(Potamogeton pectinatus)、菹草(Potamogeton crispus)、槐叶萍(Salvinia natans)、莲(Nelumbo nucifera)和芦苇(Phragmites australis适宜于各种水体;狸藻(Utricularia vulgaris)、穗花狐尾藻(Myriophyllum spicatum)和品藻Lemna trisulca)适宜于低氮水体;轮藻(Chara sp.)、光叶眼子菜(Potamo geton lucens)和马来眼子菜(Potamogeton malaianus)适宜于低氮和低磷水体.不同的水生植物分布于台田沟渠的不同位置,菹草、蓖齿眼子菜多分布于台田“外边缘”;轮藻多在台田“内边缘”和“内部水域”分布;浮水植物、浮叶植物和金鱼藻在台田区内分布相对均匀.植物群落物种丰富度沿台田沟渠与台田边界的距离呈单峰曲线关系,在台田入口处达到峰值.  相似文献   

凡纳滨对虾急性肝胰腺坏死病(AHPND)研究进展     

李吉云  万夕和  沈辉  孟庆国  蒋葛  乔毅  冯艳琴  李浩澜 《海洋科学》2021,45(3)

自2009年以来,一种新兴的虾类疾病－急性肝胰脏坏死病(AHPND),对全球对虾养殖业造成了巨大的损失。已有研究表明,该病病原是一类含有特殊毒力因子的弧菌,主要是副溶血性弧菌(VPAHPND)。本文将从该病的发生与流行、病原、检测方法、防控措施等方面的最新研究成果进行阶段性的总结,以期为该病症的防控技术提供参考。  相似文献   

瓯江河口水质评价及主要污染物入海通量分析          下载免费PDF全文

马志凯  刘亚林  邱进坤 《海洋开发与管理》2021,38(5):92-96

文章以瓯江入海河口水体为研究对象,结合综合指数法对2013—2018年瓯江入海水体水质变化趋势进行分析与评价,同时分析主要污染物的入海通量变化,以期为温州海域近岸环境改善提供参考。结果表明:瓯江河口水体中TP、CODCr超出《地表水环境质量标准》（GB3838—2002）III类水质标准。瓯江河口水质综合污染指数均值为6.54,平均污染指数均值为0.60,主要污染物为TP和CODCr,研究期间瓯江河口水体环境质量呈好转趋势。瓯江年均污染物入海总量约为665 950 t,污染物入海通量中CODCr占比最大,其次为TP;2014—2018年,TP入海通量呈下降趋势。  相似文献