基于FastICA算法和MODIS数据的水稻面积提取   总被引：1，自引：0，他引：1       下载免费PDF全文

耿利宁  景元书  杨沈斌  浩宇 《大气科学学报》2015,38(6):819-826

以苏、皖、赣三省为研究区域,采用FastICA算法从MODIS数据中提取2010年水稻种植面积,并验证该算法在混合像元分解中的有效性。在对2010年46景8 d合成地表反射率产品数据进行预处理的基础上,结合MODIS土地利用产品和平滑滤波算法,构建耕地类型像元的I_LSW和I_NDV时相变化曲线。依据I_LSW和I_NDV曲线在水稻移栽期前后的变化规律,并根据由各地区水稻I_NDV时相曲线计算得到水稻相似性指数,从MODIS影像中提取水稻像元。采用FastICA算法对潜在水稻像元水稻生长期内的I_NDV时相曲线进行分解,计算每个像元的水稻丰度,绘制水稻丰度图,获取研究区各省水稻分布和种植面积。利用统计年鉴数据和样方资料对FastICA算法提取的水稻面积进行了验证。结果显示:采用水稻相似性曲线有利于提高稻田识别效率,所获取的水稻分布与实际情况吻合;FastICA算法能够分解不同地区水稻I_NDV时相曲线;与统计资料比较,江苏、安徽、江西三省水稻面积的提取精度分别为86.4%、87.9%、51.5%。江西水稻面积提取误差主要出现在地形起伏较大的山区。  相似文献   

模拟厌氧水稻土中氮、砷变化及迁移研究     

蒙薪赟  赵嘉  刘璟 《岩石矿物学杂志》2023,42(2):275-284

矿渣和酸性矿山废水的排放会使矿区周围的农田受到污染。为研究厌氧条件下矿区农田中氮和砷之间的联系,本文通过摇瓶实验探究了含砷水铁矿在厌氧含氮农田中释放的砷形态的变化,通过柱实验探究了水稻生长对氮、砷形态和浓度的影响。研究结果发现,在厌氧条件下,外源氮的加入促进了砷污染水稻土中As(Ⅴ)的还原,使生成的As(Ⅲ)浓度最高达396μg/L;在柱实验模拟的厌氧农田不同层位中,水稻的生长过程促进了氮和砷的还原以及砷向下层位的迁移,使装置中的As(Ⅲ)浓度最高达517μg/L;摇瓶实验和柱实验在相近的厌氧条件下,NO^-₃的存在能够直接参与As(Ⅴ)还原。研究结果为农田砷污染的治理提供了一定的参考价值。  相似文献   

珠江三角洲不同成土母质发育水稻土镉活动性差异及其影响因素     

王佳鑫  侯青叶  叶丹君  杨忠芳  余涛 《现代地质》2023,37(1):197-207

随着我国经济社会的快速发展,土壤重金属的超标问题越来越突出,尤其是Cd。土壤Cd活动性受到各种因素的影响,但成土母质对土壤Cd活动性影响的研究成果还鲜有报道。以珠江三角洲为研究区,系统采集了由第四纪沉积物、酸性侵入岩和陆源碎屑岩3种不同成土母质发育形成的水稻土样品235件,查明了土壤理化特征,探讨了Cd全量及其活动态的影响因素。结果表明：不同成土母质发育形成的水稻土理化性质、Cd全量及其活动态的影响因素存在差异。第四纪沉积物发育形成的水稻土CaO、K₂O、Na₂O、TFe₂O₃、阳离子交换量(CEC)、pH、有机质、黏粒平均含量显著高于酸性侵入岩和陆源碎屑岩,Cd超标最为严重,不同方法提取的Cd活动态含量也最高;陆源碎屑岩发育形成的水稻土中Cd全量与土壤理化指标的相关性均强于其他两类成土母质;酸性侵入岩发育形成的水稻土中Cd全量与土壤理化指标的相关性较弱。Cd全量对其活动态含量有重要影响,此外,第四纪沉积物发育的水稻土中Cd活动态含量与pH、有机质和TFe₂O₃  相似文献   

基于LSWI和NDVI时间序列的水田信息提取研究   总被引：5，自引：0，他引：5  

刘元亮  李艳  吴剑亮 《地理与地理信息科学》2015,31(3):32-37,2

利用多时相的Landsat TM/ETM+和DEM数据,分别采用直方图匹配(HM)和准不变特征点(PIFs)方法对影像序列进行相对辐射校正,减少了影像的光照和大气条件在时间上的不确定性,提高了归一化植被指数(NDVI)和地表水分指数(LSWI)的计算精度。根据水稻在不同生育期表现出的生理特征,基于LSWI和NDVI时间序列及高程特征,采用二叉树方法提取了浙江省金华市水田信息。经过验证,在空间上水田信息的提取精度达到92.3%,在县域尺度上提取面积与统计年鉴具有0.97的相关度。  相似文献   

Modelling water infiltration in cracked paddy field soil     

Chen‐Wuing Liu  Shih‐Kai Chen  Cheng‐Shin Jang 《水文研究》2004,18(13):2503-2513

Periodic paddy field flooding is a major source of groundwater recharge. Many paddy fields thus are used as groundwater recharge ponds after harvesting the first crop of the summer. Following rice harvesting, paddy field surfaces may crack into fissures as a result of drainage and exposure to sunlight. Field observation indicates that applying precipitation to the paddy field can increase the rate of infiltration. To quantitatively evaluate the amount of infiltration in a cracked paddy field, this study sets up a simple soil crack model to simulate the field infiltration process. A three‐dimensional groundwater model FEMWATER is adopted to simulate water movement in the paddy field subjected to various crack conditions. Using the field and laboratory data of irrigation water requirements, soil physical properties, hydraulic conductivities and soil profiles obtained from Ten‐Chung, FEMWATER simulates the water movement in the dry cracked paddy. Simulation results show that if the cracks develop extensively and penetrate the ploughed soil, the infiltration rate may increase significantly. The infiltration fluxes of crack with depths of 80, 60 and 27·5 cm are 18·77, 14·50 and 8·06 times higher than that of 20 cm, respectively. The simulation results of cracks with 80 cm depth correlated closely with field observations. The results of the study elucidate the processes of unsaturated water movement in a dry cracked paddy field. Copyright © 2004 John Wiley & Sons, Ltd.  相似文献   

Modeling Methane Emissions from Paddy Rice Fields under Elevated Atmospheric Carbon Dioxide Conditions   总被引：1，自引：0，他引：1  

XIE Baohu  ZHOU Zaixing  ZHENG Xunhu  ZHANG Wen  ZHU Jianguo 《大气科学进展》2010,27(1):100-114

Methane(CH4 ) emissions from paddy rice fields substantially contribute to the dramatic increase of this greenhouse gas in the atmosphere.Due to great concern about climate change,it is necessary to predict the effects of the dramatic increase in atmospheric carbon dioxide(CO2 ) on CH4 emissions from paddy rice fields.CH4MOD 1.0 is the most widely validated model for simulating CH4 emissions from paddy rice fields exposed to ambient CO2(hereinafter referred to as aCO2 ).We upgraded the model to CH4MOD 2.0 b...  相似文献   

Vegetation图像植被指数与实测水稻叶面积指数的关系   总被引：9，自引：1，他引：9  

何隆华  储开华  肖向明 《遥感学报》2004,8(6):672-676

水稻的叶面积指数 (LAI)是水稻生长的一项重要参数 ,与水稻的生物量与产量直接相关。利用 1999年在江苏省江宁县实测的水稻叶面积指数与同期Vegetation/SPOT的植被指数作了对比分析 ,结果发现同期的LAI与植被指数表现相近的变化特征 ,两者具有良好的相关关系。  相似文献   

珠江三角洲崖门镇地区水稻田土壤-植物系统中硒元素分布特征及迁移规律研究   总被引：1，自引：0，他引：1  

顾涛  赵信文  雷晓庆  黄长生  曾敏  刘学浩  王节涛 《岩矿测试》2019,38(5):545-555

硒在自然环境中的分布及迁移规律一直是研究热点。多目标区域地球化学调查成果表明,珠三角地区土壤硒含量较为丰富,适宜富硒特色农产品种植,但土壤-植物系统中硒的迁移转化规律尚不清楚。本文以典型富硒区—江门市崖门镇为例,系统采集了岩石、风化土、稻田土壤、浅层地下水、灌溉水及水稻样品,应用原子荧光光谱法进行硒含量测试,探讨土壤-植物系统中硒元素分布特征及迁移规律。结果表明:崖门镇花岗岩、花岗岩风化土、稻田表层土壤、剖面土壤、浅层地下水、灌溉水、大米硒含量平均值分别为0.0208mg/kg、0.2325mg/kg、0.5060mg/kg、0.83mg/kg、0.0003mg/L、0.0004mg/L、0.058mg/kg,表层土壤硒含量与珠江三角洲土壤地球化学背景值(0.51mg/kg)相当,大米硒含量达到富硒稻谷标准。土壤-植物系统中硒元素迁移规律为:土壤剖面硒元素向下部迁移,沿径流方向硒向下游迁移。土壤硒较易向水稻根部迁移,较难从根部向水稻地上部分迁移。本研究获得的土壤-植物系统硒元素分布与迁移规律可为该地区富硒资源开发利用提供科学依据。  相似文献   

Impact of flooded rice paddy on remotely sensed evapotranspiration in the Krishna River basin,India     

Pardhasaradhi Teluguntla  Dongryeol Ryu  Biju George  Jeffrey P. Walker 《水文研究》2020,34(10):2190-2199

Evapotranspiration (ET) is one of the major water exchange processes between the earth's surface and the atmosphere. ET is a combined process of evaporation from open water bodies, bare soil and plant surfaces, and transpiration from vegetation. Remote sensing-based ET models have been developed to estimate spatially distributed ET over large regions, however, many of them reportedly underestimate ET over semi-arid regions (Jamshidi et al., Journal of Hydrometeorology, 2019, 20, 947–964). In this work, we show that underestimation of ET can occur due to the open water evaporation from flooded rice paddies ignored in the existing ET models. To address the gap in ET estimation, we have developed a novel approach that accounts for the missing ET component over flooded rice paddies. Our method improved ET estimates by a modified Penman-Monteith algorithm that considered the fraction of open water evaporation from flooded rice paddies. Daily ET was calculated using ground based meteorological data and the MODIS satellite data over the Krishna River Basin. Seasonal and annual ET values over the Krishna Basin were compared with two different ET algorithms. ET estimates from these two models were also compared for different crop combinations. Results were validated with flux tower-based measurements from other studies. We have identified a 17 mm/year difference in average annual ET over the Krishna River Basin with this new ET algorithm. This is very critical in basin scale water balance analysis and water productivity studies.  相似文献   

Emission of methane and nitrous oxides from agricultural soils and related global warming potentials of Murshidabad District,West Bengal          下载免费PDF全文

Soham Biswas  Namita Chakma  Swati Mollah 《Singapore journal of tropical geography》2017,38(3):313-331

Agricultural activities emit substantial amounts of methane (CH4) and nitrous oxides (N2O), the two important greenhouse gases (GHG) with high global warming potentials (GWP). So far, many studies have already been carried out at national and state level, but lack micro‐level (district or block‐level) inventory in India. The present study sheds light on the flux of CH4 and N2O (from all possible sources) from agricultural soil of various blocks in the Murshidabad district, based on the inventory prepared, using the IPCC methodology, with adjusted emission factors and coefficients appropriate for the local level. The economy of the Murshidabad district almost completely rests on agriculture as more than 80 per cent of the population is directly or indirectly dependent on it for their livelihood. Paddy is the dominating crop, cultivated on more than 60 per cent of the gross cropped area. The present work is based on the review of various literature and reports collected from respective state government offices and websites. Results show that CH4 and N2O emission from the agricultural fields are 126.405 Gg and 0.652 Gg respectively for the year 2011?12 with a large scale spatial variation (block‐level) within the district.  相似文献