基于卷积神经网络的空心村高分影像建筑物检测方法

基于卷积神经网络(CNN)提出了一种适用于空心村高分影像的建筑物自动检测方法,该方法利用多尺度显著性检测来获取包含建筑物信息的显著性区域,然后通过滑动窗口获取显著性区域内目标样本块,再将这些样本块输入训练好的CNN并结合SVM来实现分类。为检验方法有效性,选取高分影像进行实验,结果表明,显著性检测能够有效地获取主要目标,减弱其他无关目标的影响,降低数据冗余;卷积神经网络能够自动学习高层次的特征,基于CNN对高分影像进行建筑物检测,分类准确度可以达到97.6%,表明该方法具有较好的鲁棒性和有效性。     

摆动分离筛薯土分离机理分析与参数优化试验

针对摆动分离筛薯土分离机理不明确,作业参数匹配不合理导致明薯率与马铃薯破皮率矛盾突出等问题,利用高速摄像机实时拍摄不同曲柄转速、筛面倾角和机器前进速度时摆动分离筛上薯土混合物的分布状态,统计并分析薯土混合物分布高度的变化规律,揭示薯土分离机理,并获得影响分离筛性能主要因素的取值范围。以明薯率和破皮率为评价指标,采用Box-Behnken响应面试验方法进行试验,建立各指标与因素间的回归数学模型,对影响摆动分离筛性能的结构与工作参数进行优化。结果表明,各因素对明薯率、破皮率影响由大到小为曲柄转速、筛面倾角、机器前进速度。摆动分离筛优化参数组合为:曲柄转速230 r/min,筛面倾角21.1°,机器前进速度2.03 km/h,优化后明薯率和破皮率分别为98.94%和0.21%,明薯率较优化前提高1.68个百分点,破皮率较优化前降低9.6个百分点,参数优化试验结果满足国家标准要求。     

生物油重质油醇类添加剂提质研究

通过加入不同质量分数(5%~25%)的甲醇、乙醇、辛醇及其混合醇对松子壳热解重质油进行提质研究,考察醇添加剂对重质油理化特性影响及其存储稳定性。研究发现加入醇添加剂超声处理后能显著降低重质油的粘度、含水率和p H值,并提高其热值;同时使多环芳烃、酮类等物质含量降低,脂肪烃、芳香烃等含量增加。混合醇处理重质油的品质更好,存储56 d后性质仍较稳定,粘度和含水率随储存时间延长稍有增加。加入甲辛醇56 d后重质油的粘度为980 m Pa·s,含水率为21.02%,增长速率仅均为原始重质油的一半;且添加量越高,油的热值越高,添加量25%时热值为32.66 MJ/kg。但从热重分析发现甲辛醇添加量为20%时燃烧性能最好,其燃烧段的失重速率最大并且燃烧后的灰分最少。     

东北雨养区覆膜和种植密度对玉米田间土壤水分和根系生长的影响

为探讨东北雨养区玉米生长状况和田间水分对种植密度和地膜覆盖的响应,2015年在沈阳农业大学水利学院试验场设置了低(67 500株/hm~2)、中(82 500株/hm~2)、高(97 500株/hm~2)3个种植密度水平和覆膜、裸地2种方式的玉米田间试验,根据试验结果分析了土壤水分、玉米根系及其产量变化。结果表明:(1)在0—20cm土层中,整个生育期内,覆膜对于低密度处理的土壤田间含水率影响显著(p0.05),生育前期、中期和末期覆膜比裸地田间含水率分别提高了9.80%,15.93%,12.77%;在20—40cm土层中,生育前期,中密度覆膜种植的玉米田间含水率比裸地高13.83%(p0.05);在40—60cm土层中,覆膜对中密度玉米土壤含水率影响显著(p0.05),生育前期、中期、后期覆膜比裸地处理的土壤含水率分别提高了15.47%,4.11%,8.96%。(2)种植密度对玉米根系的根长、总投影面积、总根体积和根系表面积均有显著影响,随着种植密度的增加,四者均呈减小趋势;在种植密度相同时,覆膜相比裸地提高了玉米根系的根长、总投影面积、根系总体积和根系表面积;中密度时,覆膜对玉米根系的4项指标提高最为显著(p0.05),分别比裸地提高了44%,38%,38%,33%。(3)玉米产量随着种植密度的增加而减小,当密度为67 500株/hm~2时,玉米产量和百粒重均最大,百粒重为36.83g,产量为12 573.69kg/hm~2。结果说明:在水肥条件相同情况下,玉米种植存在一个最优密度,在最优密度内,玉米产量随着密度的增加而增加,超过了最优密度产量呈现减少趋势。研究结果对东北雨养区种植密度和覆盖方式的优化组合提供了理论依据,对提高雨水利用效率和玉米产量也具有参考意义。     

缙云山针阔混交林土壤呼吸速率对降水输入量变化的响应

为探讨亚热带季风性湿润气候地区降水对土壤呼吸的影响,于2014年选取重庆市缙云山自然保护区内针阔混交林为研究对象,通过人为拦挡和增水方式模拟不同降水输入量对土壤呼吸速率的影响,包括达到土壤含水量的70%(增水70%,70%A),100%(增水100%,100%A),130%(增水130%,130%A)及对照(CK)和零降水(Z)5种情况。结果表明:(1)不同降水处理下土壤呼吸速率日变化均呈单峰变化曲线,并在12:00—14:00之间达到最大值;其年内月变化也为单峰曲线,于8月份达到最大值,12月份达到最小值。(2)适当增水可以提高土壤呼吸速率与10cm深度土壤温度的Pearson相关性,但指数模型的拟合度以对照组最好,减水和过度增水都会减少其相关性;温度敏感性Q10值的变化情况与其相同。(3)土壤呼吸速率与10cm深度的土壤含水量的相关性总体很低,但明显受到土壤水分条件影响,除零降水处理表现为极显著正相关外,对照组几乎不相关,增水处理转为明显的负相关,尤其增水130%后呈显著负相关。(4)在研究地区的自然环境条件下,增水100%时提高了土壤呼吸速率,也扩大了其变化范围,减水明显降低了土壤呼吸速率。     

不同有机物料对连作大豆土壤养分含量及生物性状的影响

选取畜禽粪便、天然有机物料、有机肥类有机物料3大类共9种有机物料进行大田试验,设正茬和连作2种种植方式,主要研究不同类型有机物料对土壤养分和生物性状变化特征的影响。结果表明:有机物料的施入对提高土壤养分含量和改善土壤生物性状作用效果明显。正茬土壤pH为5.70~6.00,连作土壤pH为5.50~5.90,施用有机物料小区均高于CK处理。畜禽粪便类有机物料,对提高大豆土壤速效钾含量效果显著,对正茬和连作土壤分别平均提高12.73%和17.09%;猪粪对正茬土壤呼吸提高11.30%;鸡粪对连作土壤中微生物量氮提高13.85%。天然有机物料,对提高土壤中碱解氮作用明显,正茬和连作分别平均提高6.31%和3.30%。有机肥类有机物料,对大豆土壤中速效磷含量正茬和连作土壤分别提高2.13%和2.27%,有机质含量分别提高1.98%和4.20%;鸡粪型有机肥对正茬土壤微生物量碳提高3.45%。所有有机物料处理整体效果均好于CK处理,这表明有机物料的施入具有提高大豆土壤养分含量,改善土壤养分性状的作用。     

工程堆积体坡面砾石分布及含量概化

为室内试验中更好地模拟工程堆积体,利用图像分析法和经典统计学方法对6大典型水蚀区的368座工程堆积体中粒径D1cm的坡面砾石的分布和含量进行概化分析,得到工程堆积体下垫面上中下坡位砾石含量的概化区间。结果表明:工程堆积体坡面各粒径砾石含量大多服从正态分布,且山区和平原丘陵区之间的砾石总含量有显著性差异。工程堆积体坡面砾石重力分选作用明显,且随着砾石粒径的增加,分选程度增大。在室内进行工程堆积体下垫面设计时,山区堆积体的砾石总含量宜设置在50%~60%,其中,细粒砾石含量宜设置在20%~30%,中粒砾石含量宜设置在10%~15%,粗粒砾石和巨粒砾石含量宜设置为10%,堆积体上中下坡位坡面砾石含量配比宜设置为1∶1.3∶1.5;平原丘陵区的砾石总含量宜设置在15%~20%,其中细粒砾石、中粒砾石、粗粒砾石、巨粒砾石含量分别宜设置为5%~10%,3%~7%,2%~5%,2%~3%,堆积体上中下坡位坡面砾石含量配比宜设置为1∶1.5∶2.5。     

模拟降雨下前期含水量对冻融坡面产流产沙过程的影响

为了探究不同前期含水量条件下冻融作用对坡面降雨侵蚀的影响,采用室内冻融和人工模拟降雨方法研究了不同含水量条件下冻融坡面与未冻融坡面的降雨侵蚀特征。结果表明:黄土坡面的产流时间随前期含水量增大呈先增大后减小的规律,冻融作用使黄土坡面产流时间滞后,其中含水量为20%的坡面经过冻融作用滞后62.50%,最为明显。在产流过程中,20%含水量的冻融坡面比未冻融坡面产流总量低9.14%存在极显著性差异(P0.01)。在产沙过程中,20%和25%含水量的冻融坡面比未冻融坡面产沙总量减小28%,存在极显著性差异(P0.01);20%和25%含水量的冻融坡面与未冻融坡面的可蚀性相差最明显。综上可以得出含水量为20%时冻融作用对坡面产流时间和产流过程影响最显著;含水量为20%和25%时冻融作用对坡面产沙过程和可蚀性K值影响最显著。含水量为20%时产沙量最小,可蚀性最低,可将20%作为黄土最优含水量。     

Interaction Between Plant Roots and Soil Water Flow in Response to Preferential Flow Paths in Northern China

Preferential flow is expected to provide preferential channels for plant root growth and variations in soil water flow, but few studies were conducted to imply the impacts of these changes, particularly for preferential flow in stony soils. This study aimed to characterize soil water flow and plant root distribution in response to preferential flow paths and quantitatively describe the relation between plant root distribution and soil water flow. Field dye‐tracing experiments centered on experimental plants were conducted to determine the root length density and soil water flow process. Laboratory analyses were performed to characterize changes in the relative concentration of the accumulated effluent and the degree of interaction between plant roots and soil water flow. The amount of fine plant roots with preferential flow paths decreased with increasing soil depth for all experimental plots. The largest plant roots were recorded in the upper soil layers to a depth of 20 cm. The relative concentration of the accumulated effluent increased with time and decreased with soil depth under saturated soil conditions, whereas a distinct early turning point for the relative concentration of the accumulated effluent was observed in the 0–20‐cm soil columns, and the relative concentration of the accumulated effluent initially decreased and then increased with time under unsaturated soil conditions. This study provides quantitative information with which to characterize the interaction between plant roots and soil water flow in response to preferential flow paths in soil–plant–water systems. Copyright © 2016 John Wiley & Sons, Ltd.     

Nitrate and bromide contents of glasshouse radish as affected by soil content and global radiation

Abstract

Samples (208) of radish (Raphanus sativus L.) foliage and root were collected from commercial glasshouses. Simultaneously corresponding soil samples were taken. Both plant and soil samples were analysed for nitrate and bromide.

The nitrate contents of foliage and root are affected by global radiation and by nitrate content of the soil. An interaction between the two factors was found; It indicated that soil nitrate content had a considerable effect in summer, but much less so in winter under poor light conditions, when the level of nitrate in the crop is high regardless of the nitrogen status of the soil. To study the effect of radiation on nitrate content of radish in summer it was found best to consider the cumulative amount of radiation during 10 days before harvest; in winter, a period of 20–30 days was more suitable.

The bromide content of foliage and root (highest values being resp. 390 and 73 mg Br per kg fresh product) was correlated with the concentration of bromide in the 1:2 volume soil extract. An increase of 1 mmol NO₃ per 1 soil extract lowered the Br content of fresh radish roots by 5.8 mg Br per kg.