基于卷积神经网络的拖拉机工况识别

农机工况识别在细化农机作业状态和帮助掌握区域污染物排放趋势方面有着重要的研究价值。基于拖拉机不同运行状态下的行驶速度、发动机转速以及实时油耗等时间序列,首次提出将图像识别方法引入到拖拉机工况识别中的思路,并分别应用参数优化的支持向量机与卷积神经网络对实际作业拖拉机工况进行研究。结果表明:(1)基于参数优化的支持向量机可以较好地实现样本点的工况识别且识别准确度达到99.851 9%,但无法实现农机工况的连续性识别,同时无法对农机工况转换阶段进行有效识别。(2)以拖拉机运行速度与发动机转速等信息构建样本图像来描述农机工况变化的数据表达,并在此基础上应用卷积神经网络可以有效实现农机工况的连续性识别,且识别准确率可以达到93.3%。本研究在农机工况识别方面具有一定参考价值,并为后续农机不同工况下区域污染物排放研究提供技术支持。     

有机及常规栽培条件对不同优良食味水稻品种的产量和品质影响试验

通过试验比较各水稻品种在有机及常规栽培条件下的产量和品质,筛选适宜靖江市推广栽培的优良食味水稻品种。试验结果表明:相同品种在常规栽培下整精米率较高,加工品质较好;在有机栽培条件下,稻米外观品质较好,垩白粒率较低,垩白度较低。     

Markers for Predicting Overweight or Obesity of Broodmares

Obesity has become of great concern to all equine community from both veterinary and welfare points of view. For estimating obesity markers of brood mares, 17 mares with body conditions were subjected to blood sampling and ultrasound examination to measure rump fat for 6 consecutive weeks. Body length (L), girth (G), and height (H) were measured to estimate body weight (BW), body fat %, body fat mass (BFM) and body mass index (BMI). Mares were classified into three groups according to body condition score (BCS) and rump fat thickness (RF). Overweight mares (O) had BCS >7 and RF >7 mm, moderate (M) had BCS and RF >3 to ≤7, and emaciated (E) had BCS and RF ≤ 3 mm. Glucose, triglycerides, nitric oxide (NO), insulin, insulin-like growth factor-I (IGF-1), leptin, ovarian hormones, and thyroid hormones were measured. Results revealed that BCS, G, L, L × G × H, BW, RF, fat %, and BFM correlated significantly (P < .0001) with body condition. Tetraiodothyronine concentrations of E mares were significantly high (P = .04), but triiodothyronine concentrations tended (P = .07) to be low. Insulin (P = .06) and IGF-1 (P = .07) concentrations tended to be high in O mares. Moderate mares had the highest leptin concentrations (P = .007), but E mares had the lowest P4 concentrations (P = .01). Overweight mares had nonsignificantly high glucose, NO, and triglycerides. In conclusion, back fat and morphometric measurements are the easiest and simple assessment of overweight and obesity. Obese and overweight mares showed slight hyperinsulinemia, hypertriglyceridemia, and hyperglycemia. Hyperleptinemia alone is not indicative of obesity.     

华北薏苡新品种‘太空I号’产量构成及最佳施肥配方的研究

为解析适宜华北种植的薏苡优良品种的产量构成,以薏苡早熟高产新品种‘太空I号’为研究对象,通过分蘖数、穗着粒数等主要农艺性状与产量的相关性分析、通径分析和主成分分析及‘太空I号’最佳施肥配方,解析薏苡高产构成。结果表明:1)相关分析显示,株高、总节数、单株穗数和分蘖数与薏苡高产最相关;2)通径分析显示,单株穗数、分蘖数和穗着粒数对薏苡高产的贡献最高;3)主成分分析显示,‘太空I号’的高产构成主要由单株穗数多、分蘖数多、穗着粒数和百粒重适中组成;4)最适于‘太空I号’的施肥配方为氮肥15kg/667 m~2、磷肥50kg/667m~2和钾肥20kg/667m~2,在北京地区的单产可达280kg/667m~2以上。综上所述,‘太空I号’单株穗数多、分蘖数多、穗着粒数和百粒重适中、早熟高产,是适合中国华北种植的优良薏苡品种。     

基于MODIS数据的河套灌区遥感干旱监测

基于MODIS数据,以河套灌区为研究对象,计算灌区2000—2018年作物主要生育期内(5—8月)4种遥感干旱指数、温度植被干旱指数(TVDI)、植被供水指数(VSWI)、植被状态指数(VCI)、温度状态指数(TCI),并分析了4种干旱指数与0～20cm土壤相对含水量、降水量、灌区引水量相关性以及4种干旱指数之间的相互关系。结果表明:经过相关分析,TVDI与土壤相对含水量的相关性优于其他3种遥感干旱指数;在灌溉水量较多的灌区,遥感干旱指数与降雨量相关性较小而与灌区引水量呈现一定的相关关系。本研究发现TVDI在河套灌区有着良好的适用性。此外,在干旱监测中综合利用多种干旱指数进行分析对提高监测精度,科学合理地预报旱情具有重要意义。     

不同降雨状况下渭北旱地春玉米临界氮稀释曲线与氮素营养诊断

过量施氮、降雨变率大和水氮耦合差是渭北旱地春玉米生产中氮肥高效利用的主要难题。构建渭北旱地不同降雨状况下春玉米临界氮稀释曲线,分析采用氮营养指数NNI诊断和评价旱地玉米氮素营养状况的可行性,为实现旱地玉米因雨合理施氮提供理论依据。以郑单958和陕单8806为试验材料,设置5个施氮量处理, 2016—2017年5个施氮量处理分别为0、75、150、270和360 kg hm-2, 2018—2019年施氮量调整为0、90、180、270和360 kg hm–2,文中依次用N0、N1、N2、N3、N4表示。其中2016年和2018年降水状况表现为穗期多雨,花粒期干旱; 2017年和2019年降水状况表现为穗期干旱,花粒期多雨,利用4年田间定位施氮试验数据构建并验证2种降雨状况下旱地春玉米临界氮稀释曲线模型。结果表明:(1)增施氮肥显著提高了旱地春玉米地上部生物量和植株含氮量,不同施氮量处理间差异显著。2种降雨状况下春玉米临界氮浓度和地上部生物量均符合幂指数关系,但模型参数之间存在差异(a.穗期多雨:Nc=35.98DM–0.35;b.穗期干旱:Nc=35.04DM–0.23)。模型拟合的植株氮浓度和实际氮浓度线性相关,穗期多雨年RMSE和n–RMSE分别为1.03、5.75%,穗期干旱年分别为1.53、6.78%,模型均具有较好稳定性。(2)在试验施氮量范围内,不同生育时期NNI随氮肥用量增加而增大,不同降雨状况下最佳施氮量存在差异。渭北旱地玉米最适施氮方案为基施氮肥150～180kghm–2,穗期多雨年追施氮肥45～75kghm–2。(3)氮营养指数NNI与相对吸氮量(RNupt)、相对地上部生物量(RDW)和相对产量(RY)均极显著相关,穗期多雨年NNI为1.02时, RY获得最大值,为0.95;穗期干旱年NNI为1.08时, RY获得最大值,为0.92。本研究建立的旱地玉米临界氮稀释曲线和氮营养指数,能够精准预测2种降雨状况下旱地春玉米拔节期至完熟期的氮素营养状况,对玉米生育季氮诊断及指导精确施氮具有重要意义。     

isopropylstilbene发酵条件优化及其对灰葡萄孢的抑制作用

isopropylstilbene (3, 5-二羟基-4-异丙基二苯乙烯) 是发光杆菌Photohabdus temperata产生的一种二苯乙烯类化合物，具有多种生物活性。为促进isopropylstilbene在农业抗生素领域应用价值的开发，采用固相萃取、柱层析等技术从发光杆菌P. temperata SN 35的发酵液中分离纯化得到1个化合物，通过核磁共振氢谱对其结构进行了确认，并采用高效液相色谱测定了其纯度；通过Plackett-Burman试验和响应面法对发光杆菌SN 35摇瓶发酵培养条件进行了优化，并初步研究了所分离化合物对灰葡萄孢Botrytis cinerea的离体抑菌活性及对灰霉病的防治效果。结果表明:所分离的化合物为isopropylstilbene，纯度为93%；对发光杆菌SN 35摇瓶发酵培养条件进行优化后，isopropylstilbene的产量是优化前的2.22倍。离体抑菌试验结果表明:isopropylstilbene对灰葡萄孢的菌丝生长具有较好的抑制作用，其EC₅₀值为 (9.17 ± 0.17) μg/mL，但低于对照药剂百菌清[EC₅₀值为 (0.90 ± 0.08) μg/mL]；在10 μg/mL下，isopropylstilbene对灰葡萄孢孢子萌发的抑制率为63.01%。活体盆栽试验结果表明，在200 μg/mL下，isopropylstilbene对黄瓜灰霉病的防治效果达92.19%，与百菌清的防效 (97.63%) 相当，对番茄灰霉病的防治效果为72.12%，略低于百菌清 (81.61%)。本研究通过对isopropylstilbene发酵条件的优化，为其工业化生产奠定了理论基础。该化合物对灰霉病具有很好的防治效果，可为天然杀菌剂的研究与开发提供参考。     

1-MCP对猕猴桃后熟质地品质的临界浓度研究

为探究1-甲基环丙烯(1-MCP)对猕猴桃后熟质地品质作用效果的差异,寻找适宜的1-MCP临界使用浓度,研究通过应用质地多面分析(TPA)测试法,以"贵长"猕猴桃为试材,比较不同处理果肉质地品质差异和好果率,分析各质地参数之间相关性,并且用主成分分析法进行综合评价。结果表明:0.75μL/L和0.50μL/L 1-MCP处理均能够更好地保持猕猴桃货架期的好果率;果实的咀嚼性、弹性、硬度、回复性和凝聚性相互之间都有较好的相关性,但黏着性与其他指标相关性较差,所以用咀嚼性、弹性、硬度、回复性和凝聚性作为评价猕猴桃果实质购性能的主要参数。与对照比较,6种浓度1-MCP处理中,0.75μL/L 1-MCP的处理对维持猕猴桃后熟质地品质效果最好,其次是0.50μL/L1-MCP处理,两组处理均能够延缓果实硬度并且使果实正常后熟。而高浓度(1.50μL/L和1.25μL/L)的1-MCP对猕猴桃果实后熟质地的保持效果较差,出现"僵尸果"现象。另外综合主成分分析显示,货架末期(9 d)时,不同处理猕猴桃质地品质从高到低的排列顺序为:0.75μL/L0.50μL/L1.00μL/L0.25μL/L1.25μL/L1.50μL/L0μL/L。因此,从经济和后熟质地品质考虑,采后用0.50～0.75μL/L1-MCP来处理猕猴桃对保持果实质地品质的效果最好。     

Determination of critical nitrogen dilution curve based on leaf area index for winter wheat in the Guanzhong Plain,Northwest China

Excessive use of nitrogen(N) fertilizers in agricultural systems increases the cost of production and risk of environmental pollution. Therefore, determination of optimum N requirements for plant growth is necessary. Previous studies mostly established critical N dilution curves based on aboveground dry matter(DM) or leaf dry matter(LDM) and stem dry matter(SDM), to diagnose the N nutrition status of the whole plant. As these methods are time consuming, we investigated the more rapidly determined leaf area index(LAI) method to establish the critical nitrogen(N_c) dilution curve, and the curve was used to diagnose plant N status for winter wheat in Guanzhong Plain in Northwest China. Field experiments were conducted using four N fertilization levels(0, 105, 210 and 315 kg ha-1) applied to six wheat cultivars in the 2013–2014 and 2014–2015 growing seasons. LAI, DM, plant N concentration(PNC) and grain yield were determined. Data points from four cultivars were used for establishing the N_c curve and data points from the remaining two cultivars were used for validating the curve. The N_c dilution curve was validated for N-limiting and non-N-limiting growth conditions and there was good agreement between estimated and observed values. The N nutrition index(NNI) ranged from 0.41 to 1.25 and the accumulated plant N deficit(N_(and)) ranged from 60.38 to –17.92 kg ha~(-1) during the growing season. The relative grain yield was significantly affected by NNI and was adequately described with a parabolic function. The N_c curve based on LAI can be adopted as an alternative and more rapid approach to diagnose plant N status to support N fertilization decisions during the vegetative growth of winter wheat in Guanzhong Plain in Northwest China.     

Specific ion effect of H+ on variably charged soil colloid aggregation

Specific ion effects (Hofmeister effects) have recently attracted the attention of soil scientists, and it has been found that ionic non-classic polarization plays an important role in the specific ion effect in soil. However, this explanation cannot be applied to H⁺. The aim of this work was to characterize the specific ion effect of H⁺ on variably charged soil (yellow soil) colloid aggregation. The total average aggregation (TAA) rate, critical coagulation concentration (CCC), activation energy, and zeta potential were used to characterize and compare the specific ion effects of H⁺, K⁺, and Na⁺. Results showed that strong specific ion effects of H⁺, K⁺, and Na⁺ existed in variably charged soil colloid aggregation. The TAA rate, CCC, and activation energy were sensitive to H⁺, and the addition of a small amount of H⁺ changed the TAA rate, CCC, and activation energy markedly. The zeta potential results indicated that the specific ion effects of H⁺, K⁺, and Na⁺ on soil colloid aggregation were caused by the specific ion effects of H⁺, K⁺, and Na⁺ on the soil electric field strength. In addition, the origin of the specific ion effect for H⁺ was its chemical adsorption onto surfaces, while those for alkali cations were non-classic polarization. This study indicated that H⁺, which occurs naturally in variably charged soils, will dominate variably charged soil colloid aggregation.