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。     

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。     

冀西北地区不同生态系统枯落物的水文效应

[目的]揭示不同植被生态系统枯落物水文效应的差异,为张家口地区生态空间格局优化提供支撑。[方法]基于样地调查和统计分析方法,分别对冀西北地区张家口市森林、农田和草地3种生态系统的枯落物在生长季末期持水能力及其与生物量之间的关系进行分析。[结果]①森林生态系统枯落物的最大持水量(30.7t/hm~2)、有效拦蓄量(22.97t/hm~2)、有效拦蓄率(187.49%)和吸水速率(5.84g/h)4个指标均优于其他两类生态系统。②草地枯落物的各项水文指标均值皆高于农田,最大持水率甚至高于森林生态系统。③枯落物生物量与其最大持水量和有效拦蓄量呈显著正相关关系,而枯落物占生态系统总生物量的比例随总生物量增加呈幂数下降。[结论]如果造林营林方式正确,森林生态系统能够提升区域水源涵养水平,同时草地的水源涵养能力不容忽视,市域内大范围的耕地向草地扩展,将直接影响区域的水源涵养能力。以生物量表征的生态系统固碳能力与枯落物蓄水所反映的水源涵养能力之间的响应关系在生态系统不同尺度下具有不同的表现,在对区域生态空间格局进行优化时,需明确特定环境下不同生态系统类型枯落物的水源涵养能力及其变化对其他生态服务功能的影响,从而实现各生态系统平衡发展。     

TRMM在海河流域南系的降水估算精度评价及其对SWAT模型的适用性

准确估算区域降水对水文过程评价和水资源管理意义重大。为评估TRMM 3B42V7降水产品在海河流域南系的估算精度及其在土壤和水评估模型(Soil and Water Assessment Tool,SWAT)中的适用性,利用28个气象站降水观测数据(2007-2016年)和101个雨量站观测数据(2010-2016年)开展研究。研究表明:站点尺度上,3B42V7降水产品对月降水估算的均方根误差小于15 mm,平均误差小于8.5 mm;在湿润季节的估算精度更好。流域尺度上,日降水估算精度较差,相关系数小于0.6。分区尺度上,3B42V7能够很好地捕捉到不同等级降水强度,但对微量降雨有所低估;山区和平原的年降水量均出现高估现象,平原区较为突出;此外,3B42V7能够较好地捕捉到研究区内极端降水的时间和空间分布。分2种情景进行水文模拟,利用月平均流量对模型进行校准和验证,在情景Ⅰ中,验证期模拟结果较好,决定系数在0.56~0.96之间,纳什效率系数在-11.09~0.94之间。TRMM 3B42V7可为海河流域及其类似区域的水资源管理提供参考。     

长江中游稻区水稻产业发展现状、问题与建议

为了解国家调低稻谷保护收购价后长江中游稻区水稻产业发展状况,湖南、湖北、江西和河南4省水稻专家组织开展了相关调研。结果表明,长江中游稻区2018和2019（预测）两年水稻总体种植面积持续缩减,主要是湖南和江西“双改单”和种植结构调整所致,而湖北和河南面积略有增加。稻区内2018年稻谷销售进度明显滞后于上年同期,稻谷价格也不同程度下跌。这主要受国家保护价下调影响。而优质稻谷销售进度和价格受影响较小,其流通表现出更强的市场化。2018年水稻种植人工、地租、化肥和总成本均出现不同程度提高,其中地租和人工成本增加是总成本提高的主要原因。2018年稻米加工企业稻谷收购量、收购价和稻米批发价均不同程度降低。稻区内优质稻和杂交稻种植面积占比均为64%;籼稻面积占比97.6%。不同水稻种植技术应用比例表现为抛秧>手插和直播>机插;再生稻种植面积不断增加,稻渔模式迅猛发展。同时,稻区水稻产业发展面临着农民种粮积极性普遍下降,订单农业发展风险重重,农业基础设施不完善、修缮主体不明确,农业生产社会化程度偏低,稻渔模式无序发展隐患大,农民卖粮难度大、成本高、风险大,区域稻米品牌建设亟待加强等一系列问题。建议政府调整粮食收储政策,加强对农业的政策和补贴支持力度,加强对再生稻和稻渔模式发展的引导,加大科研攻关投入。     

Associations between postpartum diseases and milk yield and changes in body condition between drying off and parturition of dairy cows in Argentina

ABSTRACT

Aims: To assess the change in body condition score (BCS) during the early and late dry periods and its association with postpartum diseases and milk yield in grazing dairy cows from central Argentina.

Methods: BCS assessments during the dry period, and cow health and milk production records up to 90 days in milk (DIM), were collated for cows from 28 farms at monthly visits between 2007 and 2008. Cows were categorised into four groups; those in Group 1 (n=7,067) maintained or gained BCS during the early and late dry periods; Group 2 (n=2,615) maintained or gained BCS during the early dry period and lost BCS during the late dry period; Group 3 (n=1,989) lost BCS during the early dry period and maintained or gained BCS during the late dry period; and Group 4 (n=5,144) lost BCS during the early and late dry periods.

Results: Cows in Group 1 had reduced odds of having retained fetal membranes (RFM), metritis, and clinical mastitis up to 90 DIM than cows in Group 2 (p<0.001), but the odds of disease were similar to cows in Group 3. The odds of having RFM or clinical mastitis tended to be lower in cows in Group 1 than cows in Group 4 (p=0.08). The odds of cows being culled or dying during the first 90 DIM were lower for cows in Group 1 than for those in Groups 2, 3, and 4 (p≤0.05). Mean accumulated milk yield up to 90 DIM was higher in cows in Group 1 than Group 2 and Group 4 (p<0.001), but was similar to that of cows in Group 3 (p=0.28).

Conclusions and clinical relevance: Cows that lost BCS during the late dry period had increased odds of being diagnosed with several postpartum diseases and had decreased milk yield compared to cows that maintained or gained BCS during the entire dry period. Loss of BCS during any stage of the dry period was also associated with increased incidence of culling or death during the first 90 DIM. These results should raise awareness among dairy cattle producers of the importance of properly managing cow body condition during the dry period, especially during the late dry period.