基于粗糙遗传算法在打捆机齿轮箱故障诊断中的应用*

自走式连续作业打捆机是一款实现不停机连续打捆作业的新型秸秆收集装备,其关键功能部件齿轮箱发生故障会严重影响正常打捆工作。针对齿轮箱故障的防控和监测,提出一种结合粗糙集和遗传算法的故障诊断方法。该方法使用时域频域分析得到的多项故障特征参数作为条件属性,故障类型作为决策属性,并利用自适应遗传算法得到决策规则表,实现无需先验信息的属性约简和故障诊断。在齿轮箱故障诊断试验中,分别对不同故障类型进行信号采集和诊断分析,结果显示:该方法在无先验信息的条件下将12项故障特征参量约简为3项,根据决策规则表进行故障诊断的准确率为100%,结果表明该方法能准确判断故障的发生和故障类型,对实现故障监测和防控具有重要意义。     

Substrate composition determines emergence success and development of European nase larvae (Chondrostoma nasus L.)

European nase (Chondrostoma nasus) is a specialist riverine fish, characterised by a complex life cycle making it vulnerable to habitat degradation. Recent findings indicate that, analogously to salmonids, the interstitial zone quality may pose a serious bottleneck for successful recruitment of this species. In this study, nase eggs were exposed to different substrate qualities. First, standardised substrate mixtures with differing fine sediment additions were used. Second, we tested different homogenous gravel fractions for their influence on egg development and emergence success. In both setups, substrate composition significantly affected emergence success, timing of emergence and larvae size at emergence. In the substrate mixtures, emergence was most successful in substratum with no fine sediment addition (98%) and decreased to 55% in substratum with 20% fine sediment addition. Emergence was most successful in the coarsest fraction (93%) and decreased to 47% in the finest fraction. Over all treatments, the time between hatching and emergence from substrate differed by up to 156 degree days, thereby indicating that free embryos of nase use the shelter of the interstitial zone for early ontogeny. These results suggest that a loose and porous stream bed can positively contribute to the development success of eggs and larvae and thereby potentially improve the recruitment of nase populations. It is thus important to consider the substrate and interstitial conditions in the conservation and restoration management of this rheophilic cyprinid.     

永州地区早春大棚甜瓜新品种引进比较试验

为筛选出适宜永州地区早春大棚种植的甜瓜新品种,通过随机区组设计,对6个参试甜瓜品种进行比较。试验结果表明,脆禧表现为早熟,一品红、玉菇生育期与CK(雪峰蜜2号)接近,3个品种均表现高产,且商品性、口感、含糖量较优,因此认为脆禧、一品红、玉菇这3个品种适宜在湖南永州地区推广种植。     

同期排卵处理母牛体温和活动量变化规律及效果分析

为探究同期排卵处理母牛体温和活动量变化规律及不同同期排卵技术处理效果，指导同期排卵技术优化。本研究自动监测了18头20月龄左右同期排卵（GnRH-PG-GnRH）处理荷斯坦母牛和17头产后40~60 d预同期排卵（PG-PG-GnRH-PG-GnRH）处理荷斯坦母牛的体温和活动量，应用自动检测系统进行母牛发情监测。结果发现，同期排卵处理母牛发情时阴道温度平均升高（0.43±0.20）℃，持续（12.37±2.73）h；活动量平均升高（18.28±18.61）倍，持续（11.00±1.68）h；排卵时阴道温度平均下降（0.20±0.10）℃，持续（11.00±1.68）h。自动化发情监测显示，同期排卵处理母牛7头发情并排卵；预同期排卵母牛GnRH处理前全部发情排卵。两种同期排卵处理，虽可改变母牛性周期进程，促进母牛性周期同步化，但均难以使母牛性周期完全同步。因此，将同期排卵-定时输精和发情鉴定技术科学结合才能取得更好的繁殖效果。     

基于声振信号对称极坐标图像的苹果霉心病早期检测

为实现苹果早期霉心病较高精度的检测，该研究采用对称极坐标法（Symmetrized Dot Pattern，SDP）将苹果声振信号变换为雪花图，然后采用AlexNet、VGG16和ResNet50卷积神经网络以迁移学习方式深度挖掘SDP雪花图像的特征信息，将其输入到支持向量机（Support Vector Machine，SVM）分类器，对霉心程度≤7%的苹果进行检测。研究结果表明，当时间间隔系数为25和角度放大因子为50°时，健康果与早期霉心果声振信号的SDP图形状特征差异最大，在此条件下获取的SDP图经卷积神经网络AlexNet、VGG16和ResNet50提取特征并构建了不同核函数的SVM霉心果检测模型，在各类SVM模型中，ResNet50-SVM-gaus（高斯基）模型用相对较少的训练时间和参数量可取得训练集霉心果较高分类准确率，经超参数优化训练该模型对健康果和早期霉心果测试集不平衡样本（10∶1）的总体分类准确率达到96.97%，平均查准率、平均查全率、平均加权调和均值、Kappa系数和马修斯相关系数值分别为80.19%、90.36%、86.21%，82.54%和82.68%，该模型不仅对多数类的健康果保持较高分类准确率，而且对少数类的早期霉心果也具有较高判别能力。这些研究结果为声振法应用于果蔬内部病害的早期在线检测系统研发提供了技术支撑。     

瞬时转速波动在轴向柱塞泵故障诊断中的应用

针对轴向柱塞泵配流盘磨损的故障诊断所使用的信号大多存在非平稳、非线性特性的缺点,提出利用轴向柱塞泵的瞬时转速波动信号进行故障诊断.利用瞬时转速波动信号良好的抗噪性能与经过阶比分析后可以转化为角度域内的平稳信号的特点,以克服传统监测信号的不足.通过动力学分析对轴向柱塞泵瞬时转速波动的成因进行了溯源.结果表明,对于具有Z个柱塞的轴向柱塞泵,活塞的惯性力和配流副处的库仑摩擦力会产生Z倍于转频的转矩波动,从而在轴向柱塞泵主轴上产生Z阶转速波动.柱塞高压腔的压力的变化会产生2Z倍于转频的转矩波动,从而在轴向柱塞泵主轴上产生2Z阶转速波动.在变负载条件下对理论分析结果进行了试验验证,结果表明对于9柱塞的轴向柱塞泵,其9阶瞬时转速波动分量幅值的变化可以很好地反映出配流盘磨损状况的变化.随着配流盘磨损程度增加,9阶瞬时转速波动的最大幅值从1.229增大至2.023 r/min;9阶瞬时转速波动分量幅值随着配流盘磨损加剧而增大.     

基于RGB颜色空间的早稻氮素营养监测研究

针对双季稻区水稻过量施肥带来环境污染和成本提高问题,设计不同品种氮肥梯度大田试验,应用数码相机获取早稻冠层数字图像,研究不同色彩参数及早稻氮素营养指标的时空变化特征,以期确立双季早稻氮素营养预测模型。结果表明:不同品种同一氮肥处理下图像色彩参数差异不大;拔节期数字图像参数对氮素营养指标敏感;模型构建结果显示,图像参数INT与水稻氮素营养指标构建的模型决定系数(R2)最大,模型预测效果最佳,R2分别为0.895 7和0.924 7;进一步采用多元回归分析和BP神经网络分析法进行预测,预测效果均较好。对预测结果进行检验,发现品种对于模型的构建影响不大,以BP神经网络分析法构建的叶片氮浓度(LNC)模型和以INT为敏感色彩参数构建的叶片氮积累量(LNA)回归模型效果最优,而多元回归分析方法则效果不佳。早稻冠层RGB颜色空间敏感参数与氮素营养指标间相关性较好,可以实现氮素营养的无损监测诊断。     

In vitro and in vivo selection of probiotic purple nonsulphur bacteria with an ability to inhibit shrimp pathogens: acute hepatopancreatic necrosis disease‐causing Vibrio parahaemolyticus and other vibrios

Shrimp cultivation has been faced with huge losses in productivity caused by infectious shrimp pathogenic vibrios, especially Vibrio parahaemolyticus that causes acute hepatopancreatic necrosis disease (AHPND). Hence, purple nonsulphur bacteria (PNSB) were isolated from shrimp ponds for investigating their abilities to control shrimp pathogenic Vibrio spp. and their use as probiotics for sustainable shrimp cultivation. Based on their probiotic properties, strains S3W10 and SS15 were selected because of their strong abilities to produce amylase, gelatinase and vitamin B12. However, only three PNSB strains (SS15, TKW17 and STW181) strongly inhibited V. harveyi_KSAAHRC and V. vulnificus_KSAAHRC including V. parahaemolyticusAHPND strains by secreting antivibrio compounds. Four selected PNSB also grew in the presence of pancreatic enzymes, and they were identified as Rhodobacter sphaeroides for strains S3W10, SS15 and TKW17 and Afifella marina for strain STW181. The effects of a mixed culture were also investigated as follows: T1 (S3W10 + SS15), T2 (S3W10 + TKW17) and T3 (S3W10 + STW181) on postlarval white shrimp (Litopenaeus vannamei) for 60 days by comparison with a control. All three probiotic PNSB sets significantly improved the digestive enzyme activities and shrimp growth with their proliferation in shrimp gastrointestinal tract although the shrimp survival was not significantly different. They also significantly reduced the cumulative mortality of shrimp exposed to a virulent AHPND strain (V. parahaemolyticusSR2). This is the first to conclude that selected probiotic PNSB strains have great potential to be used for shrimp cultivation to control vibrios including AHPND strains.     

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.     

壮秧影响不同节氮水平下早稻产量及氮肥吸收利用

【目的】培育壮秧和施用分蘖肥是促进水稻早发的重要措施,但增施分蘖肥易导致水稻无效分蘖增加和氮素流失。研究双季稻区早稻壮秧和分蘖肥节氮条件下产量形成和氮素吸收利用特性,以期为早稻节氮控污和丰产栽培提供科学依据。【方法】以超级杂交早稻‘淦鑫203’为材料,采用壮苗育秧(状秧)和普通育秧(普秧)两种方式培育秧苗。于2014-2015年进行大田试验,设置壮秧常规施氮(VS+100%N)、节氮10%(VS–10%N)、节氮20%(VS–20%N)、节氮30%(VS–30%N) 4个处理,以普秧常规施氮(NS+100%N)处理和不施氮空白(NS+0N)处理分别作对照,共6个处理。减施的氮肥均在分蘖肥中扣除,除不施氮对照外,各处理基肥氮(72 kg/hm^2)和穗肥氮(54 kg/hm^2)均保持不变。分析早稻拔节期、齐穗期和成熟期SPAD值、光合速率、硝酸还原酶活性和各器官氮素含量,并测定成熟期水稻产量及其构成,明确了植株总氮积累量、氮素转运量、氮表观转运率、氮素利用效率等。【结果】与NS+100%N处理相比,壮秧条件下分蘖肥节氮10%~30%对叶片SPAD值和光合速率无显著影响,但壮秧能促进分蘖发生和成穗,在生育中后期可逐渐弥补分蘖肥节氮对分蘖期干物质积累的不利影响,成熟期VS–10%N和VS–20%N处理干物质积累量较对照NS+100%N增加,产量分别增加了8.5%和1.5%;VS–30%N处理干物质积累量和产量则呈下降趋势。同时,壮秧有利于提高早稻叶片硝酸还原酶活性、各器官氮含量和氮积累量,与NS+100%N处理相比,VS+100%N处理成熟期氮素积累量显著增加了6.9%,VS–10%N和VS–20%N处理无显著变化,VS–30%N处理显著下降了9.7%。壮秧处理氮素回收率和氮素农学效率较NS+100%N处理分别显著提高了12.1%~22.4%和9.9%~24.7%(P <0.05)。【结论】双季稻区早稻壮秧可以促进分蘖早发,提高叶片的干物质生产能力和氮代谢性能,弥补分蘖肥减氮后对水稻前期生长的不利影响,提高后期的干物质生产量和氮运转量。通过培育壮秧,分蘖肥减施总施氮量的20%以内,早稻产量不会下降,可实现水稻的节氮、丰产和节本栽培,有利于提高氮素利用效率和减少氮素流失对环境的污染。