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1.
基于RF-LSTM的鸡舍恶臭气体预测研究   总被引:1,自引:0,他引:1  
以鸡舍氨气为研究对象,对鸡舍氨气预测模型进行了研究.首先,利用随机森林算法(RF)对影响鸡舍氨气浓度的环境变量进行重要性排序,选取温度、湿度、光照、气象温度、降雨量作为模型的输入变量;在此基础上,构建了基于长短时记忆神经网络(LSTM)的鸡舍氨气浓度预测模型,并将提出的预测模型应用于江苏省宜兴市某养鸡场的氨气浓度预测中,并与LSTM模型、RF-Elman模型和RF-BP模型进行了对比实验,结果表明,基于RF-LSTM模型的预测效果最好,其平均绝对误差(MAE)、平均绝对百分误差(MAPE)和均方根误差(RMSE)分别为0.9183、4.9637%和1.4262;同时,为了验证该模型的性能,本文还实现了不同时间尺度的鸡舍氨气浓度预测,提前2h、3h、4h、5h氨气预测的平均绝对误差(MAE)分别为1.6218、2.1991、2.8553和3.0677.本文提出的预测模型提高了鸡舍氨气浓度的预测精度,可为减少鸡舍恶臭气体排放提供科学依据.  相似文献   
2.
以海南省文昌市典型的胶—茶—鸡农林复合模式为研究对象 ,以单作胶园、胶茶间作园为对照 ,采用定量研究与定性分析相结合的方法 ,研究其物质循环规律。结果表明 ,胶—茶—鸡农林复合系统的氮、磷输入、输出量最大 ,系统外物质投入率比另两系统明显减少 ,系统内养分循环量增加 ,因此 ,该系统具有较合理的物质循环结构。  相似文献   
3.
目前微生物发酵床养猪垫料是选用木屑、谷壳作为原料,来实现零排放养猪。文章选用农业固体废弃物——蔗渣为垫料应用于零排放漏缝发酵床养猪,跟踪了3个月垫料在实际使用中的温度、有机质、氮、磷、钾、微生物指标,对蔗渣的使用效果进行了评价,并建立PCR反应体系来扩增DNA,利用PCR-DGGE技术对垫料中的微生物群落多样性进行研究。结果表明:蔗渣作为垫料,能使垫床温度控制在4065℃之间,保证了良好的发酵效果、且有效活菌数达到0.22×109cfu/g,可以对猪粪便等有机质进行较彻底的消解,因此蔗渣可以作为一种垫料应用于零排放漏缝发酵床;垫料中总养分达到1.371 7%,使用后的垫料可以作为一种原料生产生物有机肥。  相似文献   
4.
采用凋落物原位分解法,研究了中亚热带马尾松林中马尾松、槲栎凋落叶单独及混合(自然质量比8∶2)分解过程中的微生物数量与酶活性动态.结果表明:①3类凋落物的年分解常数K的大小为:混合凋落物(0.94)>槲栎凋落物(0.86)>马尾松凋落物(0.67);②3类凋落物真菌数量和微生物数量均在夏季(135 d时)达到最大值,而此时细菌和放线菌数量最低;③3类凋落物纤维素酶活性、酸性磷酸酶活性均与凋落物干重剩余率呈显著正相关(P<0.05),而马尾松与混合型凋落物中的多酚氧化酶活性同凋落物干重剩余率呈极显著负相关(P<0.01);④微生物数量和多酚氧化酶活性均总体表现为槲栎凋落物>混合凋落物>马尾松凋落物,酸性磷酸酶活性多表现为槲栎凋落物最低,与分解常数K排列有一定的差异,说明凋落物分解是微生物和多种酶共同作用的结果.整体研究表明,凋落物质量和季节气候的差异显著影响微生物群落及其调控的生态过程,与纯马尾松凋落叶相比,针阔混合使微生物数量和多酚氧化酶活性显著提高,这可能是导致分解加快的重要原因.  相似文献   
5.
Fipronil is a broad-spectrum insecticide that has a good control effect on pests of commercial poultry. Although many studies have reported the environmental fate of fipronil, the influence of residual fipronil in poultry waste on biogas production has not been further explored yet. In this article, an experimental comparative study on anaerobic digestion (AD) of chicken manure (CM) and corn straw (CS) with different fipronil concentrations (FCs) was carried at 8% of total solid (TS) and mid-temperature (35?±?1)°C. The results showed that fipronil had a significant effect on biogas production during AD of CM and CS. When the FC is at a low level (≤10?mg·kg?1), the biogas production rate is increased and the digestion period was shortened, while higher FC (≥ 20?mg·kg?1) showed an inhibitory effect. During the monitoring of enzyme activity, low FC showed no significant effect on cellulase and saccharase, but the urease activity increased in the early stage. High FC showed inhibition of activity of cellulase and urease, but the saccharase activity was significantly inhibited until FC reached 40?mg·kg?1. This study also confirms that the environment in anaerobic digester is favorable for the degradation of fipronil, and its half-life is about 15.83?days.  相似文献   
6.
There is growing concern that recreational shoreline angling activity may negatively impact littoral and riparian habitats independent of any direct or indirect influences of fish harvest or fishing mortality through mechanisms such as disturbance (e.g., trampling, erosion) and pollution (e.g., littering). We sampled a suite of aquatic and terrestrial variables (i.e., water quality, aquatic and terrestrial macrophytes, soil compaction, anthropogenic refuse) at 14 high shoreline angling-activity sites (identified by way of interviews with conservation officers and angling clubs) within an urban area (Ottawa, Canada). For each high angling-activity site, a nearby corresponding low angling-activity site was sampled for comparison. We found that the percentage of barren area and soil compaction were greater in areas of high angling activity compared with areas that experienced relatively low angling activity. In addition, terrestrial and aquatic macrophyte density, height, and diversity were lower at high angling-activity sites. Angling- and non-angling-related litter was present in large quantities at each of the high angling-activity sites, and comparatively little litter was found at low angling-activity sites. Collectively, these findings indicate that shoreline angling does alter the riparian environment, contributing to pollution and environmental degradation in areas of high angling intensity. With growing interest in providing urban angling opportunities and in response to increasing interest in developing protected areas and parks, a better understanding of the ecologic impacts of shoreline angling is necessary to address multiuser conflicts, to develop angler outreach and educational materials, and to optimize management of angling effort to maintain ecologic integrity of riparian and aquatic ecosystems.  相似文献   
7.
Abstract

Screening of poultry flocks for foodborne pathogen Salmonella contamination is critical for Salmonella control in preharvest stages of poultry production. In this study, two sampling methods (litter and air filter) were compared for detection of S. typhimurium from experimentally infected chicks some of which had received either a probiotic competitive exclusion culture or transfer of cecal contents from salmonellae‐free adult birds. At 4, 9, and 11 days after inoculation, S. typhimurium samples were enumerated by selective plating. For both types of sampling, the control birds yielded the greatest levels of environmental contamination followed by the samples from the probiotic inoculated birds with the birds receiving the cecal transfer culture having the lowest levels of contamination. Although the two sampling methods responded in a similar fashion, detection sensitivity needs to be increased for air filter sampling.  相似文献   
8.
Campylobacter jejuni is an important human food-borne pathogen that can contaminate meat and poultry during processing. Consequently, strategies are sought to reduce the carriage of C. jejuni in food animals before they arrive at the abattoir. Thymol is a natural product that reduces survivability of Campylobacter in vitro, but its rapid absorption from the proximal alimentary tract limits its bactericidal efficacy in vivo. Thymol-β-d-glucopyranoside is more resistant to absorption than free thymol, but its administration to chickens has not been reported. In the present studies, 1 mM thymol-β-d-glucopyranoside was shown to exhibit near equal anti-Campylobacter activity as 1 mM thymol when incubated anaerobically in avian crop or cecal contents in vitro, resulting in reductions of 1.10–2.32 log10 colony forming units mL?1 in C. jejuni concentrations after 24 h incubation. In a follow-up live animal study, oral administration of thymol-β-d-glucopyranoside, but not free thymol, significantly lowered (>10-fold) recovery of Campylobacter from the crop of market-aged broilers when compared to placebo-treated controls (n = 6 broilers/treatment). Neither thymol-β-d-glucopyranoside nor thymol affected recovery of Campylobacter from cecal contents of the treated broilers. These results indicate that rapid absorption or passage of free thymol from the crop precluded its anti-Campylobacter activity at this site and throughout the entire gastrointestinal tract. Conversely, lower recovery of Campylobacter from the crop of birds treated with thymol-β-d-glucopyranoside indicates this conjugate was retained and able to be hydrolyzed to biologically active free thymol at this site as intended, yet was not sufficiently protected to allow passage of efficacious amounts of the intact glycoside to the lower gut. Nevertheless, these results warrant further research to see if higher doses or encapsulation of thymol-β-d-glucopyranoside or similar glycosides may yield an efficacious additive to reduce carriage of Campylobacter as well as other pathogens throughout the avian gut.  相似文献   
9.
养殖固体废物掺杂磷肥工艺中养殖固体废物与酸的反应直接影响其有机组成。以鸡粪为研究对象,采用L16(45)正交试验研究了鸡粪粒径、酸浓度、鸡粪与酸溶液质量比、反应温度和反应时间对鸡粪在硝酸和磷酸溶液中水解过程的影响。结果表明,硝酸溶液中影响因素显著性依次为鸡粪与硝酸质量比、反应时间、硝酸浓度、鸡粪粒径、反应温度,最优工艺条件为鸡粪粒径0.20mm、硝酸质量分数15%、鸡粪与硝酸质量比0.2∶1.0、反应温度95℃、反应时间4h;在磷酸溶液中影响因素显著性依次为鸡粪与磷酸质量比、反应温度、鸡粪粒径、磷酸浓度、反应时间,鸡粪水解率与反应温度间呈正相关关系,最优工艺条件为鸡粪粒径0.40mm、磷酸质量分数60%、鸡粪与磷酸质量比0.1∶1.0、反应温度95℃、反应时间8h。鸡粪比表面积及其单位质量耗酸量、美拉德反应是制约鸡粪在硝酸和磷酸中水解反应的内因。研究结果为养殖固体废物掺杂有机磷肥的研发和推广提供了理论基础。  相似文献   
10.
浸水冷应激对雏鸡某些酶活性及消化道粘膜充血的影响   总被引:9,自引:1,他引:8  
以海兰雄性雏鸡为试验对象,研究急性浸水冷应激对健康雏鸡某些酶活性消化道粘膜充血的影响。结果表明:雏鸡在浸水冷应激后血清肌酸激酶(CrK)呈一致性升高趋势;而丙氨酸氨基转肽酶(ALT)的活性则在冷应激后15min明显升高(P>0.05),而后降低,至120min时又恢复致冷应激前水平,雏鸡血清乳酸脱氢酶(LDH)在冷应激后15-60min呈渐进性升高,而后降低;血清γ-谷氨酰转肽酶(γ-GT)的变化趋势为,在冷应激后15min稍升高,而后则逐渐下降;血清尿素氮(BUN)的变化无是,在冷应激后60min降低,浸水应激后不同时间对海兰雏鸡消化道粘膜充血的结果表明:雏鸡在浸水应激后即刻观察造成消化道充血现象并不严重;而浸水应激后不同时间却对雏鸡消化道产生相对较强的影响,特别是冷应激后1-2h胃肠道充血比较严重。  相似文献   
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