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基于随机森林模型的叶片质量不平衡故障诊断
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作者 王志林 蒋红武 +1 位作者 丁颢 周瑞睿 《电工技术》 2024年第10期31-35,共5页
风力发电机叶片出现质量不平衡时若照常工作,不仅会影响经济效益,严重时还会直接损坏叶片等设备,引发安全事故。为此,使用RFECV特征筛选算法进行特征值提取,之后采用随机森林模型进行训练与预测。实验结果显示,将RFECV特征筛选算法应用... 风力发电机叶片出现质量不平衡时若照常工作,不仅会影响经济效益,严重时还会直接损坏叶片等设备,引发安全事故。为此,使用RFECV特征筛选算法进行特征值提取,之后采用随机森林模型进行训练与预测。实验结果显示,将RFECV特征筛选算法应用于随机森林模型,可实现叶片质量不平衡故障诊断并提高模型泛化能力。利用新方法进行叶片质量不平衡故障诊断,可为风机长期稳定运行在正常工况做出贡献。 展开更多
关键词 故障诊断 风机叶片质量不平衡 特征工程 REFCV特征选择
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立式船用驱动电机轴承异响故障分析及解决方法
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作者 柳传友 武天宜 +1 位作者 虞辉 崔晔 《机电信息》 2021年第14期31-32,共2页
通过观察现场电机拆解情况,结合相关专业知识,分析确定了某型号立式船用驱动电机轴承异响故障产生的原因,并制订了有针对性的解决措施,为该类型电机的轴承异响问题提供了行之有效的解决办法。
关键词 轴承异响 风机质量 游隙 同心度 立式装配
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Pedogenic Carbonate and Soil Dehydrogenase Activity in Response to Soil Organic Matter in Artemisia ordosica Community 被引量:13
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作者 ZHANG Ning HE Xing-Dong +5 位作者 GAO Yu-Bao LI Yong-Hong WANG Hai-Tao MA Di ZHANG Rui S. YANG 《Pedosphere》 SCIE CAS CSCD 2010年第2期229-235,共7页
Little attention has been paid to the role of soil organic matter (OM) in the formation of pedogenic carbonate in desert soils. The relationships among soil OM, soil dehydrogenase activity (DHA), and soil CaCO3 in... Little attention has been paid to the role of soil organic matter (OM) in the formation of pedogenic carbonate in desert soils. The relationships among soil OM, soil dehydrogenase activity (DHA), and soil CaCO3 in a plant community dominated by Artemisia ordosica, located on the eastern boundary of Tcngger Desert in the Alxa League, Inner Mongolia, China, were studied to understand whether OM was directly involved in the formation of pedogenic carbonate. The results showed that DHA and CuCO3 positively correlated with OM content, and DHA, OM, and CaCO3 were correlated with each other in their spatial distribution, indicating that abundant OM content contributed to the formation of CaCO3. Therefore, the formation of pedogenic CaCO3 was a biotic process in the plant community dominated by A. ordosica. 展开更多
关键词 arid area biotic process soil calcium carbonate spatial heterogeneity Tengger Desert
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Searching for Flavor-Changing Neutral-Current Signals via e^+e^-(γγ)→th_t^0 in Topcolor-Assisted Technicolor Model
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作者 鲁公儒 韩金钟 《Communications in Theoretical Physics》 SCIE CAS CSCD 2010年第12期1091-1096,共6页
In the context of the top-color-assisted technicolor (TC2) model, the flavor-changing neutral-current (FCNC) interaction induced by the top-higgs (hOt) are predicted at tree level. We study the relevant processe... In the context of the top-color-assisted technicolor (TC2) model, the flavor-changing neutral-current (FCNC) interaction induced by the top-higgs (hOt) are predicted at tree level. We study the relevant processes of e+e-(γγ)→tcht0 at the International Linear Collider (ILC). It is found that these rare processes production rates can be enhanced significantly in the TC2 model. Especially for the process γγ→tcht0, the total cross section will reach a few fb in the reasonable parameter space. We also calculate the distributions of transverse momenta, pseudo-rapid and invariant mass of the top-higgs. In view of the main decay modes of top-higgs for mho 〈 2mr, we find that there will be several hundreds FCNC events produced at the ILC with annually integral luminosity of 500 fb-1. Due to the clean background, such FCNC signals can possibly be detected at the ILC. 展开更多
关键词 top quark flavor-changing neutral-current international linear collider
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Engineering Solutions towards Cost-Effective Sustainable Environment and Living
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作者 Noor-E-Alam Ahmed 《Journal of Energy and Power Engineering》 2012年第2期155-167,共13页
One important area where the development of economically viable products can improve the quality and comfort of human existence is natural ventilation inside a building. Despite the wide distribution of air pollutant ... One important area where the development of economically viable products can improve the quality and comfort of human existence is natural ventilation inside a building. Despite the wide distribution of air pollutant sources, the concentration of indoor pollutants may be the dominant risk factor in relation to personal exposure, as most people spend an average of 87% and 6% of their time within enclosed rooms and vehicles, respectively. Under these circumstances, wind driven rotating ventilators, which use natural energy and are cheap to manufacture, install and maintain, can become very effective non-polluting means of alleviating the problems within enclosed spaces. The author has been pioneering design and performance studies of environment friendly products such as the rooftop ventilator for over a decade at the University of New South Wales in Australia. The purpose of this paper is to detail the basic working principles of this ventilator and the series of detailed experimental and numerical investigations that has been performed in the optimization of the rooftop ventilator in terms of performance with higher air mass extraction rate and improved safety in operation has been achieved. Findings from these studies have been incorporated in the design of ventilators that are now commercially produced and marketed throughout the world by CSR Edmonds Pry Ltd of Australia. The conduct and outcomes of these works form the basis of this keynote paper. 展开更多
关键词 Wind natural ventilation roof-top ventilator inlet air quality environment friendly.
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Control of Secondary Flow in a Low Solidity Circular Cascade Diffuser 被引量:5
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作者 Daisaku Sakaguchi Takuji Fujii +2 位作者 Hironobu Ueki Masahiro Ishida Hiroshi Hayami 《Journal of Thermal Science》 SCIE EI CAS CSCD 2012年第4期384-390,共7页
According to the previous experimental works on the low solidity circular cascade diffuser (LSD), a pressure recovery of a centrifugal blower was improved by the LSD significantly in a wide range of flow rate, and the... According to the previous experimental works on the low solidity circular cascade diffuser (LSD), a pressure recovery of a centrifugal blower was improved by the LSD significantly in a wide range of flow rate, and the pres-sure recovery was improved further by the LSD with a tandem cascade in comparison with the LSD with a sin-gle-row cascade. In the present study, the flow behavior in the LSD with the tandem cascade has been analyzed numerically by using the commercial CFD code of ANSYS-CFX12. It was shown clearly that the higher pressure recovery was achieved by applying the LSD with the tandem cascade, and the high pressure recovery is based on the high pressure rise in the vaneless space upstream of the LSD and the high blade loading of the front blade of the LSD. The high pressure recovery in the LSD could be achieved by controlling the flow separation on the suc-tion surface of the front blade and also on that of the rear blade due to formation of the favorable secondary flow and due to increase in mass flow passing through the slit section between the front and rear blades. 展开更多
关键词 LSD (Low solidity circular cascade diffuser) Centrifugal blower Range enhancement Tandem cascade
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