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基于径向基函数神经网络的内燃机气缸压力识别 总被引:10,自引:2,他引:8
提出了一种新的利用内燃机缸盖振动信号识别气缸压力的径向基函数(radial basis function,RBF)神经网络方法。首先,给出了该方法的实现原理与步骤,并根据内燃机的工作特性,对径向基函数神经网络的参数进行了有效的设置,建立了完整的内燃机缸盖振动信号与气缸压力之间的非线性映射关系;然后,对试验数据进行了处理。结果表明,这种方法不仅在压力波形而且在特征点的数值上都具有较高的识别精度并有较强的鲁棒性。最后,对有关问题进行了讨论。 相似文献
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排气阀是柴油机的重要部件之一,其故障诊断一直受到研究者的关注,传统的学习机器在小样本学习时不具有良好的泛化能力,其现场效果与实验室精度差距较大。建立在统计学习理论基础之上的支持向量机具有和样本数相适应的最优泛化能力。利用支持向量机适合处理高维数据以及具有良好泛化能力的特点,建立了排气阀故障诊断模型,将排气阀振动信号经过小波包分解后提取的特征指标在小样本时进行支持向量机学习,通过不同核函数的支持向量机和其它智能方法准确率的比较证明:支持向量机较其它智能方法有较大的优越性;准确率对核函数有一定的敏感性;在常用的3种核函数中,线性核的诊断准确率达到了100%,是柴油机排气阀智能故障诊断支持向量机的最佳核函数。 相似文献
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基于缸盖振动信号的柴油机多工况性能预测 总被引:1,自引:0,他引:1
采用小波分析法和时间序列法从柴油机缸盖表面振动信号识别气缸压力,通过对示功图 进行分析计算得到了相应的放热规律;采用双韦柏函数对放热规律进行拟合,建立了双韦柏参数的多工况变化关系式,实现了放热规律的多工况计算,并与工作过程数值计算相结合,从柴油机缸盖振动信号预测多工况性能。 相似文献
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发动机稳态与非稳态振动信号分析比较 总被引:4,自引:0,他引:4
主要探索了在发动机机械故障诊断中采用非稳态信号分析方法进行故障诊断。介绍了定转速非稳态数据采集器测试原理,讨论了短时傅里叶(Fourier)变换的原理与窗函数选择方法。应用它分析了发动机稳态与非稳态加速振动信号并进行了比较。试验与分析结果表明:定转速非稳态数据采集器能准确地测取发动机加速过程中所设定转速的振动信号;采用短时Fourier变换和窄带能量累加方法能有效提取加速振动信号中分析对象的故障特征,具有良好的重复性和稳定性;加速振动的信噪比远比稳态振动大得多。 相似文献
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摘要: 结合卷积高斯窗和傅里叶变换实现电能计量分析,利用高斯窗函数良好的时频分辨能力,可以准确辨识电能信号中不同的谐波分量,完成电能精确估算。实验仿真电能信号含有5阶谐波分量,对比了高斯窗函数,卷积高斯窗函数对仿真电能信号不同阶次谐波分量的频率、幅度和相位的数值估计误差,验证了卷积两次的高斯窗函数的性能最优,其对于电能信号谐波参数的估计相对误差均在0.1‰以下。 相似文献
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T. Korakianitis A.M. NamasivayamR.J. Crookes 《Progress in Energy and Combustion Science》2011,37(1):89-112
Natural gas is a fossil fuel that has been used and investigated extensively for use in spark-ignition (SI) and compression-ignition (CI) engines. Compared with conventional gasoline engines, SI engines using natural gas can run at higher compression ratios, thus producing higher thermal efficiencies but also increased nitrogen oxide (NOx) emissions, while producing lower emissions of carbon dioxide (CO2), unburned hydrocarbons (HC) and carbon monoxide (CO). These engines also produce relatively less power than gasoline-fueled engines because of the convergence of one or more of three factors: a reduction in volumetric efficiency due to natural-gas injection in the intake manifold; the lower stoichiometric fuel/air ratio of natural gas compared to gasoline; and the lower equivalence ratio at which these engines may be run in order to reduce NOx emissions. High NOx emissions, especially at high loads, reduce with exhaust gas recirculation (EGR). However, EGR rates above a maximum value result in misfire and erratic engine operation. Hydrogen gas addition increases this EGR threshold significantly. In addition, hydrogen increases the flame speed of the natural gas-hydrogen mixture. Power levels can be increased with supercharging or turbocharging and intercooling. Natural gas is used to power CI engines via the dual-fuel mode, where a high-cetane fuel is injected along with the natural gas in order to provide a source of ignition for the charge. Thermal efficiency levels compared with normal diesel-fueled CI-engine operation are generally maintained with dual-fuel operation, and smoke levels are reduced significantly. At the same time, lower NOx and CO2 emissions, as well as higher HC and CO emissions compared with normal CI-engine operation at low and intermediate loads are recorded. These trends are caused by the low charge temperature and increased ignition delay, resulting in low combustion temperatures. Another factor is insufficient penetration and distribution of the pilot fuel in the charge, resulting in a lack of ignition centers. EGR admission at low and intermediate loads increases combustion temperatures, lowering unburned HC and CO emissions. Larger pilot fuel quantities at these load levels and hydrogen gas addition can also help increase combustion efficiency. Power output is lower at certain conditions than diesel-fueled engines, for reasons similar to those affecting power output of SI engines. In both cases the power output can be maintained with direct injection. Overall, natural gas can be used in both engine types; however further refinement and optimization of engines and fuel-injection systems is needed. 相似文献
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Performance assessment of some ice TES systems 总被引:1,自引:0,他引:1
In this paper, a performance assessment of four main types of ice storage techniques for space cooling purposes, namely ice slurry systems, ice-on-coil systems (both internal and external melt), and encapsulated ice systems is conducted. A detailed analysis, coupled with a case study based on the literature data, follows. The ice making techniques are compared on the basis of energy and exergy performance criteria including charging, discharging and storage efficiencies, which make up the ice storage and retrieval process. Losses due to heat leakage and irreversibilities from entropy generation are included. A vapor-compression refrigeration cycle with R134a as the working fluid provides the cooling load, while the analysis is performed in both a full storage and partial storage process, with comparisons between these two. In the case of full storage, the energy efficiencies associated with the charging and discharging processes are well over 98% in all cases, while the exergy efficiencies ranged from 46% to 76% for the charging cycle and 18% to 24% for the discharging cycle. For the partial storage systems, all energy and exergy efficiencies were slightly less than that for full storage, due to the increasing effect wall heat leakage has on the decreased storage volume and load. The results show that energy analyses alone do not provide much useful insight into system behavior, since the vast majority of losses in all processes are a result of entropy generation which results from system irreversibilities. 相似文献
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A. Imhof 《Renewable Energy》1997,10(2-3)
The thermal decomposition of limestone has been selected as a model reaction for developing and testing an atmospheric open solar reactor. The reactor consists of a cyclone gas/particle separator which has been modified to let the concentrated solar energy enter through a windowless aperture. The reacting particles are directly exposed to the solar irradiation. Experimentation with a 60 kW reactor prototype was conducted at PSI's 90m2 parabolic solar concentrator, in a continuous mode of operation. A counter-current flow heat exchanger was employed to preheat the reactants. Eighty five percent degree of calcination was obtained for cement raw material and 15% of the solar input was converted into chemical energy (enthalpy).The technical feasibility of the solar thermal decomposition of limestone was experimentally demonstrated. The use of solar energy as a source for high-temperature process heat offers the potential of reducing significantly the CO2 emissions from lime producing plants. Such a solar thermochemical process can find application in sunny rural areas for avoiding deforestation. 相似文献
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Lili Xu Xianglong Cheng Quanxi Wang 《International Journal of Hydrogen Energy》2017,42(36):22713-22719
Chlamydomonas reinhardtii cc124 and Azotobacter chroococcum bacteria were co-cultured with a series of volume ratios and under a variety of light densities to determine the optimal culture conditions and to investigate the mechanism by which co-cultivation improves H2 yield. The results demonstrated that the optimal culture conditions for the highest H2 production of the combined system were a 1:40 vol ratio of bacterial cultures to algal cultures under 200 μE m?2 s?1. Under these conditions, the maximal H2 yield was 255 μmol mg?1 Chl, which was approximately 15.9-fold of the control. The reasons for the improvement in H2 yield included decreased O2 content, enhanced algal growth, and increased H2ase activity and starch content of the combined system. 相似文献
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Ana Evangelista MarquesJoana Jotta Manuel Caldeira CoelhoPaula Tamagnini Luísa Gouveia 《Biomass & bioenergy》2011,35(10):4426-4434
Increasing awareness of environmental problems caused by the current use of fossil fuel-based energy, has led to the search for alternatives. Hydrogen is a good alternative and the cyanobacterium Anabaena sp. PCC 7120 is naturally able to produce molecular hydrogen, photosynthetically from water and light. However, this H2 is rapidly consumed by the uptake hydrogenase.This study evaluated the hydrogen production of Anabaena sp. PCC 7120 wild-type and mutants: hupL− (deficient in the uptake hydrogenase), hoxH− (deficient in the bidirectional hydrogenase) and hupL−/hoxH− (deficient in both hydrogenases) on several experimental conditions, such as gas atmosphere (argon and propane with or without N2 and/or CO2 addition), light intensity (54 and 152 ??Em−2s−1), light regime (continuous and light/dark cycles 16 h/8 h) and nickel concentrations in the culture medium.In every assay, the hupL− and hupL−/hoxH− mutants stood out over wild-type cells and the hoxH− mutant. Nevertheless, the hupL− mutant showed the best hydrogen production except in an argon atmosphere under 16 h light/8 h dark cycles at 54 ??Em−2s−1 in the light period, with 1 ??M of NiCl2 supplementation in the culture medium, and under a propane atmosphere.In all strains, higher light intensity leads to higher hydrogen production and if there is a daily 1% of CO2 addition in the gas atmosphere, hydrogen production could increase 5.8 times, related to the great increase in heterocysts differentiation (5 times more, approximately), whereas nickel supplementation in the culture medium was not shown to increase hydrogen production. The daily incorporation of 1% of CO2 plus 1% of N2 did not affect positively hydrogen production rate. 相似文献
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La–Fe–B hydrogen-storage alloys were prepared using a vacuum induction-quenching furnace with a rotating copper wheel. The thermodynamic and kinetic properties of the La–Fe–B hydrogen-storage alloys were investigated in this work. The P–C–I curves of the La–Fe–B alloys were measured over a H2 pressure range of 10−3 MPa to 2.0 MPa at temperatures of 313, 328, 343 and 353 K. The P–C–I curves revealed that the maximum hydrogen-storage capacity of the alloys exceeded 1.23 wt% at a pressure of approximately 1.0 MPa and temperature of 313 K. The standard enthalpy of formation ΔH and standard entropy of formation ΔS for the alloys' hydrides, obtained according to the van't Hoff equation, were consistent with their application as anode materials in alkaline media. The alloys also exhibited good absorption/desorption kinetics at room temperature. 相似文献
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This paper presents the exergy analysis results for the production of several biofuels, i.e., SNG (synthetic natural gas), methanol, Fischer–Tropsch fuels, hydrogen, as well as heat and electricity, from several biowastes generated in the Dutch province of Friesland, selected as one of the typical European regions. Biowastes have been classified in 5 virtual streams according to their ultimate and proximate analysis. All production chains have been modeled in Aspen Plus in order to analyze their technical performance. The common steps for all the production chains are: pre-treatment, gasification, gas cleaning, water–gas-shift reactions, catalytic reactors, final gas separation and upgrading. Optionally a gas turbine and steam turbines are used to produce heat and electricity from unconverted gas and heat removal, respectively. The results show that, in terms of mass conversion, methanol production seems to be the most efficient process for all the biowastes. SNG synthesis is preferred when exergetic efficiency is the objective parameter, but hydrogen process is more efficient when the performance is analyzed by means of the 1st Law of Thermodynamics. The main exergy losses account for the gasification section, except in the electricity and heat production chain, where the combined cycle is less efficient. 相似文献
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The goal of sustainability in buildings can only hope to be realised if buildings are designed to both conserve and generate energy. The Solar Office at Doxford International is designed to minimise the use of energy while its external fabric is designed to replace such energy that is used. The recently completed building is now subject of a comprehensive monitoring programme. The programme covers both the performance of the 73 kWp photovoltaic installation and the environmental conditions within the building as a whole. Hour by hour findings are posted on a dedicated web site. Photovoltaics could have the same impact on building form and layout as the invention of the passenger lift at the end of the last century. 相似文献
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Abdellatif Rahmani Djamal Zerrouki Lahcène Djafer André Ayral 《International Journal of Hydrogen Energy》2017,42(31):19591-19596
In this paper, an integrated process using photovoltaic power to harvest microalgae by electro-flocculation (EF) and hydrogen recovery is presented. It is mainly favorable in regions with high solar radiation. The electro-flocculation efficiency (EFE) of Chlorella pyrenoidosa microalgae was investigated using various types of electrodes (aluminum, iron, zinc, copper and a non-sacrificial electrode of carbon). The best results regarding the EFE, and biomass contamination were achieved with aluminum and carbon electrodes where the electrical energy demand of the process for harvesting 1 kg of algae biomass was 0.28 and 0.34 kWh, respectively, while the energy yield of harvested hydrogen was 0.052 and 0.005 kWh kg?1, respectively. The highest harvesting efficiency of 95.83 ± 0.87% was obtained with the aluminum electrode.The experimental hydrogen yields obtained were comparable with those calculated from theory. With a low net energy demand, microalgae EF may be a useful and low-cost technology. 相似文献