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Research on Low Voltage Series Arc Fault Prediction Method Based on Multidimensional Time-Frequency Domain Characteristics
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作者 Feiyan Zhou HuiYin +4 位作者 Chen Luo Haixin Tong KunYu Zewen Li Xiangjun Zeng 《Energy Engineering》 EI 2023年第9期1979-1990,共12页
The load types in low-voltage distribution systems are diverse.Some loads have current signals that are similar to series fault arcs,making it difficult to effectively detect fault arcs during their occurrence and sus... The load types in low-voltage distribution systems are diverse.Some loads have current signals that are similar to series fault arcs,making it difficult to effectively detect fault arcs during their occurrence and sustained combustion,which can easily lead to serious electrical fire accidents.To address this issue,this paper establishes a fault arc prototype experimental platform,selects multiple commonly used loads for fault arc experiments,and collects data in both normal and fault states.By analyzing waveform characteristics and selecting fault discrimination feature indicators,corresponding feature values are extracted for qualitative analysis to explore changes in timefrequency characteristics of current before and after faults.Multiple features are then selected to form a multidimensional feature vector space to effectively reduce arc misjudgments and construct a fault discrimination feature database.Based on this,a fault arc hazard prediction model is built using random forests.The model’s multiple hyperparameters are simultaneously optimized through grid search,aiming tominimize node information entropy and complete model training,thereby enhancing model robustness and generalization ability.Through experimental verification,the proposed method accurately predicts and classifies fault arcs of different load types,with an average accuracy at least 1%higher than that of the commonly used fault predictionmethods compared in the paper. 展开更多
关键词 Low voltage distribution systems series fault arcing grid search time-frequency characteristics
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Quantitative analysis of laser-generated ultrasonic wave characteristics and their correlation with grain size in polycrystalline materials
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作者 徐兆文 白雪 +2 位作者 马健 万壮壮 王超群 《Chinese Physics B》 SCIE EI CAS CSCD 2024年第8期526-543,共18页
Quantitative relationship between nanosecond pulsed laser parameters and the characteristics of laser-generated ultrasonic waves in polycrystalline materials was evaluated.The high energy of the pulsed laser with a la... Quantitative relationship between nanosecond pulsed laser parameters and the characteristics of laser-generated ultrasonic waves in polycrystalline materials was evaluated.The high energy of the pulsed laser with a large irradiation spot simultaneously generated ultrasonic longitudinal and shear waves at the epicenter under the slight ablation regime.An optimized denoising technique based on wavelet thresholding and variational mode decomposition was applied to reduce noise in shear waves with a low signal-to-noise ratio.An approach for characterizing grain size was proposed using spectral central frequency ratio(SCFR)based on time-frequency analysis.The results demonstrate that the generation regime of ultrasonic waves is not solely determined by the laser power density;even at high power densities,a high energy with a large spot can generate an ultrasonic waveform dominated by the thermoelastic effect.This is ascribed to the intensification of the thermoelastic effect with the proportional increase in laser irradiation spot area for a given laser power density.Furthermore,both longitudinal and shear wave SCFRs are linearly related to grain size in polycrystalline materials;however,the shear wave SCFR is more sensitive to finer-grained materials.This study holds great significance for evaluating metal material properties using laser ultrasound. 展开更多
关键词 laser-ultrasonics polycrystalline materials ultrasonic time-frequency characteristics grain size
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Time-frequency characteristics of blasting vibration signals measured in milliseconds 被引量:9
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作者 Zhao Mingsheng ZhangJianhua Yi Changping 《Mining Science and Technology》 EI CAS 2011年第3期349-352,共4页
In order to study the time-frequency characteristics of blasting vibration signals, measured in milliseconds, we carried out site blasting vibration tests at an open pit of the Jinduicheng Mine. Based on recorded fiel... In order to study the time-frequency characteristics of blasting vibration signals, measured in milliseconds, we carried out site blasting vibration tests at an open pit of the Jinduicheng Mine. Based on recorded field data and applying a combination of RSPWVD and wavelet, we analyzed the time-fre- quency characteristics of recorded field data, summarized the time-frequency characteristics of blasting vibration signals in different frequency bands and present detailed information of blasting vibration sig- nals in milliseconds of high time-frequency resolutions. Because RSPWVD can be seen as of definite physical significance to signal energy distribution in time and frequency domains, we studied the energy distribution of blasting vibration signals for various milliseconds intervals from a perspective of energy distribution. The results indicate that the effect of milliseconds intervals on time-frequency characteris- tics of blasting vibration signals is significant; the length of delay time directly affects the energy distri- bution of blasting vibration signals as well as the duration of energy in ffeauencv bands. 展开更多
关键词 Blasting vibrationMillisecond blastingWavelet analysis RSPWVD time-frequency characteristics
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The Time-frequency Characteristic of a Large Volume Airgun Source Wavelet and Its Influencing Factors
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作者 Xia Ji Jin Xing +1 位作者 Cai Huiteng Xu Jiajun 《Earthquake Research in China》 CSCD 2016年第3期364-379,共16页
Through analyzing the near-field hydrophone records of the airgun experiment in the Jiemian reservoir,Fujian,we study the time-frequency characteristic of airgun source wavelet and the influence of gun depth and firin... Through analyzing the near-field hydrophone records of the airgun experiment in the Jiemian reservoir,Fujian,we study the time-frequency characteristic of airgun source wavelet and the influence of gun depth and firing pressure,and explain the process of bubble oscillation based on the Johnson( 1994) bubble model. The data analysis shows that:( 1) Airgun wavelet is composed of primary pulse and bubble pulse. The primary pulse,which is of large amplitude,short duration and wide frequency band,is usually used in shallow exploration. The bubble pulse,which is concentrated in the low-frequency range,is usually used in deep exploration with deep vertical penetration and far horizontal propagation.( 2) The variation of primary pulse amplitude with gun depth is very small,bubble pulse amplitude and the dominant frequency increase,and peak-bubble ratio and bubble period decrease. When the gun depth is 10 m,primary pulse amplitude and peakbubble ratio are maximum,which is suitable for shallow exploration; when gun depth is25 m,bubble pulse amplitude is large, and peak-bubble ratio is minimum, which is suitable for deep exploration.( 3) The primary pulse amplitude,bubble pulse amplitude,peak-bubble ratio,and bubble period increase and the dominant frequency decreases with increased firing pressure. 展开更多
关键词 Airgun wavelet time-frequency characteristic Wavelet parameters Gun depth Firing pressure
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Analysis on Three-dimensional Structure and Echo Characteristic Quantity of a Supercell Storm
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作者 FU Shuang-xi HE Jin-mei CHEN Tian-yu 《Meteorological and Environmental Research》 CAS 2011年第8期38-42,共5页
[Objective] The research aimed to study three-dimensional structure and echo characteristic quantity of a supercell storm in central Gansu on May 30,2005.[Method] By monitoring data of Lanzhou CINRAD/CC Doppler radar,... [Objective] The research aimed to study three-dimensional structure and echo characteristic quantity of a supercell storm in central Gansu on May 30,2005.[Method] By monitoring data of Lanzhou CINRAD/CC Doppler radar,the three-dimensional structure characteristics of a rare supercell storm which happened in central Gansu on May 30,2005 were analyzed.We tried to reveal three-dimensional structure and echo characteristic index of supercell storm in the northeast of Qinghai-Tibet Plateau,and find reason of rare heavy hail appearance.[Result] The large-scale strong storm was formed by the common effect of Mongolia cold vortex,low-level jet and ground cold front.When the development of main echo was mature,on reflectivity factor map,it presented obvious inverted 'V' shaped structure in left front of low-level storm,typical hooked and 'person'-type echo characteristics in the right rear.The bounded weak echo zone(vault) in low level corresponded with strong echo overhanging body in high level.It surpassed 60 dBz in the strong reflectivity factor zone.It presented one weak meso-cyclone on corresponding radial velocity map.The jumped increase characteristic of VIL could be as one of indices for judging that hail started to grow.Almost all storms(VILD ≥4.0 g/m3) had more obvious indication significance than VIL for judging heavy hail(diameter ≥20 mm).[Conclusion] The research provided reference for nowcasting of strong convection weather and artificial hail suppression. 展开更多
关键词 SUPERCELL STORM Three-dimensional structure Echo characteristic quantity China
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The analysis of frequency-dependent characteristics for fluid detection: a physical model experiment 被引量:2
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作者 陈双全 李向阳 王尚旭 《Applied Geophysics》 SCIE CSCD 2012年第2期195-206,235,236,共14页
According to the Chapman multi-scale rock physical model, the seismic response characteristics vary for different fluid-saturated reservoirs. For class I AVO reservoirs and gas-saturation, the seismic response is a hi... According to the Chapman multi-scale rock physical model, the seismic response characteristics vary for different fluid-saturated reservoirs. For class I AVO reservoirs and gas-saturation, the seismic response is a high-frequency bright spot as the amplitude energy shifts. However, it is a low-frequency shadow for the Class III AVO reservoirs saturated with hydrocarbons. In this paper, we verified the high-frequency bright spot results of Chapman for the Class I AVO response using the frequency-dependent analysis of a physical model dataset. The physical model is designed as inter-bedded thin sand and shale based on real field geology parameters. We observed two datasets using fixed offset and 2D geometry with different fluid- saturated conditions. Spectral and time-frequency analyses methods are applied to the seismic datasets to describe the response characteristics for gas-, water-, and oil-saturation. The results of physical model dataset processing and analysis indicate that reflection wave tuning and fluid-related dispersion are the main seismic response characteristic mechanisms. Additionally, the gas saturation model can be distinguished from water and oil saturation for Class I AVO utilizing the frequency-dependent abnormal characteristic. The frequency-dependent characteristic analysis of the physical model dataset verified the different spectral response characteristics corresponding to the different fluid-saturated models. Therefore, by careful analysis of real field seismic data, we can obtain the abnormal spectral characteristics induced by the fluid variation and implement fluid detection using seismic data directly. 展开更多
关键词 Frequency-dependent characteristic fluid detection time-frequency analysis attenuation and dispersion physical model
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Detecting the Position of the Moving-iron Solenoid by Non-displacement Sensor Based on Parameter Identification of Flux Linkage Characteristics
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作者 WANG Xuping QUAN Long XIONG Guangyu 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2013年第6期1204-1211,共8页
Currently, most researches use signals, such as the coil current or voltage of solenoid, to identify parameters; typically, parameter identification method based on variation rate of coil current is applied for positi... Currently, most researches use signals, such as the coil current or voltage of solenoid, to identify parameters; typically, parameter identification method based on variation rate of coil current is applied for position estimation. The problem exists in these researches that the detected signals are prone to interference and difficult to obtain. This paper proposes a new method for detecting the core position by using flux characteristic quantity, which adds a new group of secondary winding to the coil of the ordinary switching electromagnet. On the basis of electromagnetic coupling theory analysis and simulation research of the magnetic field regarding the primary and secondary winding coils, and in accordance with the fact that under PWM control mode varying core position and operating current of windings produce different characteristic of flux increment of the secondary winding. The flux increment of the electromagnet winding can be obtained by conducting time domain integration for the induced voltage signal of the extracted secondary winding, and the core position from the two-dimensional fitting curve of the operating winding current and flux-linkage characteristic quantity of solenoid are calculated. The detecting and testing system of solenoid core position is developed based on the theoretical research. The testing results show that the flux characteristic quantity of switching electromagnet magnetic circuit is able to effectively show the core position and thus to accomplish the non-displacement transducer detection of the said core position of the switching electromagnet. This paper proposes a new method for detecting the core position by using flux characteristic quantity, which provides a new theory and method for switch solenoid to control the proportional valve. 展开更多
关键词 switch solenoid flux characteristic quantity position detection non-displacement sensor
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Numerical Simulation of Spray Characteristics of an Effervescent Atomizer
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作者 XIAO Ji-ming TU Yong-tao LI Peng-yang TANG Xiao-peng 《International Journal of Plant Engineering and Management》 2009年第2期108-112,共5页
Using fluid dynamics software Fluent, the spray characteristics of an effervescent atomizer in a downstream flow field was simulated and analyzed, the results show that on the cross sections of the atomizer downstream... Using fluid dynamics software Fluent, the spray characteristics of an effervescent atomizer in a downstream flow field was simulated and analyzed, the results show that on the cross sections of the atomizer downstream flow field, the distribution of the atomized droplet size is small and mainly concentrated about Sauter mean diameter ( SMD), and the distribution of the axial velocity is large, but mainly concentrated about the gas peak velocity in the closer nozzle axis area; the gas peak velocity of the atomized droplet increases, while the droplet SMD decreases with increase of the nozzle caliber and the air pressure; with the increase of the flow rate of cuttingfluid, the atomized droplet SMD increases, while the gas peak velocity rises first and then decreases, but the decrease trend is very small after the air pressure is more than 0. 4 MPa. The simulation results have significance in guiding for designing and applying the effervescent atomizer. 展开更多
关键词 minimal quantity lubrication effervescent atomization spray characteristics numerical simulation
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10 kV电缆中间接头绝缘用硅橡胶内部典型缺陷的超声信号表征方法
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作者 方春华 冯东东 +3 位作者 刘强 吴俊雄 王彦辉 宋博 《绝缘材料》 CAS 北大核心 2024年第10期125-132,共8页
电缆中间接头的绝缘状态对电缆安全稳定运行起重要作用。针对太赫兹成像技术的不成熟和有限元分析法的局限性,本文提出一种电缆附件硅橡胶内部典型缺陷的超声信号表征方法。首先通过仿真设计硅橡胶中不同类型的典型缺陷,然后对超声检测... 电缆中间接头的绝缘状态对电缆安全稳定运行起重要作用。针对太赫兹成像技术的不成熟和有限元分析法的局限性,本文提出一种电缆附件硅橡胶内部典型缺陷的超声信号表征方法。首先通过仿真设计硅橡胶中不同类型的典型缺陷,然后对超声检测仿真中接收的反射回波进行时域特征量和相关性分析,得到时域波形特征量与缺陷尺寸、角度的相关系数。最后基于脉冲回波法搭建超声试验平台,对含缺陷的平板硅橡胶样品进行超声检测试验。结果表明:硅橡胶内部缺陷的尺寸、角度与一次回波的振幅峰值具有良好的相关性,且相较于气泡类缺陷,裂纹类缺陷检测结果受缺陷角度的影响更大,不同角度缺陷的振幅峰值差异较大。说明超声信号可以有效表征电缆附件硅橡胶内部典型缺陷。 展开更多
关键词 硅橡胶 典型缺陷 超声波 波形特征量 相关性
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川西高原冰雹时空分布特征及大冰雹环境条件分析
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作者 师锐 康岚 周春花 《高原山地气象研究》 2024年第3期58-66,共9页
选取2001—2016年川西高原31个县市气象站逐月冰雹日、3个探空站资料及ERA5逐小时再分析资料,分析川西高原冰雹时空分布特征及冰雹发生的天气背景和环境条件。结果表明:(1)近16 a川西高原冰雹日数总体呈减少趋势,高海拔降雹次数多于较... 选取2001—2016年川西高原31个县市气象站逐月冰雹日、3个探空站资料及ERA5逐小时再分析资料,分析川西高原冰雹时空分布特征及冰雹发生的天气背景和环境条件。结果表明:(1)近16 a川西高原冰雹日数总体呈减少趋势,高海拔降雹次数多于较低海拔地区。降雹频率分布曲线呈双峰偏态型,阿坝州的峰值出现在5月和9月,甘孜州出现在6月和9月。降雹主要发生时段为11—21时,占比95.5%,峰值出现在15时和17时。冰雹直径<5 mm冰雹占年降雹的72%以上。(2)连续冰雹天气的发生多伴随有高原低值系统的东移,黄淮低涡西侧的切变是影响夏季阿坝地区的重要天气系统之一。不同季节阿坝北部的大冰雹天气均是在高原低值系统的影响下发生,春、夏季大冰雹个例受明显的冷空气或冷平流的影响。(3)大冰雹个例中,-20℃层高度为7.2~8.6 km,0℃层高度距离地面4 km左右,对流有效位能CAPE≥980 J·kg^(-1)。无论春夏还是秋季,红原大冰雹个例的中低层温差(T600~400 hPa)≥21℃且600~400 hPa垂直风切变达到15~21 m·s^(-1),有利于形成高度组织化的对流风暴。 展开更多
关键词 冰雹 时空分布 环流形势 物理量特征
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热电联产机组利用热网动态特性提升实时灵活性的自调度策略
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作者 黄大为 史博铭 +2 位作者 于娜 郭念康 孔令国 《中国电机工程学报》 EI CSCD 北大核心 2024年第20期7983-7994,I0006,共13页
热电联产(combined heat and power,CHP)机组可利用区域供热网络(districtheatingnetworks,DHNs)的动态特性为电力系统提供灵活性。针对CHP机组参与在日内灵活性交易市场的决策问题,提出一种利用热网动态特性提升CHP机组实时灵活性的自... 热电联产(combined heat and power,CHP)机组可利用区域供热网络(districtheatingnetworks,DHNs)的动态特性为电力系统提供灵活性。针对CHP机组参与在日内灵活性交易市场的决策问题,提出一种利用热网动态特性提升CHP机组实时灵活性的自调度策略。在分析利用DHNs动态特性提供实时灵活性机理的基础上,将CHP机组日内自调度周期划分为灵活性服务期和热平衡恢复期两个阶段,分别建立基于质调节和以质调节为主量调节为辅的优化调度模型,采用基于广义相量法的供热网络动态模型刻画质调节过程供热网络约束,以其增量网络模型反映量调节对供热网络的影响,形成DHNs在自调度周期的热平衡网络约束方程;通过在热平衡恢复期引入量调节,增加灵活性服务期的热功率调节能力,进一步释放CHP机组电功率调节能力。通过算例分析,验证在质调节过程中适度引入量调节对CHP机组灵活性提升的作用,在日内灵活性市场的向上和向下灵活性需求时段,相较于质调节策略,CHP机组的总利润变化量分别得到了25.6%和24.5%的提高,即验证所提自调度策略的特点和有效性。 展开更多
关键词 热电联产 热网动态特性 灵活性 量调节 日内灵活性市场
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燃油温度对柴油液相喷雾特性的影响
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作者 雷基林 刘晓佩 +3 位作者 刘懿 刘春丽 赵立艳 王东方 《农业工程学报》 EI CAS CSCD 北大核心 2024年第21期56-63,共8页
在低温环境下柴油黏度增大流动性变差,抑制了柴油机柴油喷雾的雾化和蒸发,直接影响柴油机的冷启动可靠性。为解决上述问题,采用背光法试验对比研究高温、低温柴油在不同工况条件下喷雾宏观结构的变化规律,并利用MATLAB对拍摄的喷雾图像... 在低温环境下柴油黏度增大流动性变差,抑制了柴油机柴油喷雾的雾化和蒸发,直接影响柴油机的冷启动可靠性。为解决上述问题,采用背光法试验对比研究高温、低温柴油在不同工况条件下喷雾宏观结构的变化规律,并利用MATLAB对拍摄的喷雾图像进行数字图像处理获取喷雾宏观特性参数。试验结果表明,喷孔直径0.12 mm时,随着喷油压力的变化柴油温度对喷油量的影响比较明显,黏性力的持续作用减慢了靠近壁面的流体层的流动速度,抑制柴油喷出,柴油温度低于0℃时随着柴油温度降低喷油量减少,高压时柴油温度降低导致液滴间增强的黏性力在动能和惯性力的作用下反而促进柴油持续喷出,喷油量随着柴油温度降低而增多。喷油压力为75 MPa时,柴油温度降至-20℃相较38℃柴油喷油量增加了近23.87%。并且小孔径下柴油温度降低液滴间黏性力增大,导致喷雾液滴尺寸增大,液滴所具有的动量越大,削弱柴油喷雾径向发展趋势,轴向运动能力增强,随着柴油温度的降低,喷雾贯穿距增大而喷雾锥角减小,柴油温度从38℃降至-20℃,柴油喷雾在0.70 ms时刻喷雾贯穿距增大了39.89 mm。喷孔直径为0.28 mm时,喷射压力小于75 MPa,喷油量随着柴油温度的降低而减少,相同喷油压力下柴油更多的动量消耗于克服更大的内部摩擦力,使其到达最远距离的能力减弱,降低柴油温度会导致喷雾贯穿距和喷雾锥角均减小,当喷油压力为75 MPa时,0.70 ms时刻-20℃柴油喷雾贯穿距相对38℃柴油喷雾贯穿距缩短了30.86 mm。相同喷射压力下增大喷孔直径,-20℃柴油喷雾贯穿距减小,喷雾锥角增大。随着喷油压力的提升柴油温度对喷雾宏观特性的影响更加突出,喷油压力越高降低柴油温度造成的喷雾贯穿距缩短趋势越明显。研究结果可为柴油机冷起动过程低温柴油喷雾特性提供支撑。 展开更多
关键词 柴油机 低温冷启动 喷雾特性 喷油量 喷孔直径
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大扰动下电力系统惯性时空分布特性的表征形式初探
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作者 李卫东 丁奇力 《中国电机工程学报》 EI CSCD 北大核心 2024年第12期4601-4614,I0002,共15页
已有关于系统惯性时空分布(spatial-temporal distribution of system inertia,SDSI)的研究大多聚焦于惯量估计,而对其概念的表征并不统一,也缺乏对其性质的深入剖析与相关概念的系统梳理与辨析。该文试图探索大扰动下系统惯性时空分布... 已有关于系统惯性时空分布(spatial-temporal distribution of system inertia,SDSI)的研究大多聚焦于惯量估计,而对其概念的表征并不统一,也缺乏对其性质的深入剖析与相关概念的系统梳理与辨析。该文试图探索大扰动下系统惯性时空分布特性的表征形式。基于频率动态过程分析剖析了惯性时空分布特性,提出系统节点惯量概念并给出该参量的性质描述参量,基于惯性物理机理提出了这些参量的量化分析方法并推导了相关系数的差分计算公式。仿真算例验证了对系统惯性时空分布特性所做的分析与判断,利用所提出的表征形式可全面而规范地表征系统惯性时空分布特征。研究可为电力系统惯性时空分布特性表征体系的构建提供参考。 展开更多
关键词 电力系统 系统惯性 时空分布特性 表征形式 系统节点惯量
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黄河流域煤矿矿井水综合利用问题分析及管控建议 被引量:2
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作者 马怡斋 王海燕 +4 位作者 武亚凤 乔肖翠 李雪 何江涛 刘琰 《环境科学研究》 CSCD 北大核心 2024年第1期122-130,共9页
黄河流域煤炭资源丰富,但水资源匮乏,如何在确保生态环境安全的前提下,最大程度实现煤矿矿井水的综合利用,成为该地区迫切需要解决的热点问题.黄河流域煤矿矿井水的涌水量分布不均,呈南多北少的特征,且水质具有高矿化度、碱性或弱碱性... 黄河流域煤炭资源丰富,但水资源匮乏,如何在确保生态环境安全的前提下,最大程度实现煤矿矿井水的综合利用,成为该地区迫切需要解决的热点问题.黄河流域煤矿矿井水的涌水量分布不均,呈南多北少的特征,且水质具有高矿化度、碱性或弱碱性以及高氟化物的特点.结合当前煤矿矿井水主要的综合利用途径,在总结国内外煤矿矿井水排放管控要求的基础上,识别当前制约我国煤矿矿井水综合利用的原因包括外排受较多制约,缺少供水需求,缺少对水质标准、技术规范和政策监管的改善,处理过程中缺乏技术规范化指导以及缺乏鼓励矿井水综合利用的措施等.针对以上问题,从实事求是地制订煤矿矿井水外排的管理要求、科学制订基于不同利用途径的煤矿矿井水综合利用水质标准、加强煤矿矿井水处理技术的推荐和引导以及建立多部门协作机制等方面,提出提高黄河流域煤矿矿井水综合利用率的建议,以期为合理利用水资源、确保生态环境安全、促进黄河流域高质量发展提供支撑. 展开更多
关键词 煤矿矿井水 水质水量特征 综合利用 排放要求 管控建议
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基于模糊C均值聚类和概率神经网络的PEMFC故障诊断方法研究 被引量:2
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作者 黄赵军 苏建徽 +3 位作者 解宝 施永 黄诚 瞿晓丽 《太阳能学报》 EI CAS CSCD 北大核心 2024年第1期475-483,共9页
为解决质子交换膜燃料电池电堆的故障分类问题,提出一种基于模糊C均值聚类和概率神经网络的故障诊断新方法。首先基于修正后的燃料电池电堆Fouquet等效电路模型,并结合电堆阻抗谱实验数据,得到电堆的正常、水淹、膜干和氧饥饿4种工作状... 为解决质子交换膜燃料电池电堆的故障分类问题,提出一种基于模糊C均值聚类和概率神经网络的故障诊断新方法。首先基于修正后的燃料电池电堆Fouquet等效电路模型,并结合电堆阻抗谱实验数据,得到电堆的正常、水淹、膜干和氧饥饿4种工作状态与电路模型参数的对应关系,进而提取合适的故障特征量作为聚类算法的特征输入。然后,利用模糊C均值聚类算法对故障样本进行聚类,形成标准聚类中心,并在此基础上,采用概率神经网络算法对故障样本实现多故障分类,有效剔除奇异数据并提高模型分类的正确率。最后,对200组实验数据进行实例分析,并与支持向量机和K最邻近方法进行对比,结果表明所提方法能对4种电堆工作状态进行快速识别,分类准确率达98.33%,验证了所提算法的有效性。 展开更多
关键词 质子交换膜燃料电池 聚类算法 神经网络 故障诊断 故障特征量
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变电站隔离开关操作产生的电磁暂态特征量研究 被引量:1
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作者 罗逸涵 杨兰均 +2 位作者 成林 吴健 谷永刚 《高电压技术》 EI CAS CSCD 北大核心 2024年第4期1801-1811,共11页
变电站隔离开关操作产生的电磁骚扰是电力系统二次设备防护的重要内容。基于真型实验场开展了一系列实验,在AIS和GIS内进行了一系列不同电压等级不同容性负载的隔离开关分合闸重复实验。由于隔离开关操作持续时间长,采样率高,采集得到... 变电站隔离开关操作产生的电磁骚扰是电力系统二次设备防护的重要内容。基于真型实验场开展了一系列实验,在AIS和GIS内进行了一系列不同电压等级不同容性负载的隔离开关分合闸重复实验。由于隔离开关操作持续时间长,采样率高,采集得到的实测数据十分庞大,为了方便处理实测数据,设计了一种自动计算的模型既能实现隔离开关全过程多次放电脉冲群的特征量提取,也能实现单次击穿波形的分离和计算。计算结果显示AIS隔离开关操作产生的电磁骚扰主频在300~600 kHz,有些文献中测量结果高达几MHz,GIS产生的电磁骚扰在17~20 MHz。暂态电流及其耦合的电磁骚扰主频仅受变电站结构和参数影响,相同实验条件下GIS产生的地电波比AIS幅值更高主频更大振荡更强烈。该实验结果为电力系统开展针对二次设备的电磁防护试验提供了量化参数。 展开更多
关键词 变电站隔离开关 暂态波形 二次设备 特征量 统计规律
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紫茎泽兰覆盖度对次生林林下植物群落结构及物种多样性影响 被引量:1
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作者 方曾红 陈鹏 +6 位作者 蒋华 文亦芾 王莹 冯丹 李灿雯 冯志伟 李浩然 《西部林业科学》 CAS 北大核心 2024年第2期17-21,28,共6页
为了探讨紫茎泽兰种群扩散蔓延对次生林林下的植物群落结构和物种多样性的影响,以高黎贡山自然保护区边缘紫茎泽兰入侵的次生林为研究对象,采用野外生态学调查和数据统计分析相结合的方法,开展不同紫茎泽兰盖度对次生林林下植物群落结... 为了探讨紫茎泽兰种群扩散蔓延对次生林林下的植物群落结构和物种多样性的影响,以高黎贡山自然保护区边缘紫茎泽兰入侵的次生林为研究对象,采用野外生态学调查和数据统计分析相结合的方法,开展不同紫茎泽兰盖度对次生林林下植物群落结构特征及物种多样性影响。结果显示:(1)随着紫茎泽兰盖度的增大,次生林林下优势物种由地毯草、荩草、头花蓼逐渐演变成紫茎泽兰、荩草、狗尾草;(2)同时林下层植物植株密度、物种丰富度指数、物种多样性指数、物种均匀度指数显著下降,而紫茎泽兰的株高、分蘖数和地上生物量显著增加。结果表明:紫茎泽兰凭借其生长迅速、分蘖性强、繁殖力强、传播距离广等生物学特性,其一旦定植,能迅速生长,在生态位抢占先机,然后通过其自身分泌的化感物质进一步排挤其他草本和灌木,形成大面积的单优群落,导致林下物种多样性显著降低,对森林生态系统造成危害。 展开更多
关键词 次生林 紫茎泽兰 群落结构 物种多样性 种群数量
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海南尖峰岭热带山地雨林60 hm^(2)大样地幼苗物种组成及数量特征
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作者 石佳竹 许涵 +4 位作者 李艳朋 陈洁 骆土寿 林明献 李意德 《林业科学》 EI CAS CSCD 北大核心 2024年第9期33-40,共8页
【目的】分析海南尖峰岭热带山地雨林60 hm^(2)大样地幼苗物种组成、分布及数量特征变化规律,更深入了解热带森林群落物种组成和自然更新过程,为进一步探究幼苗分布与生长的影响因素提供参考依据。【方法】在海南尖峰岭典型热带山地雨林... 【目的】分析海南尖峰岭热带山地雨林60 hm^(2)大样地幼苗物种组成、分布及数量特征变化规律,更深入了解热带森林群落物种组成和自然更新过程,为进一步探究幼苗分布与生长的影响因素提供参考依据。【方法】在海南尖峰岭典型热带山地雨林,基于2012年建立的1块60 hm^(2)动态监测大样地,连续7年监测其中290个样站(每个样站3个1 m^(2)小样方)的幼苗生长规律,区分幼苗的生活型、菌根类型和物种优势度,分析其物种组成及数量动态变化特征。【结果】2013—2019年共记录到幼苗个体234种60750株,包括4种生活型(乔木、灌木、藤本和草本)和3种菌根类型(丛枝菌根类型AM、外生菌根类型ECM、内生和外生混合类型AM&ECM)。优势物种九节和厚壳桂幼苗广泛分布,其重要值、植株数量和出现频度均在所有物种幼苗中占据前2位。各幼苗样方物种数量分布不均匀,较大部分幼苗物种仅有稀少的植株数量。【结论】海南尖峰岭热带山地雨林幼苗物种组成丰富,存在大量稀有物种,研究结果对了解时间和空间尺度上幼苗的物种组成、分布及数量特征变化以及探究其影响因素具有重要参考价值。 展开更多
关键词 海南尖峰岭 热带山地雨林 幼苗 物种组成 数量特征
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不同灌溉量对矮化密植苹果树生理特性和苹果产量及品质的影响
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作者 张艺加 程平 +1 位作者 王磊 武胜利 《新疆农业科学》 CAS CSCD 北大核心 2024年第5期1140-1150,共11页
【目的】研究不同滴灌量对苹果生理特性和苹果产量及品质的影响。【方法】以新疆阿克苏地区的矮化密植苹果树为研究对象,设置3种滴灌量处理,即:低水W 1(灌溉定额为216 m^(3)/667m^(2));中水W_(2)(灌溉定额为249 m^(3)/667m^(2));高水W_(... 【目的】研究不同滴灌量对苹果生理特性和苹果产量及品质的影响。【方法】以新疆阿克苏地区的矮化密植苹果树为研究对象,设置3种滴灌量处理,即:低水W 1(灌溉定额为216 m^(3)/667m^(2));中水W_(2)(灌溉定额为249 m^(3)/667m^(2));高水W_(3)(灌溉定额为282 m^(3)/667m^(2));漫灌为CK(灌溉定额为750 m^(3)/667m^(2))。利用TDP插针式茎流仪测定苹果树茎流速率、Li-6400便携式光合测定仪测定叶片光合参数、HOBO小型气象站采集气象数据、ECH_(2) O水分探头测定-20、-40、-60和-80 cm土壤含水量;测定苹果产量指标(单果重、纵径、横径、果形指数)和品质指标(可溶性糖、总酸、K、Ca、Na、Mg、Cu、Zn、Fe、Mn含量)。【结果】不同灌溉处理茎流速率表现为CK>W_(3)>W_(2)>W 1,不同月份平均茎流速率排序为7月>8月>6月>9月。净光合速率和蒸腾速率均随灌溉量的增加呈先增大后减小的趋势,W_(2)处理的水分利用效率较高。影响苹果树茎流速率的主要气象因子是太阳辐射和大气温度,30~50 cm土层是滴灌灌溉的重要区域。随灌溉量的提高,产量逐渐增加,但W_(2)、W_(3)和CK无显著差异性。灌溉水利用效率随灌溉量增加呈先增大后减小的趋势,W_(2)的灌溉水利用效率最大,较对照CK高出65.59%。W_(2)处理为最佳处理,但在干旱区可以适当多灌溉以提高其产量。【结论】新疆阿克苏地区矮化密植苹果树最佳灌溉处理为W_(2)处理,灌溉定额为249 m^(3)/667m^(2),全年灌溉次数为11次,7月蒸发量较大应及时灌溉。 展开更多
关键词 苹果树 灌溉量 茎流速率 光合特性 灌溉水利用效率
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Prediction model of volume average diameter and analysis of atomization characteristics in electrostatic atomization minimum quantity lubrication 被引量:8
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作者 Dongzhou JIA Changhe LI +5 位作者 Jiahao LIU Yanbin ZHANG Min YANG Teng GAO Zafar SAID Shubham SHARMA 《Friction》 SCIE EI CAS CSCD 2023年第11期2107-2131,共25页
Minimum quantity lubrication(MQL)is a relatively efficient and clean alternative to flooding workpiece machining.Electrostatic atomization has the merits of small droplet diameter,high uniformity of droplet size,and s... Minimum quantity lubrication(MQL)is a relatively efficient and clean alternative to flooding workpiece machining.Electrostatic atomization has the merits of small droplet diameter,high uniformity of droplet size,and strong coating,hence its superiority to pneumatic atomization.However,as the current research hotspot,the influence of jet parameters and electrical parameters on the average diameter of droplets is not clear.First,by observing the shape of the liquid film at the nozzle outlet,the influence law of air pressure and voltage on liquid film thickness(h)and transverse and longitudinal fluctuations are determined.Then,the mathematical model of charged droplet volume average diameter(VAD)is constructed based on three dimensions of the liquid film,namely its thickness,transverse wavelength(λ_(h)),and longitudinal wavelength(λ_(z)).The model results under different working conditions are obtained by numerical simulation.Comparisons of the model results with the experimental VAD of the droplet confirm the error of the mathematical model to be less than 10%.The droplet diameter distribution span value Rosin–Rammler distribution span(R.S)and percentage concentrations of PM10(particle size of less than 10μm)/PM2.5(particle size of less than 2.5μm)under different working conditions are further analyzed.The results show that electrostatic atomization not only reduces the diameter distribution span of atomized droplets but also significantly inhibits the formation of PM10 and PM2.5 fine-suspension droplets.When the air pressure is 0.3 MPa,and the voltage is 40 kV,the percentage concentrations of PM10 and PM2.5 can be reduced by 80.72%and 92.05%,respectively,compared with that under the pure pneumatic atomization condition at 0.3 MPa. 展开更多
关键词 minimum quantity lubrication(MQL) electrostatic atomization volume average diameter(VAD) atomization characteristics
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