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Reliability and Validity of Hand-Held Dynamometer and Hand-Held Sphygmomanometer for Testing Shoulder Isometric External and Internal Rotator Muscles Strength
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作者 Francesco Bettariga Nicola Francesco Lopomo +3 位作者 Fabio Civera Stefano Giuseppe Lazzarini Lisa Mantovani Luca Maestroni 《Journal of Science in Sport and Exercise》 CSCD 2024年第4期386-393,共8页
Background Shoulder strength evaluation is a recommended procedure in musculoskeletal rehabilitation.Aim To examine hand-held sphygmomanometer(HHS)and hand-held dynamometer(HHD)intra-and inter-rater reliability during... Background Shoulder strength evaluation is a recommended procedure in musculoskeletal rehabilitation.Aim To examine hand-held sphygmomanometer(HHS)and hand-held dynamometer(HHD)intra-and inter-rater reliability during isometric shoulder external and internal rotation strength testing in prone rotation position in asymptomatic participants,and to compare these two testing modalities.Design Reliability study.Methods A total of 20 asymptomatic participants(27.7±7.4 years;77.1±10.1 kg)attended a strength assessment consisting of HHS and HHD tests.Reliability was assessed using the intra-class correlation coefficient(ICC)with 95%confidence intervals(CI),coefficient of variation(CV)with 95%CI,and standard error of measurement(SEM).Pearson correlation and linear regression analysis were used to compare HHS and HHD testing modalities.Results“Good”to“excellent”intra(ICC range=0.896 to 0.979)and inter-rater reliability scores(ICC range=0.850 to 0.978)were displayed during both HHS and HHD tests during internal and external rotation strength assessments.Linear relationships between HHS and HHD measures were found,with coefficients of determination(R2)ranging between 0.60 and 0.79.Conclusion HHS and HHD resulted to be reliable strength assessment modalities for clinical practice.These assessment modes can be equally valid in assessing intra and inter-limb asymmetries in isometric shoulder rotation strength.The affordability and availability of HHS in ordinary clinical settings can facilitate its implementation in musculoskeletal practice. 展开更多
关键词 SPHYGMOMANOMETER hand-held dynamometer Reliability SHOULDER
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Robot driver for vehicle durability emission test on chassis dynamometer 被引量:9
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作者 陈晓冰 张为公 《Journal of Southeast University(English Edition)》 EI CAS 2005年第1期33-38,共6页
A method for a vehicle durability emission test using a robot driver insteadof human drivers on the chassis dynamometer is presented. The system architecture of vehicledurability emission test cell, the road load simu... A method for a vehicle durability emission test using a robot driver insteadof human drivers on the chassis dynamometer is presented. The system architecture of vehicledurability emission test cell, the road load simulation strategy and the tele-monitoring systembased on Browser/Client structure are described. Furthermore, the construction of the robot driver,vehicle performance self-learning algorithm, multi-mode vehicle control model and vehicle speedtracking strategy based on fuzzy logic arealso discussed. Besides, the capability of controlparameters self-compensation on-line makes it possible to compensate the wear of vehicle componentsand the variety of clutch true bite point during the long term test. Experimental results show thattherobot driver can be applicable to a wide variety of vehicles and the obtained results stay withina tolerance band of ± 2 km/h. Moreover the robot driver is able to control tested vehicles withgood repeatability and consistency; therefore, this methodpresents a solution to eliminate theuncertainty of emission test results by human drivers and to ensure the accuracy and reliability ofemission test results. 展开更多
关键词 robot driver durability emission test chassis dynamometer driving testcycle
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Design and simulation of electrical dynamometer using improved DTC induction motor driver 被引量:1
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作者 ZHU Cheng-li WANG Yan-zhong HOU Liang-wei 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第6期1360-1368,共9页
AC motors, especially the squirrel cage induction motors have the advantages of simple structure, good reliability and low cost. They are more suitable to be used as electrical dynamometers to provide dynamic load for... AC motors, especially the squirrel cage induction motors have the advantages of simple structure, good reliability and low cost. They are more suitable to be used as electrical dynamometers to provide dynamic load for bench test systems. But, the speed and torque of induction motors are not easy to be controlled accurately. In this work, an electrical dynamometer based on the induction motor is proposed. In order to get better control performance of torque and speed of induction motor, an improved direct torque control method(DTC) is also developed based on the space vector modulation(SVM) technique. The performance of the proposed dynamometer system is validated in the Matlab/Simulink platform. The simulation results show that the new dynamometer has good torque and stator flux response. And the torque and stator current ripples of it are reduced significantly compared with using the conventional DTC method. 展开更多
关键词 dynamometer induction motor DIRECT TORQUE CONTROL (DTC) DIRECT TORQUE CONTROL method-space vector modulation DTC-SVM PI controller
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Soft measurement model on torque of alternating current electrical dynamometer including copper loss and iron loss 被引量:1
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作者 ZHONG Ding-qing WANG Ai-lun HE Qian 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第8期2272-2280,共9页
Alternating current electrical dynamometer is a common device to measure the torque of engines, such as the gasoline engine. In order to solve the problems such as high cost, high energy consumption and complicated me... Alternating current electrical dynamometer is a common device to measure the torque of engines, such as the gasoline engine. In order to solve the problems such as high cost, high energy consumption and complicated measurement system which exists in the direct measurement on the torque of alternating current electrical dynamometer, copper loss and iron loss are taken as two key factors and a soft-sensing model on the torque of alternating current electrical dynamometer is established using the fuzzy least square support vector machine (FLS-SVM). Then, the FLS-SVM parameters such as penalty factor and kernel parameter are optimized by adaptive genetic algorithm, torque soft-sensing is investigated in the alternating current electrical dynamometer, as well as the energy feedback efficiency and energy consumption during the measurement phase of a gasoline engine loading continual test is obtained. The results show that the minimum soft-sensing error of torque is about 0.0018, and it fluctuates within a range from -0.3 to 0.3 N·m. FLS-SVM soft-sensing method can increase by 1.6% power generation feedback compared with direct measurement, and it can save 500 kJ fuel consumption in the gasoline engine loading continual test. Therefore, the estimation accuracy of the soft measurement model on the torque of alternating current electrical dynamometer including copper loss and iron loss is high and this indirect measurement method can be feasible to reduce production cost of the alternating current electrical dynamometer and energy consumption during the torque measurement phase of a gasoline engine, replacing the direct method of torque measurement. 展开更多
关键词 TORQUE fuzzy theory least square support vector machine alternating current electrical dynamometer
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Test-retest strength reliability of the Electronic Push/Pull Dynamometer (EPPD) in the measurement of the quadriceps and hamstring muscles on a new chair
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作者 Mikhled F. Maayah Mohammad D. Al-Jarrah +7 位作者 Saad S. El Zahrani Ali H. Alzahrani Emad T. Ahmedv Amr A. Abdel-Aziem Gopichandran Lakshmanan Nabeel A. Almawajdeh Muhsen B. Alsufiany Yaser O. M. Abu Asi 《Open Journal of Internal Medicine》 2012年第2期123-128,共6页
Background: Test-retest strength reliability of the Electronic Push/Pull Dynamometer (EPPD) in the measurement of the extensor and flexor muscles on a new constructed chair. The objective of the study was to assess re... Background: Test-retest strength reliability of the Electronic Push/Pull Dynamometer (EPPD) in the measurement of the extensor and flexor muscles on a new constructed chair. The objective of the study was to assess reliability of Electronic Push/Pull Dynamometer in the measurement of the knee flexion and extension at 90° and 60° on a new constructed chair. The aims of the author: To assess reliability of Electronic Push/Pull Dynamometer in the measurement of the knee flexion and extension at 90° and 60° on a new constructed chair. Design: A test-retest reliability study. Subjects: One hundred healthy students male and female (mean age, 21y). Methods: Maximum isometric strength of the quadriceps and hamstring muscle groups was measured using the EPPD were recorded at 60° and 90° for 3 trials on 2 occasions. Reliability was assessed with the Intraclass correlation coefficient (ICC), mean and standard deviation (SD) of measurements, and smallest real differences were calculated for the maximum and for the mean and work of the 3 repetitions. Results: Mean strength ranged from 50.44 kg for knee flexion to 55.76 kg for knee extension 50.44 kg to 61.98 kg at 90° hip flexion. Test-retest reliability Intraclass correlation coefficients (ICCs) ranged from 0.85 to 0.99. ICCs for test-retest reliability ranged from 0.780 to 0.998. Conclusions: The results of the reliability study indicate that the EPPD in reliable dynamometer to use in determining lower limb muscle force production. It can be used to measure disease progression and to evaluate changes in knee extension and flexion strength at the individual patient level. 展开更多
关键词 Muscle Strength Reliability TEST-RETEST hand-held dynamometer ELECTRONIC Pull/Push dynamometer
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Model Predictive Control Coupled with Artificial Intelligence for Eddy Current Dynamometers
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作者 İhsan Uluocak Hakan Yavuz 《Computer Systems Science & Engineering》 SCIE EI 2023年第1期221-234,共14页
The recent studies on Artificial Intelligence(AI)accompanied by enhanced computing capabilities supports increasing attention into traditional control methods coupled with AI learning methods in an attempt to bringing... The recent studies on Artificial Intelligence(AI)accompanied by enhanced computing capabilities supports increasing attention into traditional control methods coupled with AI learning methods in an attempt to bringing adap-tiveness and fast responding features.The Model Predictive Control(MPC)tech-nique is a widely used,safe and reliable control method based on constraints.On the other hand,the Eddy Current dynamometers are highly nonlinear braking sys-tems whose performance parameters are related to many processes related vari-ables.This study is based on an adaptive model predictive control that utilizes selected AI methods.The presented approach presents an updated the mathema-tical model of an Eddy Current Dynamometer based on experimentally obtained system operational data.Finally,the comparison of AI methods and related learn-ing performances based on the assessment technique of mean absolute percentage error(MAPE)issues are discussed.The results indicate that Single Hidden Layer Neural Network(SHLNN),General Regression Neural Network(GRNN),Radial Basis Network(RBNN),Neuro Fuzzy Network(ANFIS)coupled MPC have quite satisfying performances.The presented results indicate that,amongst them,GRNN appears to provide the best performance. 展开更多
关键词 Model predictive control eddy current dynamometer artificial intelligence GRNN RBNN ANFIS
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Design and Manufacture of a Mobile Dynamometer
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作者 Animashaun Idriss Woods Gerry 《Journal of Mechanics Engineering and Automation》 2018年第6期273-279,共7页
DIT has competed for a number of years in the Formula Student competition with petrol engine propelled vehicles.Dynamometer testing on these engines was traditionally outsourced.In2017/2018a decision was made to comme... DIT has competed for a number of years in the Formula Student competition with petrol engine propelled vehicles.Dynamometer testing on these engines was traditionally outsourced.In2017/2018a decision was made to commence the design of an electric vehicle.Access to a suitable dynamometer for regular testing became more important than ever in order to fully characterise the electric motors the gearbox combinations and optimise the performance of the formula student electric vehicle.This paper deals with the design and manufacture and component selection for a mobile dynamometer that can accurately simulate racetrack conditions and apply typical loading cycles to a motor producing torque,power and speed values from a typical drivetrain.The dynamometer described uses a particle brake to apply the loads,a datum M425torque transducer to measure torque and a National Instruments LabVIEW interface to display and store data during testing.Safety is of vital importance and this paper describes the high-safety standards applied during the design and manufacture phase.With the implementation of an electronic control circuit,motor characteristics charts are produced,analysed and utilised for calibration and benchmarking for future motor test runs.Aim:Design&Manufacture of a mobile dynamometer unit to produce torque,speed and power values from the drive train of a motor. 展开更多
关键词 FORMULA SAE engine testing dynamometer data ACQUISITION TORQUE TRANSDUCER
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Reliability of the K-Force Muscle Controller Dynamometer on Eccentric and Isometric Hip Adduction Strength
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作者 Christos Pippas Antonis Emmanouilidis +2 位作者 Stefanos Karanasios George Koumantakis George Gioftsos 《Open Journal of Therapy and Rehabilitation》 2024年第3期224-235,共12页
Hip adduction strength tests are commonly used in clinical practice to provide an accurate diagnosis of groin injuries. Athletes with reduced adductor muscle strength are at risk of developing groin injuries. Our stud... Hip adduction strength tests are commonly used in clinical practice to provide an accurate diagnosis of groin injuries. Athletes with reduced adductor muscle strength are at risk of developing groin injuries. Our study aimed to evaluate the relative and absolute test-retest reliability of the side-lying eccentric hip adduction strength test and the long-lever adduction squeeze test using the K-Force hand-held dynamometer. Twenty physically active male individuals with a mean age (±SD) of 30.7 (±7.3) years were included. Both tests presented excellent test-retest reliability (Intraclass Correlation Coefficient: 0.77 - 0.95). The best and mean scores of the eccentric and isometric tests presented the smallest test-retest variation (MDC%: 12.8 - 14.9 and MDC%: 14.6 - 18.7, respectively). Our study showed that the K-Force dynamometer has excellent reliability for assessing hip adduction strength in two different testing positions. We suggest the best and mean of three repetitions for clinical practice as they present the lowest variability. Further research evaluating its clinimetric properties in different populations and gender is recommended. 展开更多
关键词 ADDUCTOR GROIN Strength Testing dynamometer RELIABILITY
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一种功图量油中有效冲程的新算法
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作者 温后珍 张义举 +2 位作者 孟碧霞 陈颖 李媛媛 《黑龙江科技大学学报》 2026年第1期158-162,共5页
为解决功图量油技术中凡尔开闭点识别准确度不足的问题,提出了一种示功图凡尔开闭点筛选新算法。该算法对示功图数据进行归一化处理,通过凸包络与线性插值法抑制噪声,根据抽油机工作原理将示功图划分为4个特征片区,采用三点法计算曲率... 为解决功图量油技术中凡尔开闭点识别准确度不足的问题,提出了一种示功图凡尔开闭点筛选新算法。该算法对示功图数据进行归一化处理,通过凸包络与线性插值法抑制噪声,根据抽油机工作原理将示功图划分为4个特征片区,采用三点法计算曲率并筛选出各片区曲率峰值以精准定位凡尔开闭点,采用该算法对500口井的日常生产数据进行测试。结果表明,该算法对凡尔开闭点筛选准确率达96.8%,显著优于传统算法,在扰动较大、受气体影响等复杂工况下仍具备强抗干扰性与稳定性。 展开更多
关键词 功图量油 有效冲程 数字化油田 功图计产
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基于多尺度特征提取与ResNet-Transformer的抽油机故障诊断
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作者 韩东颖 朱志洲 +1 位作者 葛子轩 时培明 《计量学报》 北大核心 2026年第1期35-41,共7页
提出了一种多尺度特征提取与ResNet-Transformer算法用于抽油机故障诊断。首先,利用深度残差网络ResNet-34的局部特征提取能力捕获示功图空间细节,并借助Transformer编码器上下文建模能力获取全局特征,构建了端到端的抽油机故障诊断框架... 提出了一种多尺度特征提取与ResNet-Transformer算法用于抽油机故障诊断。首先,利用深度残差网络ResNet-34的局部特征提取能力捕获示功图空间细节,并借助Transformer编码器上下文建模能力获取全局特征,构建了端到端的抽油机故障诊断框架;其次,引入多尺度特征提取模块,通过1×1、3×3和5×5卷积核并行提取不同尺度的特征信息,增强对示功图细节的感知能力;最后,设计了特征融合注意力机制,自适应地整合多尺度特征和全局语义信息。在包含7种典型工况的示功图数据集上进行实验,结果表明,该算法在故障诊断任务中取得了94%准确率,验证了所提算法的有效性。 展开更多
关键词 力学计量 故障诊断 抽油机 示功图 多尺度特征提取 ResNet-Transformer模型
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基于卷积变分自编码器的游梁式抽油机示功图样本扩展方法
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作者 叶哲伟 刘章 +2 位作者 刘兵 金存 周瑜 《石油机械》 北大核心 2026年第1期10-19,共10页
深度学习法在游梁式抽油机示功图诊断中发挥着重要作用,但实际应用中,不同故障类型的示功图样本在数量、多样性和平衡性方面存在不足,影响现有诊断模型的性能。为此,提出了一种基于卷积变分自编码器(CVAE)的示功图样本扩展方法。将CVAE... 深度学习法在游梁式抽油机示功图诊断中发挥着重要作用,但实际应用中,不同故障类型的示功图样本在数量、多样性和平衡性方面存在不足,影响现有诊断模型的性能。为此,提出了一种基于卷积变分自编码器(CVAE)的示功图样本扩展方法。将CVAE模型编码器和解码器设计为浅层卷积神经网络,作为示功图样本生成模型;原始示功图样本归一化和二值化处理后,提取图像的像素值作为模型输入。由CVAE模型单独学习每类示功图的形状特征,以生成与原始数据集相似的新样本;将生成的新样本与原始数据集结合,构建扩展数据集;利用诊断模型对扩展数据集进行训练,以验证生成样本的有效性,并分析样本扩展后改善类不平衡性对模型诊断性能的影响。研究结果表明:采用该方法扩展后的数据集显著提升了诊断模型的性能,其宏平均分数(F_(macro))达到98.66%,优于随机复制和全连接变分自编码器扩展数据集的结果。该方法为示功图故障诊断提供了样本数量、样本多样性和平衡性兼备的深度学习数据,显著提升了判断的准确性,可为智慧油田建设提供技术支撑。 展开更多
关键词 游梁式抽油机 示功图 类不平衡样本 故障诊断 样本扩展 卷积变分自编码器
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用于隔振器性能检测的压电测力仪性能研究
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作者 钱致光 任宗金 +2 位作者 王宇航 关文轩 田雨哲 《振动与冲击》 北大核心 2026年第3期44-51,61,共9页
以力传递率作为隔振器隔振性能指标,设计了两个用于舰船隔振器隔振性能检测的压电测力仪。建立了压电测力仪的理论物理模型,分析了压电测力仪理论动态特性,探究了固有频率对于测力仪动态力测量的影响。基于压电效应设计压电测力仪结构,... 以力传递率作为隔振器隔振性能指标,设计了两个用于舰船隔振器隔振性能检测的压电测力仪。建立了压电测力仪的理论物理模型,分析了压电测力仪理论动态特性,探究了固有频率对于测力仪动态力测量的影响。基于压电效应设计压电测力仪结构,并通过参数化仿真优化了部分结构尺寸,通过有限元仿真验证测力仪静动态性能良好。通过静动态标定试验,验证了两个压电测力仪的灵敏度为3.59 pC/N,非线性误差小于0.15%,重复性误差小于0.61%,在0~200 Hz频率内,动态测量误差小于5.00%,测量阈值小于0.01 N,最后通过扫频激振试验获得了隔振器力传递率曲线。 展开更多
关键词 压电测力仪 有限元分析 静动态标定 隔振器 力传递率
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Comparison of the Retinomax hand-held autorefractor versus table-top autorefractor and retinoscopy 被引量:4
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作者 Ibrahim Tuncer Mehmet Ozgur Zengin Eyyup Karahan 《International Journal of Ophthalmology(English edition)》 SCIE CAS 2014年第3期491-495,共5页
AIM:To compare noncycloplegic and cycloplegic results of Retinomax measurements with findings achieved after cycloplegia using table-top autorefractor and retinoscopy.METHODS:The study included 127 patients(mean age96... AIM:To compare noncycloplegic and cycloplegic results of Retinomax measurements with findings achieved after cycloplegia using table-top autorefractor and retinoscopy.METHODS:The study included 127 patients(mean age96.7mo,range 21 to 221).Retinomax(Rmax)(Nikon Inc.,Japan)was used to obtain noncycloplegic refraction.Under cycloplegia,refraction was measured with Rmax,table-top autorefractor(TTR)(Nikon NRK 8000,Inc.,Japan)and retinoscopy.The values of sphere,spherical equivalent,cylinder and axis of cylinder were recorded for Rmax,TTR and retinoscopy in each eye.All results were analyzed statistically.RESULTS:The mean spheric values(SV),spherical equivalent values(SEV)and cylindrical values(CV)of the noncycloplegic Rmax(SV:0.64 D,SEV:0.65 D and CV:0.03 D,respectively)were found to be significantly lower than cycloplegic TTR(1.43 D,1.38 D and 0.3 D;P=0.012,P=0.011 and P=0.04,respectively)and retinoscopy(1.34 D,1.45 D and 0.23 D;P=0.04,P=0.002 and P=0.045,respectively).Mean cycloplegic SV,SEV,CV were not significantly different between Rmax and TTR,Rmax and retinoscopy,TTR and retinoscopy.Cycloplegic or noncycloplegic axis values were not different between any method.CONCLUSION:Rmax may be used successfully as a screening tool but may not be accurate enough for actual spectacle prescription.Cycloplegic Rmax measurements may be able to identify refractive error in children because of approximate results to retinoscopy. 展开更多
关键词 AUTOREFRACTOR hand-held refractors RETINOSCOPY Retinomax
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Characteristics Study of Portable Hand-Held Phone Antenna by MoM
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作者 李玉莹 徐晓文 《Journal of Beijing Institute of Technology》 EI CAS 2003年第1期11-14,共4页
The characteristics of one kind of handset antenna are analyzed by the method of moments. By using the Pocklington equation and the Galerkin method, the current distribution on the handset antenna is calculated, the i... The characteristics of one kind of handset antenna are analyzed by the method of moments. By using the Pocklington equation and the Galerkin method, the current distribution on the handset antenna is calculated, the input impedance and radiation patterns are obtained. In addition, the characteristics of monopoles mounted on conducting chassis box with different sizes are analyzed. The results show that the size of the conducting chassis box has significant effect on the performance of the handset antenna. Therefore, appropriately changing the size of the conducting chassis box may improve the performance of the handset antenna. 展开更多
关键词 method of moments hand-held phone antenna monopole antenna IMPEDANCE
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面向多源数据的CNN-XGB抽油机井故障诊断技术 被引量:2
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作者 张黎明 吴雨垣 +4 位作者 李敏 尹承哲 王鑫炎 刘冰 王树源 《石油钻采工艺》 北大核心 2025年第1期44-52,共9页
在油田生产过程中,抽油机井的稳定运行对于提高生产效率和经济效益至关重要。然而,现有的故障诊断技术大多依赖于单一数据源(如示功图数据或生产参数)进行模型训练,在面对杆断脱和泵漏失等复杂工况时,诊断精度严重不足,甚至出现诊断失... 在油田生产过程中,抽油机井的稳定运行对于提高生产效率和经济效益至关重要。然而,现有的故障诊断技术大多依赖于单一数据源(如示功图数据或生产参数)进行模型训练,在面对杆断脱和泵漏失等复杂工况时,诊断精度严重不足,甚至出现诊断失效的情况。为此,提出了一种面向多源数据融合的CNN-XGB故障诊断模型,结合卷积神经网络(CNN)和极端梯度提升(XGB)算法,分别提取泵功图图像特征和油井生产参数特征,从多个角度捕捉反映不同工况的特征信息。通过将这些特征整合并输入多层感知机(MLP),模型能够实现更精准的分类结果,从而显著提高特异性识别能力。实验结果表明,该融合模型在6种典型工况下的诊断精确率和召回率均超过95%,相较于传统的CNN和XGB模型,展现出更高的诊断准确性和鲁棒性。这一方法有效解决了单一数据源在故障诊断中的局限性,为油田抽油机井工况的智能诊断提供了一种新的技术手段,具有重要的实际应用价值。 展开更多
关键词 抽油机井 示功图 多源数据 卷积神经网络 极端梯度提升 模型融合 工况诊断
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基于流固耦合的高速水力测功器转子特性研究
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作者 刘银芳 张虞 尤国英 《机械设计》 北大核心 2025年第11期182-188,共7页
流固耦合条件下水力测功器转子特性研究对高速水力测功器的安全具有重要意义。采用Ansys Fluent软件对测功器内部流场进行数值计算,得到压力分布结果;采用Ansys Workbench软件的结构静力计算模块对水力测功器转子结构进行有限元建模,通... 流固耦合条件下水力测功器转子特性研究对高速水力测功器的安全具有重要意义。采用Ansys Fluent软件对测功器内部流场进行数值计算,得到压力分布结果;采用Ansys Workbench软件的结构静力计算模块对水力测功器转子结构进行有限元建模,通过流场与结构耦合面处的网格相互映射进行数据传递,将流场中计算得到的数据传递到水力测功器盘片上,并考虑角接触球轴承高速转动下刚度变化的影响,分析得到转子流固耦合条件下的应力分布和预应力振动模态。分析评估了转子结构受力特性和临界转速,对计算值与样机的实测值进行了对比,结果表明:考虑流固耦合的预应力模态分析结果与实测值吻合较好,相对误差仅2%,明显优于无预应力模态分析结果。 展开更多
关键词 流固耦合 水力测功器 转子特性 模态分析
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基于半监督学习的抽油机井故障诊断方法研究
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作者 何岩峰 王相 +2 位作者 褚宪翔 邵志伟 李明 《钻采工艺》 北大核心 2025年第1期228-237,共10页
近年来,基于深度学习的油井故障诊断方法取得了显著进展,但这类方法的性能高度依赖标注样本集的数量和质量,且深度学习模型经过训练后可诊断的故障类型被固定,增加新类型需要重新收集样本并进行再训练,灵活性不足。为解决上述问题,文章... 近年来,基于深度学习的油井故障诊断方法取得了显著进展,但这类方法的性能高度依赖标注样本集的数量和质量,且深度学习模型经过训练后可诊断的故障类型被固定,增加新类型需要重新收集样本并进行再训练,灵活性不足。为解决上述问题,文章提出了一种基于半监督学习的抽油机井故障诊断方法。该方法利用VGG19与小批量K均值相结合对大量示功图进行自动聚类分析,通过对聚类结果实施批量标注,能够有效提升样本分类的科学性及标注效率。在此基础上,构建基于欧氏距离的K近邻算法实现故障诊断,避免了深度学习方法中繁琐的模型训练及参数调优过程,同时支持样本集动态更新。基于矿场实际数据的实验结果显示,所提出的半监督学习诊断方法可达到与深度学习方法相当的准确率(均超过90%),但在前期准备阶段所需的时间成本减少了90%以上。更重要的是,当面对新出现的故障类型时,本方法能够快速响应并适应,极大地增强了抽油机井故障诊断系统的灵活性。 展开更多
关键词 抽油机井 故障诊断 示功图 机器学习 半监督学习
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基于有效冲程新算法的功图软件设计及应用
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作者 温后珍 陈颖 +3 位作者 吕岩 孟碧霞 张义举 李媛媛 《化工自动化及仪表》 2025年第4期580-586,共7页
油井产液量的准确计量可为油井采油工艺参数调节提供依据。传统功图量油算法大多通过计算泵功图有效冲程的方式计算产液量,但在生产实际中传统算法得到的产液量与实际产液量误差较大。因此,提出一种利用泵功图的包络矩形4个极点确定泵功... 油井产液量的准确计量可为油井采油工艺参数调节提供依据。传统功图量油算法大多通过计算泵功图有效冲程的方式计算产液量,但在生产实际中传统算法得到的产液量与实际产液量误差较大。因此,提出一种利用泵功图的包络矩形4个极点确定泵功图ABCD点进而求得泵有效冲程的新方法,并据此开发示功图量油软件系统。现场验证结果表明:油井产液量相对误差大多在10%以内,最小达到0.1%。对500口井预测产液量与实测产液量进行误差对比发现,准确率高达94.1%。 展开更多
关键词 示功图量油 数字化油田 柱塞有效冲程 功图计产 极点法
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基于抽油机工况的特征提取与建立和全域故障识别 被引量:2
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作者 任泰珠 樊军 蒋夏新 《机械强度》 北大核心 2025年第1期12-19,共8页
针对目前抽油机井下工况故障特征分类任务难以解决,使得所建立诊断模型适应性差且识别率低的问题,通过对抽油机阀门和抽油杆运动状态的分析,首先将示功图进行数学形态学预处理;然后提出阀门开闭点获取和载荷变化特征获取的两种方法,提... 针对目前抽油机井下工况故障特征分类任务难以解决,使得所建立诊断模型适应性差且识别率低的问题,通过对抽油机阀门和抽油杆运动状态的分析,首先将示功图进行数学形态学预处理;然后提出阀门开闭点获取和载荷变化特征获取的两种方法,提取到抽油机全域故障的54个全新特征,建立了抽油机工况的特征库;最后运用决策树、Logistic回归和支持向量机算法,验证了在不同工况下,该特征库均具有较好的分类效果,评估了不同故障的工况特征指标,得到各工况私有规则库。研究结果表明,提取的特征能够有效识别出抽油机全域故障,并且具有较高的识别精度。 展开更多
关键词 抽油机 示功图 特征提取 故障识别 阀门
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基于底盘测功机测试的汽车道路噪声模拟与适用性研究
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作者 康强 李欢 +1 位作者 左曙光 吴旭东 《中国工程机械学报》 北大核心 2025年第4期575-579,共5页
为将底盘测功机测试的道路噪声信号模拟为实际道路噪声,首先采用能量叠加法确定主要能量占比频段为目标频带,在目标频带内利用速度平均法对车内不同位置及不同车速下的测功机测试的道路噪声进行修正,消除由转鼓引起的尖锐谐波的影响;随... 为将底盘测功机测试的道路噪声信号模拟为实际道路噪声,首先采用能量叠加法确定主要能量占比频段为目标频带,在目标频带内利用速度平均法对车内不同位置及不同车速下的测功机测试的道路噪声进行修正,消除由转鼓引起的尖锐谐波的影响;随后对测功机鼓面与实际路面所产生的噪声之间进行权重系数的计算,将测功机所测的噪声信号模拟为实际道路噪声。结果表明:该模拟方法对不同车速下的实际道路噪声适用性强,模拟误差均在2 dB以内;对于结构相似的不同车型,也能实现良好的模拟效果;但是对于结构相差较大的车型,无法使用同一模拟权重系数进行计算,需要分车型单独计算才能实现模拟效果。 展开更多
关键词 底盘测功机 能量叠加法 速度平均法 道路噪声模拟 适用性
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