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Comparison of processing speed of NRS-ANN hybrid and ANN models for oil production rate estimation of reservoir under waterflooding
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作者 Paul Theophily Nsulangi Werneld Egno Ngongi +1 位作者 John Mbogo Kafuku Guan Zhen Liang 《Artificial Intelligence in Geosciences》 2025年第2期101-112,共12页
This study compared the predictive performance and processing speed of an artificial neural network(ANN)and a hybrid of a numerical reservoir simulation(NRS)and artificial neural network(NRS-ANN)models in estimating t... This study compared the predictive performance and processing speed of an artificial neural network(ANN)and a hybrid of a numerical reservoir simulation(NRS)and artificial neural network(NRS-ANN)models in estimating the oil production rate of the ZH86 reservoir block under waterflood recovery.The historical input variables:reservoir pressure,reservoir pore volume containing hydrocarbons,reservoir pore volume containing water and reservoir water injection rate used as inputs for ANN models.To create the NRS-ANN hybrid models,314 data sets extracted from the NRS model,which included reservoir pressure,reservoir pore volume containing hy-drocarbons,reservoir pore volume containing water and reservoir water injection rate were used.The output of the models was the historical oil production rate(HOPR in m^(3) per day)recorded from the ZH86 reservoir block.Models were developed using MATLAB R2021a and trained with 25 models in three replicate conditions(2,4 and 6),each at 1000 epochs.A comparative analysis indicated that,for all 25 models,the ANN outperformed the NRS-ANN in terms of processing speed and prediction performance.ANN models achieved an average of R^(2) and MAE of 0.8433 and 8.0964 m^(3)/day values,respectively,while NRS-ANN hybrid models achieved an average of R^(2) and MAE of 0.7828 and 8.2484 m^(3)/day values,respectively.In addition,ANN models achieved a processing speed of 49 epochs/sec,32 epochs/sec,and 24 epochs/sec after 2,4,and 6 replicates,respectively.Whereas the NRS-ANN hybrid models achieved lower average processing speeds of 45 epochs/sec,23 epochs/sec and 20 epochs/sec.In addition,the ANN optimal model outperforms the NRS-ANN model in terms of both processing speed and accuracy.The ANN optimal model achieved a speed of 336.44 epochs/sec,compared to the NRS-ANN hybrid optimal model,which achieved a speed of 52.16 epochs/sec.The ANN optimal model achieved lower RMSE and MAE values of 7.9291 m^(3)/day and 5.3855 m^(3)/day in the validation dataset compared with the hybrid ANS optimal model,which achieved 13.6821 m^(3)/day and 9.2047 m^(3)/day,respectively.The study also showed that the ANN optimal model consistently achieved higher R^(2) values:0.9472,0.9284 and 0.9316 in the training,test and validation data sets.Whereas the NRS-ANN hybrid optimal yielded lower R^(2) values of 0.8030,0.8622 and 0.7776 for the training,testing and validation datasets.The study showed that ANN models are a more effective and reliable tool,as they balance both processing speed and accuracy in estimating the oil production rate of the ZH86 reservoir block under the waterflooding recovery method. 展开更多
关键词 Oil production rate prediction processing speed of the NRS-ANN and ANN models Performance of the NRS-ANN and ANN models Artificial Neural Network(ANN) Hybrid model of NRS and ANN
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Hot Deformation Behavior and Processing Map of Spray Formed M3∶ 2 High Speed Steel 被引量:3
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作者 Lin LU Long-gang HOU +3 位作者 Hua CUI Jin-feng HUANG Yong-an ZHANG Ji-shan ZHANG 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2016年第5期501-508,共8页
Hot deformation behavior of a new type of M3∶ 2 high speed steel with niobium addition made by spray forming was investigated based on compression tests in the temperature range of 950-1 150 ℃ and strain rate of 0. ... Hot deformation behavior of a new type of M3∶ 2 high speed steel with niobium addition made by spray forming was investigated based on compression tests in the temperature range of 950-1 150 ℃ and strain rate of 0. 001-10 s^(-1). A comprehensive constitutive equation was obtained,which could be used to predict the flow stress at different strains. Processing map was developed on the basis of the flow stress data using the principles of dynamic material model. The results showed that the flow curves were in fair agreement with the dynamic recrystallization model. The flow stresses,which were calculated by the comprehensive constitutive equation,agreed well with the test data at low strain rates( ≤1 s^(-1)). The material constant( α),stress exponent( n) and the hot deformation activation energy( Q_(HW)) of the new steel were 0. 006 15 MPa^(-1),4. 81 and 546 kJ·mol^(-1),respectively. Analysis of the processing map with an observation of microstructures revealed that hot working processes of the steel could be carried out safely in the domain( T = 1 050-1 150 ℃,ε = 0. 01- 0. 1 s^(-1))with about 33% peak efficiency of power dissipation( η). Cracks was expected in two domains at either lower temperatures( 〈 1 000 ℃) or low strain rates( 0. 001 s^(-1)) with different cracking mechanisms. Flow localization occurred when the strain rates exceeded 1 s^(-1) at all testing temperatures. 展开更多
关键词 high speed steel spray forming hot deformation processing map niobium
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A Discrete Multi-Objective Squirrel Search Algorithm for Energy-Efficient Distributed Heterogeneous Permutation Flowshop with Variable Processing Speed
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作者 Liang Zeng Ziyang Ding +1 位作者 Junyang Shi Shanshan Wang 《Computers, Materials & Continua》 SCIE EI 2024年第10期1757-1787,共31页
In the manufacturing industry,reasonable scheduling can greatly improve production efficiency,while excessive resource consumption highlights the growing significance of energy conservation in production.This paper st... In the manufacturing industry,reasonable scheduling can greatly improve production efficiency,while excessive resource consumption highlights the growing significance of energy conservation in production.This paper studies the problem of energy-efficient distributed heterogeneous permutation flowshop problem with variable processing speed(DHPFSP-VPS),considering both the minimum makespan and total energy consumption(TEC)as objectives.A discrete multi-objective squirrel search algorithm(DMSSA)is proposed to solve the DHPFSPVPS.DMSSA makes four improvements based on the squirrel search algorithm.Firstly,in terms of the population initialization strategy,four hybrid initialization methods targeting different objectives are proposed to enhance the quality of initial solutions.Secondly,enhancements are made to the population hierarchy system and position updating methods of the squirrel search algorithm,making it more suitable for discrete scheduling problems.Additionally,regarding the search strategy,six local searches are designed based on problem characteristics to enhance search capability.Moreover,a dynamic predator strategy based on Q-learning is devised to effectively balance DMSSA’s capability for global exploration and local exploitation.Finally,two speed control energy-efficient strategies are designed to reduce TEC.Extensive comparative experiments are conducted in this paper to validate the effectiveness of the proposed strategies.The results of comparing DMSSA with other algorithms demonstrate its superior performance and its potential for efficient solving of the DHPFSP-VPS problem. 展开更多
关键词 Distributed heterogeneous permutation flowshop problem squirrel search algorithm muli-objective optimization ENERGY-EFFICIENT variable processing speed
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Apolipoprotein E gene polymorphisms associated with processing speed and executive functions in healthy Han Chinese
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作者 Cheng-Cheng Zhang H ong-Yan Ren +9 位作者 Ming-LiLi Qiang Wang Wei Deng Wan-Jun Guo Wei Lei Bo Xiang Lian-Sheng Zhao Xiao-Hong Ma Yong-Gang Yao Tao Li 《Neuroscience Bulletin》 SCIE CAS CSCD 2015年第3期368-370,共3页
Dear Editor,A few studies have focused on exploring APOE gene- related effects on cognitive functions and brain activities in healthy populations. Bondi et aL found that ε4 carriers perform significantly worse on the... Dear Editor,A few studies have focused on exploring APOE gene- related effects on cognitive functions and brain activities in healthy populations. Bondi et aL found that ε4 carriers perform significantly worse on the California Verbal Learning Test than non-carriers in non-demented old subjects (mean age, 72 years)ε11. But the results are not entirely consistent. For example, Scarmeas et aL found no effect of the E4 allele on neuropsychological performance[2] in young adults, and Jochemsen et al. found that the ε4 allele is associated with age-related cognitive decline[3]. Furthermore, protective and negative effects of the E2 allele on cognition are inconsistent[4' s]. APOE E2 is thought to be a protective allele for AD in the elderly population due to its role in the superior cognitive performance of ε2 carriers compared to E3 or E4 carriers[5]. However, the ε2 allele has also been found to have a negative effect on AD pathology[4]. 展开更多
关键词 Apolipoprotein E gene polymorphisms associated with processing speed and executive functions in healthy Han Chinese GENE
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Dipping Process Characteristics Based on Image Processing of Pictures Captured by High-speed Cameras 被引量:3
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作者 Junhui Li Yang Xia +3 位作者 Wei Wang Fuliang Wang Wei Zhang Wenhui Zhu 《Nano-Micro Letters》 SCIE EI CAS 2015年第1期1-11,共11页
The dipping process was recorded firstly by high-speed camera system; acceleration time, speed, and dipping time were set by the control system of dipping bed, respectively. By image processing of dipping process base... The dipping process was recorded firstly by high-speed camera system; acceleration time, speed, and dipping time were set by the control system of dipping bed, respectively. By image processing of dipping process based on Otsu's method, it was found that low-viscosity flux glue eliminates the micelle effectively, very low speed also leads to small micelle hidden between the bumps, and this small micelle and hidden phenomenon disappeared when the speed is ≥0.2 cm s-1. Dipping flux quantity of the bump decreases by about 100 square pixels when flux viscosity is reduced from4,500 to 3,500 mpa s. For the 3,500 mpa s viscosity glue, dipping flux quantity increases with the increase of the speed and decreases with the increase of the speed after the speed is up to 0.8 cm s-1. The stable time of dipping glue can be obtained by real-time curve of dipping flux quantity and is only 80–90 ms when dipping speed is from 1.6 to 4.0 cm s-1. Dipping flux quantity has an increasing trend for acceleration time and has a decreasing trend for acceleration. Dipping flux quantity increases with the increase of dipping time, and is becoming saturated when the time is ≥55 ms. 展开更多
关键词 Dipping acceleration Dipping speed Dipping time VISCOSITY Image processing
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STRUCTURE EVOLUTION OF POLYMER CHAINS FOR NECKING FORMATION IN HIGH-SPEED FIBER SPINNING PROCESS
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作者 Hong Zheng Wei Yu Hong-bin Zhang and Chi-xing Zhou Department of Polymer Materials Science & Engineering,Shanghai Jiao Tong University,Shanghai 200240,China 《Chinese Journal of Polymer Science》 SCIE CAS CSCD 2006年第1期1-11,共11页
Finite element method is used to simulate the high-speed melt spinning process, based on the equation system proposed by Doufas et al. Calculation predicts a neck-like deformation, as well as the related profiles of v... Finite element method is used to simulate the high-speed melt spinning process, based on the equation system proposed by Doufas et al. Calculation predicts a neck-like deformation, as well as the related profiles of velocity, diameter, temperature, chain orientation, and crystallinity in the fiber spinning process. Considering combined effects on the process such as flow-induced crystallization, viscoelasticity, filament cooling, air drag, inertia, surface tension and gravity, the simulated material flow behaviors are consistent with those observed for semi-crystalline polymers under various spinning conditions, The structure change of polymer coils in the necking region described by the evolution of conformation tensor is also investigated. Based on the relaxation mechanism of macromolecules in flow field different types of morphology change of polymer chains before and in the neck are proposed, giving a complete prospect of structure evolution and crystallization of semi-crystalline polymer in the high speed fiber spinning process. 展开更多
关键词 Semi-crystalline Polymer CRYSTALLIZATION High-speed Fiber Spinning process CONFORMATION Finite Element Method (FEM).
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A Recursive Method of Time-Frequency Analysis for the Signal Processing of Flutter Test with Progression Variable Speed 被引量:1
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作者 宋叔飚 裴承鸣 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2005年第3期213-217,共5页
Focused on the non-statlonarity and real-time analysis of signal in flutter test with progression variable speed (FTPVS), a new method of recursive time-frequency analysis is presented. The time-varying system is tr... Focused on the non-statlonarity and real-time analysis of signal in flutter test with progression variable speed (FTPVS), a new method of recursive time-frequency analysis is presented. The time-varying system is tracked on-line by building a time-varying parameter model, and then the relevant parameter spectrum can be obtained. The feasibility and advantages of the method are examined by digital simulation. The results of FTPVS at low-speed wind-tunnel promise the engineering application perspective of the method. 展开更多
关键词 flutter test with progression variable speed (FTPVS) non-stationary signal processing recursive time-frequency analysis (RTFA)
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Evaluating Traffic Congestion Using the Traffic Occupancy and Speed Distribution Relationship: An Application of Bayesian Dirichlet Process Mixtures of Generalized Linear Model 被引量:1
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作者 Emmanuel Kidando Ren Moses +1 位作者 Eren E. Ozguven Thobias Sando 《Journal of Transportation Technologies》 2017年第3期318-335,共18页
Accurate classification and prediction of future traffic conditions are essential for developing effective strategies for congestion mitigation on the highway systems. Speed distribution is one of the traffic stream p... Accurate classification and prediction of future traffic conditions are essential for developing effective strategies for congestion mitigation on the highway systems. Speed distribution is one of the traffic stream parameters, which has been used to quantify the traffic conditions. Previous studies have shown that multi-modal probability distribution of speeds gives excellent results when simultaneously evaluating congested and free-flow traffic conditions. However, most of these previous analytical studies do not incorporate the influencing factors in characterizing these conditions. This study evaluates the impact of traffic occupancy on the multi-state speed distribution using the Bayesian Dirichlet Process Mixtures of Generalized Linear Models (DPM-GLM). Further, the study estimates the speed cut-point values of traffic states, which separate them into homogeneous groups using Bayesian change-point detection (BCD) technique. The study used 2015 archived one-year traffic data collected on Florida’s Interstate 295 freeway corridor. Information criteria results revealed three traffic states, which were identified as free-flow, transitional flow condition (congestion onset/offset), and the congested condition. The findings of the DPM-GLM indicated that in all estimated states, the traffic speed decreases when traffic occupancy increases. Comparison of the influence of traffic occupancy between traffic states showed that traffic occupancy has more impact on the free-flow and the congested state than on the transitional flow condition. With respect to estimating the threshold speed value, the results of the BCD model revealed promising findings in characterizing levels of traffic congestion. 展开更多
关键词 TRAFFIC Congestion Multistate speed DISTRIBUTION TRAFFIC OCCUPANCY Dirichlet process Mixtures of Generalized Linear Model BAYESIAN CHANGE-POINT Detection
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双晶片型热执行器的设计与制造
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作者 袁梦洲 郝梦龙 魏阳兵 《传感器与微系统》 北大核心 2026年第1期84-88,共5页
双晶片型热执行器结构简单、驱动力大、能够输出面外位移,在MEMS执行器中扮演着重要的角色。本文参考膨胀强度概念以及Timoshenko恒温双晶片模型,确定了能够实现最佳性能的双晶片材料及厚度比。基于成熟的MEMS微纳加工工艺,采用干法工... 双晶片型热执行器结构简单、驱动力大、能够输出面外位移,在MEMS执行器中扮演着重要的角色。本文参考膨胀强度概念以及Timoshenko恒温双晶片模型,确定了能够实现最佳性能的双晶片材料及厚度比。基于成熟的MEMS微纳加工工艺,采用干法工艺释放双晶片悬臂梁,避免了湿法工艺的腐蚀和黏附问题,制造加工了18μm线宽的SiO_(2)/Al双晶片热执行器。测试结果显示:在100.8℃时该执行器可产生140μm的垂直面外位移,其单位温度变形位移达到1.89μm·K^(-1),与仿真模拟结果具有较强的一致性。通过多物理场有限元仿真软件瞬态模拟研究发现,该微形双晶片型热执行器具有较快的响应速度(5~6 ms)。 展开更多
关键词 双晶片 热执行器 干法腐蚀工艺 位移 响应速度
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飞机翼盒梁间肋高速铣削加工工艺研究
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作者 刘少青 王超 《机械工程师》 2026年第1期157-160,共4页
飞机翼盒梁间肋作为飞机机翼的重要组成零件,具有薄壁、弱刚性及加工要求高等特点,其加工质量和生产效率很难保证。通过分析梁间肋的结构特点,探讨了飞机翼盒梁间肋的高速铣削工艺技术,设计了针对梁间肋结构特征的高速铣削加工工艺及编... 飞机翼盒梁间肋作为飞机机翼的重要组成零件,具有薄壁、弱刚性及加工要求高等特点,其加工质量和生产效率很难保证。通过分析梁间肋的结构特点,探讨了飞机翼盒梁间肋的高速铣削工艺技术,设计了针对梁间肋结构特征的高速铣削加工工艺及编程策略,结合精加工专用工装、测调自适应加工、成组加工及高压喷雾冷却等关键技术,实现了提升工厂批生产效率及产品质量的目标。 展开更多
关键词 飞机翼盒梁间肋 数控加工 高速铣削 自适应加工 数控编程
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Estimation of extreme wind speed in SCS and NWP by a non-stationary model 被引量:5
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作者 Lizhen Wang Jiachun Li 《Theoretical & Applied Mechanics Letters》 CAS CSCD 2016年第3期131-138,共8页
In offshore engineering design, it is considerably significant to have an adequately accurate estimation of marine environmental parameters, in particular, the extreme wind speed of tropical cyclone (TC) with differ... In offshore engineering design, it is considerably significant to have an adequately accurate estimation of marine environmental parameters, in particular, the extreme wind speed of tropical cyclone (TC) with different return periods to guarantee the safety in projected operating life period. Based on the 71-year (1945-2015) TC data in the Northwest Pacific (NWP) by the Joint Typhoon Warning Center (JTWC) of US, a notable growth of the TC intensity is observed in the context of climate change. The fact implies that the traditional stationary model might be incapable of predicting parameters in the extreme events. Therefore, a non-stationary model is proposed in this study to estimate extreme wind speed in the South China Sea (SCS) and NWP. We find that the extreme wind speeds of different return periods exhibit an evident enhancement trend, for instance, the extreme wind speeds with different return periods by non- stationary model are 4.1%-4.4% higher than stationary ones in SCS. Also, the spatial distribution of extreme wind speed in NWP has been examined with the same methodology by dividing the west sea areas of the NWP 0°-45°N, 105°E-130°E into 45 subareas of 5° × 5°, where oil and gas resources are abundant. Similarly, remarkable spacial in-homogeneity in the extreme wind speed is seen in this area: the extreme wind speed with 50-year return period in the subarea (15°N-20°N, 115°E-120°E) of Zhongsha and Dongsha Islands is 73.8 m/s, while that in the subarea of Yellow Sea (30°N-35°N, 120°E-125°E) is only 47.1 m/s. As a result, the present study demonstrates that non-stationary and in-homogeneous effects should be taken into consideration in the estimation of extreme wind speed. 展开更多
关键词 Tropical cyclone Non-stationary process Extreme wind speed Return period The Northwest Pacific The South China Sea
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A beam position measurement system of fully digital signal processing at SSRF 被引量:3
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作者 YAN Han ZHAO Lei +7 位作者 LIU Shubin CHEN Kat WU Weihao AN Qi LENG Yongbin YI Xing YAN Yingbing LAI Longwei 《Nuclear Science and Techniques》 SCIE CAS CSCD 2012年第2期75-82,共8页
This fully digital beam position measurement instrument is designed for beam position monitoring and machine research in Shanghai Synchrotron Radiation Facility. The signals received from four position-sensitive detec... This fully digital beam position measurement instrument is designed for beam position monitoring and machine research in Shanghai Synchrotron Radiation Facility. The signals received from four position-sensitive detectors are narrow pulses with a repetition rate up to 499.654 MHz and a pulse width of around 100 ps, and their dynamic range could vary over more than 40 dB in machine research. By the employment of the under-sampling technique based on high-speed high-resolution A/D conversion, all the processing procedure is performed fully by the digital signal processing algorithms integrated in one single Field Programmable Gate Array. This system functions well in the laboratory and commissioning tests, demonstrating a position resolution (at the turn by turn rate of 694 kHz) better than 7 μm over the input amplitude range of -40 dBm to 10 dBm which is well beyond the requirement. 展开更多
关键词 上海同步辐射装置 位置测量系统 信号处理技术 光束 数字信号处理算法 现场可编程门阵列 位置敏感探测器 光源
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Analysis and control of inter-electrode gap during leveling process in counter-rotating electrochemical machining 被引量:3
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作者 Dengyong WANG Jinzheng LI +1 位作者 Bin HE Di ZHU 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2019年第11期2557-2565,共9页
The inter-electrode gap(IEG) is an essential parameter for the anode shaping process in electrochemical machining(ECM) and directly affects the machining accuracy. In this paper, the IEG during the leveling process of... The inter-electrode gap(IEG) is an essential parameter for the anode shaping process in electrochemical machining(ECM) and directly affects the machining accuracy. In this paper, the IEG during the leveling process of an oval anode workpiece in counter-rotating ECM(CRECM)is investigated. The variation of the minimum IEG is analyzed theoretically, and the results indicate that rather than reaching equilibrium, the minimum IEG in CRECM expands constantly when a constant feed speed is used for the cathode tool. This IEG expansion leads to a poor localization effect and has an adverse influence on the roundness of the machined workpiece. To maintain a small constant IEG in CRECM, a variable feed speed is used for the cathode based on a fitted equation. The theoretical results show that the minimum IEG can be controlled at a small value by using an accelerated feed speed. Experiments have been conducted using a specific experimental apparatus in which the cathode tool is designed as a combined structure of two sectors and a thin sheet. By detecting the machining currents flowing through the minimum IEG, how the latter varies is obtained indirectly. The results indicate that using an accelerated feed speed is effective for controlling the IEG, thereby improving the roundness of the machined workpiece. 展开更多
关键词 COUNTER-ROTATING Electrochemical machining Inter-electrode gap Leveling process Variable feed speed
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ACCURATE DETECTION OF HIGH-SPEED MULTI-TARGET VIDEO SEQUENCES MOTION REGIONS BASED ON RECONSTRUCTED BACKGROUND DIFFERENCE 被引量:1
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作者 Zhang Wentao Li Xiaofeng Li Zaiming (Inst. of Communication and Information, UEST of China, Chengdu 610054) 《Journal of Electronics(China)》 2001年第1期1-7,共7页
The paper first discusses shortcomings of classical adjacent-frame difference. Sec ondly, based on the image energy and high order statistic(HOS) theory, background reconstruction constraints are setup. Under the help... The paper first discusses shortcomings of classical adjacent-frame difference. Sec ondly, based on the image energy and high order statistic(HOS) theory, background reconstruction constraints are setup. Under the help of block-processing technology, background is reconstructed quickly. Finally, background difference is used to detect motion regions instead of adjacent frame difference. The DSP based platform tests indicate the background can be recovered losslessly in about one second, and moving regions are not influenced by moving target speeds. The algorithm has important usage both in theory and applications. 展开更多
关键词 MOTION DETECTION BACKGROUND reconstruction Image energy HOS HIGH-speed target Block processing
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Analysis of droplet transfer of pulsed MIG welding based on electrical signal and high-speed photography 被引量:1
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作者 姚屏 薛家祥 +1 位作者 黄文超 张瑞 《China Welding》 EI CAS 2009年第1期67-72,共6页
In order to study how welding parameters affect welding quality and droplet transfer, a synchronous acquisition and analysis system is established to acquire and analyze electrical signal and instantaneous images of d... In order to study how welding parameters affect welding quality and droplet transfer, a synchronous acquisition and analysis system is established to acquire and analyze electrical signal and instantaneous images of droplet transfer simultaneously, which is based on a self-developed soft-switching inverter. On the one hand, welding current and voltage signals are acquired and analyzed by a self-developed dynamic wavelet analyzer. On the other hand, images are filtered and optimized after they are captured by high-speed camera. The results show that instantaneous waveforms and statistical data of electrical signal contribute to make an overall assessment of welding quality, and that optimized high-speed images allow a visual and clear observation of droplet transfer process. The analysis of both waveforms and images leads to a further research on droplet transfer mechanism and provides a basis for precise control of droplet transfer. 展开更多
关键词 pulsed MIG welding droplet transfer high-speed photography image processing wavelet analysis
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基于改进组合核函数高斯过程回归的车速预测 被引量:1
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作者 赵靖华 闻龙 +4 位作者 汪守丰 刘倩妤 周宇麒 刘妲 解方喜 《吉林大学学报(理学版)》 北大核心 2025年第2期454-464,共11页
基于高斯过程回归技术,提出一种新的实时车速预测方法,在准确有效预测前车速度的同时量化了预测的不确定性.该方法通过引入平方指数和Matern的组合核函数SEM,并改进组合核函数为SEM^(*),有效平衡了单一核函数对车速预测的优缺点,并在超... 基于高斯过程回归技术,提出一种新的实时车速预测方法,在准确有效预测前车速度的同时量化了预测的不确定性.该方法通过引入平方指数和Matern的组合核函数SEM,并改进组合核函数为SEM^(*),有效平衡了单一核函数对车速预测的优缺点,并在超参数寻优时采用了粒子群实时求解方法.瞬态工况下2 s时长车速预测的仿真分析表明:相比于单核性能较好的径向基(SE)核函数,SEM方法在车速FTP75工况下平均绝对误差(MAE)和均方根误差(RMSE)标准分别降低了10.09%和7.23%,而SEM^(*)方法在两个误差指标上相比SEM方法分别降低8.02%和8.13%;在城市典型工况下,SEM相比SE方法MAE和RMSE分别降低了3.44%和4.16%,而SEM^(*)在两个误差指标上相比SEM核函数分别降低3.57%和2.17%;同时SEM^(*)方法在FTP75工况单次最大计算时间上相对SE核函数降低0.3 s,城市典型工况付出的代价是相对SE核函数提高了0.015 s的最大计算时间,但计算时间仍在0.1 s采样时刻以内,具有实时性. 展开更多
关键词 组合核函数 高斯过程 车速预测
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Do Purpose-Designed Auditory Tasks Measure General Speediness?
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作者 Ian T. Zajac Nicholas R. Burns Ted Nettelbeck 《International Journal of Intelligence Science》 2012年第2期23-31,共9页
This study was concerned with the measurement of General Speediness (Gs) using the auditory modality. Existing as well as purpose-developed auditory tasks that maintained the cognitive requirements of established visu... This study was concerned with the measurement of General Speediness (Gs) using the auditory modality. Existing as well as purpose-developed auditory tasks that maintained the cognitive requirements of established visually presented Gs marker tests were completed by N = 80 university undergraduates. Analyses supported the results of our previous work [1] and auditory and visual tasks combined to define latent RT and Gs factors. Moreover, the analysis did not support the presence of modality-specific speed factors. Overall, this study provides further evidence suggesting that auditory tasks might successfully measure existing broad abilities defined in intelligence theories (i.e., Gf, Gc, etc.) provided they maintain the same cognitive requirements as existing visual measures of such constructs. 展开更多
关键词 AUDITORY INTELLIGENCE AUDITORY ABILITIES INTELLIGENCE COGNITION speed of processing
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Least-Cost Path and Accessibility Analysis of a High Speed Railway Corridor: Victorville, CA to Las Vegas, NV
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作者 Max David McDonald Fritz Connor Kessler 《Journal of Geographic Information System》 2022年第1期40-60,共21页
Geospatial technology is a useful tool when identifying land corridors for transportation networks. The primary transit corridor between Los Angeles, CA and Las Vegas, NV is Interstate-15, approximately a four-hour au... Geospatial technology is a useful tool when identifying land corridors for transportation networks. The primary transit corridor between Los Angeles, CA and Las Vegas, NV is Interstate-15, approximately a four-hour automobile trip without traffic. Virgin Trains USA LLC proposes an alternative means of travel by constructing a high-speed railway along Interstate-15 connecting Las Vegas and Victorville, CA. This study uses least-cost path analysis to propose an optimized alternative corridor for Virgin Trains’ proposed high-speed railway through a system facilitated road and rail accessibility analysis. Previous research using least-cost path and accessibility methodologies evaluated the results of proposed high-speed railway corridors and the system facilitated accessibility changes by visually inspecting deviations from a planned corridor using single or multiple cost criteria as inputs for a weighted cost surface. However, robust analyses of previous least-cost path studies’ corridors are lacking. This proof-in-concept study proposes a less costly corridor through least-cost path analysis and measures the social impact on the stakeholders of a high-speed railway transportation system through system facilitated accessibility. This study’s proposed alternative corridor is 31% shorter than Virgin Trains’ planned corridor and system facilitated accessibility to Las Vegas, NV is increased in 99.74% of Los Angeles County’s census tracts. These results support this study’s position that geospatial technology can support transportation planning in a comprehensive method that considers the transportation corridor and benefits its stakeholders. 展开更多
关键词 Analytical Hierarchy process GIS High-speed Railway Least-Cost Path Analysis Route Analysis
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基于OU过程和Vine-Copula的多风电场短期风速预测 被引量:3
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作者 王东风 张博洋 +1 位作者 李青博 黄宇 《太阳能学报》 北大核心 2025年第2期529-538,共10页
针对风电场各风电机组风速间复杂的时空相关性问题,提出一种基于(Ornstein-Uhlenbeck,OU)过程与Vine-Copula建模的多风电场短期风速预测方法。该方法首先根据风速的物理特性,研究风速与湍流强度之间的关系,并根据各季节风速的不同分布... 针对风电场各风电机组风速间复杂的时空相关性问题,提出一种基于(Ornstein-Uhlenbeck,OU)过程与Vine-Copula建模的多风电场短期风速预测方法。该方法首先根据风速的物理特性,研究风速与湍流强度之间的关系,并根据各季节风速的不同分布确立其相应的OU随机过程实现风速模拟;然后,通过构建Vine-Copula模型对风电场内多风电机组风速相关性进行分析;最后,将模拟值归一化处理后代入Vine-Copula的分位数回归模型,实现各风电机组的短期风速预测。应用OU随机过程,可为准确的风速预测奠定基础;通过Vine-Copula建模,可解决风速空间相关性问题。以中国北方某电场风电机组实测数据进行验证,在单步和多步预测中,所提方法的均方根误差RMSE相较于传统方法分别降低了2.68%、9.94%、23.79%、32.10%,提高了风速预测的准确性。 展开更多
关键词 风电场 风电机组 风速 预测 随机过程 Vine-Copula 奥恩斯坦-乌伦贝克过程
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多因素柔性作业车间绿色调度的改进进化算法
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作者 王建华 吴传宇 许莉萍 《计算机应用》 北大核心 2025年第6期1954-1962,共9页
针对考虑设置与运输时间约束且机器加工速度可变的多因素柔性作业车间绿色调度问题(MFJGSP-STVS),构建以完工时间与能源消耗为优化目标的数学模型,并提出一种改进的多目标进化算法(EMoEA)求解该问题。该算法采用三层整数编码方式,在解... 针对考虑设置与运输时间约束且机器加工速度可变的多因素柔性作业车间绿色调度问题(MFJGSP-STVS),构建以完工时间与能源消耗为优化目标的数学模型,并提出一种改进的多目标进化算法(EMoEA)求解该问题。该算法采用三层整数编码方式,在解码中使用机器空闲时间优先(MIP)规则和开关机策略(TOF)优化目标,利用全局搜索(GS)等启发式规则生成初始种群;为了加快算法收敛,基于非支配分层思想设计一种聚类交叉方式;为防止算法过早收敛而陷入局部最优,采用衍生策略扩散非支配解集,通过基于关键路径的自适应局部搜索策略进一步强化算法探索解空间的能力。仿真实验结果表明,与原始的多目标进化算法相比,EMoEA中的每个设计都有更优的超体积(HV)与逆世代距离(IGD)指标;与非支配排序遗传算法(NSGA-Ⅱ)和混合Jaya(HJaya)算法相比,EMoEA在HV与IGD这2个指标上占据优势,且收敛较快,在大多数实例中都获得最优的目标值。可见,EMoEA性能更好,能有效地解决MFJGSP-STVS,为企业提供高质量的调度方案。 展开更多
关键词 设置与运输时间 机器可变加工速度 柔性作业车间绿色调度 聚类交叉 衍生策略 自适应局部搜索
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