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Multi-objective optimization of grinding process parameters for improving gear machining precision
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作者 YOU Tong-fei HAN Jiang +4 位作者 TIAN Xiao-qing TANG Jian-ping LU Yi-guo LI Guang-hui XIA Lian 《Journal of Central South University》 2025年第2期538-551,共14页
The gears of new energy vehicles are required to withstand higher rotational speeds and greater loads,which puts forward higher precision essentials for gear manufacturing.However,machining process parameters can caus... The gears of new energy vehicles are required to withstand higher rotational speeds and greater loads,which puts forward higher precision essentials for gear manufacturing.However,machining process parameters can cause changes in cutting force/heat,resulting in affecting gear machining precision.Therefore,this paper studies the effect of different process parameters on gear machining precision.A multi-objective optimization model is established for the relationship between process parameters and tooth surface deviations,tooth profile deviations,and tooth lead deviations through the cutting speed,feed rate,and cutting depth of the worm wheel gear grinding machine.The response surface method(RSM)is used for experimental design,and the corresponding experimental results and optimal process parameters are obtained.Subsequently,gray relational analysis-principal component analysis(GRA-PCA),particle swarm optimization(PSO),and genetic algorithm-particle swarm optimization(GA-PSO)methods are used to analyze the experimental results and obtain different optimal process parameters.The results show that optimal process parameters obtained by the GRA-PCA,PSO,and GA-PSO methods improve the gear machining precision.Moreover,the gear machining precision obtained by GA-PSO is superior to other methods. 展开更多
关键词 worm wheel gear grinding machine gear machining precision machining process parameters multi objective optimization
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Hausdorff Dimension of Range and Graph for General Markov Processes
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作者 CHEN Zhi-He 《应用概率统计》 CSCD 北大核心 2024年第6期942-956,共15页
We establish the Hausdorff dimension of the graph of general Markov processes on Rd based on some probability estimates of the processes staying or leaving small balls in small time.In particular,our results indicate ... We establish the Hausdorff dimension of the graph of general Markov processes on Rd based on some probability estimates of the processes staying or leaving small balls in small time.In particular,our results indicate that,for symmetric diffusion processes(withα=2)or symmetricα-stable-like processes(withα∈(0,2))on Rd,it holds almost surely that dimH GrX([0,1])=1{α<1}+(2−1/α)1{α≥1,d=1}+(d∧α)1{α≥1,d≥2}.We also systematically prove the corresponding results about the Hausdorff dimension of the range of the processes. 展开更多
关键词 markov process Hausdorff dimension RANGE GRAPH
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Effects of process parameters on warpage of rapid heat cycle moulding plastic part 被引量:3
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作者 刘东雷 辛勇 +1 位作者 曹文华 孙玲 《Journal of Central South University》 SCIE EI CAS 2014年第8期3024-3036,共13页
The effects of process parameters in rapid heat cycle moulding (RHCM) on parts warpage were investigated. A vehicle-used blue-tooth front shell (consisting of ABS material) was considered as a part example manufac... The effects of process parameters in rapid heat cycle moulding (RHCM) on parts warpage were investigated. A vehicle-used blue-tooth front shell (consisting of ABS material) was considered as a part example manufactured by RHCM method. The corresponding rapid heat response mould with an innovational conformal heating/cooling channel system and a dynamic mould temperature control system based on the Jll-W-160 type precise temperature controller was proposed. During heating/cooling process, the mould was able to be heated from room temperature to 160 ~C in 6 s and then cooled to 80 ~C in 22 s. The effects of processing conditions in RHCM on part warpage were investigated based on the single factor experimental method and Taguchi theory. Results reveal that the elevated mould temperature reduces unwanted freezing during the injection stage, thus improving mouldability and enhancing part quality, whereas the overheated of mould temperature will lead to defective product. The feasible mould temperature scope in RHCM should be no higher than 140 ~C, and the efficient mould temperature scope should be around the polymer heat distortion temperature. Melt temperature as well as injection pressure effects on warpage can be divided into two stages The lower stage gives a no explicit effect on warpage whereas the higher stage leads to a quasi-linear downtrend. But others affect the warpage as a V-type fluctuation, reaching to the minimum around the heat distortion temperature. Under the same mould temperature condition, the effects of process parameters on warpage decrease according to the following order, packing time, packing pressure, melt temperature, injection pressure and cooling time, respectively. 展开更多
关键词 rapid heat cycle moulding plastic part process parameters WARPAGE
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Inherent relationship between process parameters,crystallization and mechanical properties of continuous carbon fiber reinforced PEEK composites 被引量:3
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作者 Xiao-long Ma Li-hua Wen +3 位作者 Shi-yu Wang Jin-you Xiao Wen-hao Li Xiao Hou 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2023年第6期269-284,共16页
High-performance thermoplastic composites have been developed as significant structural materials for cutting-edge equipment in the aerospace and defence fields.However,the internal mechanism of processing parameters ... High-performance thermoplastic composites have been developed as significant structural materials for cutting-edge equipment in the aerospace and defence fields.However,the internal mechanism of processing parameters on mechanical properties in the manufacturing process of thermoplastic composite structures is still a serious challenge.The purpose of this study is to investigate the process/crystallization/property relationships for continuous carbon fiber(CF)reinforced polyether-ether-ketone(PEEK)composites.The composite laminates are fabricated according to orthogonal experiments via the thermoforming method.The mechanical performance is investigated in terms of crystallization properties and fracture morphology characterizations.Experimental results show that the mechanical performance and crystallization properties of thermoplastic composites are significantly affected by the coupling of processing parameters.The increased molding temperature,pressure,and holding time improve the degree of fiber/matrix infiltration and affect the crystallinity and crystalline morphology of the matrix,which further influences the mechanical properties of the composites.This is reflected in the test results that crystallinity has an approximately linear effect on mode-I interlaminar fracture toughness and transverse flexural modulus.As well as the higher molding temperature can destroy the pre-existent crystals to improve the toughness of the matrix,and the well-defined crystalline structures can be observed when fabricated at higher temperatures and longer periods of holding time. 展开更多
关键词 Polymer matrix composites THERMOPLASTIC processing parameters Mechanical properties CRYSTALLIZATION
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Effects of adding chicken manure to cattle manure on aerobic compost process parameters at low temperature 被引量:1
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作者 ZHAO Xiaofeng XU Fenghua HE Huixia WAN Shuming 《Journal of Northeast Agricultural University(English Edition)》 CAS 2007年第1期31-35,共5页
The research was aimed at studying the effect of adding certain proportion chicken manure to cattle manure on compost below 0℃ with aerobic compost method, which was suitable for northern cold climate. The results in... The research was aimed at studying the effect of adding certain proportion chicken manure to cattle manure on compost below 0℃ with aerobic compost method, which was suitable for northern cold climate. The results indicated that the mixed compost completed 3 days earlier than the single compost, the temperature of the mixed compost rose to 50.7℃ at the 1st day,and achieved its highest temperature 74.4℃ at the 3rd day. The temperature of the single compost rose to 40.0℃ at the 1st day,rose to 55.6℃ at the 3rd day,and achieved its highest temperature 70.1℃ at the 5th day. Adding chicken manure had no impact on the variety trend of the process parameters such as moisture content, pH and C/N ratio, hut increased the variety range of these parameters. 展开更多
关键词 aerobic compost process parameters mixed compost
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Influence of process parameters on deep drawing of AA6111 aluminum alloy at elevated temperatures 被引量:8
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作者 马闻宇 王宝雨 +2 位作者 傅垒 周靖 黄鸣东 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第4期1167-1174,共8页
To gain a deep insight into the hot drawing process of aluminum alloy sheet, simulations of cylindrical cup drawing at elevated temperatures were carried out with experimental validation. The influence of four importa... To gain a deep insight into the hot drawing process of aluminum alloy sheet, simulations of cylindrical cup drawing at elevated temperatures were carried out with experimental validation. The influence of four important process parameters, namely,punch velocity, blank holder force(BHF), friction coefficient and initial forming temperature of blank on drawing characteristics(i.e.minimum thickness and thickness deviation) was investigated with the help of design of experiments(DOE), analysis of variance(ANOVA) and analysis of mean(ANOM). Based on the results of ANOVA, it is shown that the blank holder force has the greatest influence on minimum thickness. The importance of punch velocity for thickness deviation is 44.35% followed by BHF of 24.88%,friction coefficient of 15.77% and initial forming temperature of blank of 14.995%. After determining the significance of each factor on forming characteristics, how the individual parameter affects characteristics was further analyzed by ANOM. 展开更多
关键词 aluminum process parameters finite element method hot drawing analysis of variance analysis of mean
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Influence of process parameters on physical dimensions of AA6063 aluminium alloy coating on mild steel in friction surfacing 被引量:2
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作者 B.VIJAYA KUMAR G.MADHUSUDHAN REDDY T.MOHANDAS 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2015年第3期275-281,共7页
An attempt is made in the present study to obtain the relationships among process parameters and physical dimensions of AA6063 aluminium alloy coating on IS2062 mild steel obtained through friction surfacing and their... An attempt is made in the present study to obtain the relationships among process parameters and physical dimensions of AA6063 aluminium alloy coating on IS2062 mild steel obtained through friction surfacing and their impact on strength and ductility of the coating. Factorial experimental design technique was used to investigate and select the parameter combination to achieve a coating with adequate strength and ductility. Spindle speed, axial force and table traverse speed were observed to be the most significant factors on physical dimensions. It was observed that the thickness of the coating decreased as the coating width increased. In addition, the width and thickness of the coatings are higher at low and high torques. At intermediate torque values, when the force is high, the width of the coating is high, and its thickness is thin; and when the force is low, the width and thickness are low. The interaction effect between axial force(F)-table traverse speed(Vx) and spindle speed(N)-table traverse speed(Vx) produced an increasing effect on coating width and thickness, but other interactions exhibited decreasing influence. It has also been observed that sound coatings could be obtained in a narrow set of parameter range as the substrate-coating materials are metallurgically incompatible and have a propensity to form brittle intermetallics. 展开更多
关键词 合金涂层 摩擦表面 尺寸 物理 工艺参数 碳钢 涂层厚度 试验设计技术
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Optimization of process parameters of aluminum alloy AA 2014-T6 friction stir welds by response surface methodology 被引量:7
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作者 Ramanjaneyulu KADAGANCHI Madhusudhan Reddy GANKIDI Hina GOKHALE 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2015年第3期209-219,共11页
The heat treatable aluminum-copper alloy AA2014 finds wide application in the aerospace and defence industry due to its high strength-toweight ratio and good ductility. Friction stir welding(FSW) process, an emerging ... The heat treatable aluminum-copper alloy AA2014 finds wide application in the aerospace and defence industry due to its high strength-toweight ratio and good ductility. Friction stir welding(FSW) process, an emerging solid state joining process, is suitable for joining this alloy compared to fusion welding processes. This work presents the formulation of a mathematical model with process parameters and tool geometry to predict the responses of friction stir welds of AA 2014-T6 aluminum alloy, viz yield strength, tensile strength and ductility. The most influential process parameters considered are spindle speed, welding speed, tilt angle and tool pin profile. A four-factor, five-level central composite design was used and a response surface methodology(RSM) was employed to develop the regression models to predict the responses.The mechanical properties, such as yield strength(YS), ultimate tensile strength(UTS) and percentage elongation(%El), are considered as responses. Method of analysis of variance was used to determine the important process parameters that affect the responses. Validation trials were carried out to validate these results. These results indicate that the friction stir welds of AA 2014-T6 aluminum alloy welded with hexagonal tool pin profile have the highest tensile strength and elongation, whereas the joints fabricated with conical tool pin profile have the lowest tensile strength and elongation. 展开更多
关键词 焊接工艺参数 搅拌摩擦焊 铝合金焊接 响应面分析法 抗拉强度 优化 焊接接头 屈服强度
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Super-resolution parameter estimation of monopulse radar by wide-narrowband joint processing
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作者 CAI Tianyi DAN Bo HUANG Weibo 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2023年第5期1158-1170,共13页
The angular resolution of radar is of crucial signifi-cance to its tracking performance.In this paper,a super-resolu-tion parameter estimation algorithm based on wide-narrowband joint processing is proposed to improve... The angular resolution of radar is of crucial signifi-cance to its tracking performance.In this paper,a super-resolu-tion parameter estimation algorithm based on wide-narrowband joint processing is proposed to improve the angular resolution of wideband monopulse radar.The range cells containing resolv-able scattering points are detected in the wideband mode,and these range cells are adopted to estimate part of the target parameters by algorithms of low computational requirement.Then,the likelihood function of the echo is constructed in the narrow-band mode to estimate the rest of the parameters,and the parameters estimated in the wideband mode are employed to reduce computation and enhance estimation accuracy.Simu-lation results demonstrate that the proposed algorithm has higher estimation accuracy and lower computational complexity than the current algorithm and can avoid the risk of model mis-match. 展开更多
关键词 monopulse radar SUPER-RESOLUTION wide-narrow band processing parameter estimation
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Process parameter effects on microstructure and mechanical properties of tubes processed via friction assisted tube straining method
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作者 S.H.HOSSEINI M.SEDIGHI 《Journal of Central South University》 SCIE EI CAS CSCD 2021年第10期3008-3017,共10页
This paper investigates process parameter effects on microstructure and mechanical properties of the tubes processed via recently developed friction assisted tube straining(FATS)method.For this purpose,design of exper... This paper investigates process parameter effects on microstructure and mechanical properties of the tubes processed via recently developed friction assisted tube straining(FATS)method.For this purpose,design of experiment was used to arrange finite element analyses and experimental tests.Numerical and experimental tests were executed by changing rotary speed,feed rate and die angle.Taguchi design results show that increasing feed rate and decreasing rotary speed enhance Zener-Hollomon(Z)parameter and decrease average grain size,while die angle has no considerable effect.Increasing Z value reduces grain size and enhances flow stress of the processed samples,while the experiment with the highest Z value refines initial microstructure from 40 to 8μm and increases flow stress by 5 times. 展开更多
关键词 friction assisted tube straining process parameter MICROSTRUCTURE Taguchi method finite element simulation
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Intensive processing optimization of Zn-Cu fabricated by laser powder-bed fusion
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作者 YAN Yi-cheng ZHU Jiang-qi +9 位作者 YAN Yuan-ming LIU Yang LIU Ya-jun SHI Chun-bao LIU Yong LIU Min QIU Hao HUANG Qian-li YAN Xing-chen ZHANG Xiang-yu 《Journal of Central South University》 2025年第4期1194-1210,共17页
Laser powder-bed fusion(LPBF)of Zn-0.8Cu(wt.%)alloys exhibits significant advantages in the customization of biodegradable bone implants.However,the formability of LPBFed Zn alloy is not sufficient due to the spheroid... Laser powder-bed fusion(LPBF)of Zn-0.8Cu(wt.%)alloys exhibits significant advantages in the customization of biodegradable bone implants.However,the formability of LPBFed Zn alloy is not sufficient due to the spheroidization during the interaction of powder and laser beam,of which the mechanism is still not well understood.In this study,the evolution of morphology and grain structure of the LPBFed Zn-Cu alloy was investigated based on single-track deposition experiments.As the scanning speed increases,the grain structure of a single track of Zn-Cu alloy gradually refines,but the formability deteriorates,leading to the defect’s formation in the subsequent fabrication.The Zn-Cu alloys fabricated by optimum processing parameters exhibit a tensile strength of 157.13 MPa,yield strength of 106.48 MPa and elongation of 14.7%.This work provides a comprehensive understanding of the processing optimization of Zn-Cu alloy,achieving LPBFed Zn-Cu alloy with high density and excellent mechanical properties. 展开更多
关键词 laser powder-bed fusion Zn alloys single track processing parameters mechanical properties
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Evaluation of spontaneous combustion tendency of sulfide ore heap based on nonlinear parameters 被引量:4
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作者 PAN Wei WU Chao +2 位作者 LI Zi-jun WU Zhi-wei YANG Yue-ping 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第10期2431-2437,共7页
To explore a new evaluation method for spontaneous combustion tendency of different areas in sulfide ore heap, ore samples from a pyrite mine in China were taken as experimental materials, and the temperature variatio... To explore a new evaluation method for spontaneous combustion tendency of different areas in sulfide ore heap, ore samples from a pyrite mine in China were taken as experimental materials, and the temperature variations of the measuring points of simulated ore heap were measured. Combined with wavelet transform and nonlinear parameters extraction, a new method for spontaneous combustion tendency of different areas in sulfide ore heap based on nonlinear parameters was proposed and its reliability was verified by field test. The results indicate that temperature field evolution of the simulated ore heap presents significant spatial difference during self-heating process. Area with the maximum increasing extent of temperature in sulfide ore heap changes notably with the proceeding of self-heating reaction. Self-heating of sulfide ore heap is a chaotic evolution process, which means that it is feasible to evaluate spontaneous combustion tendency of different areas by nonlinear analysis method. There is a relatively strong correlation between the maximum Lyapunov exponent and spontaneous combustion tendency with the correlation coefficient of 0.9792. Furthermore, the sort of the maximum Lyapunov exponent is consistent with that of spontaneous combustion tendency. Therefore, spontaneous combustion tendency of different areas in sulfide ore heap can be evaluated by means of the maximum Lyapunov exponent method. 展开更多
关键词 SULFIDE ore HEAP spontaneous combustion TENDENCY SELF-HEATING process nonlinear parameters maximum LYAPUNOV EXPONENT
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Exponential stability of impulsive jump linear systems with Markov process 被引量:3
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作者 Gao Liju Wu Yuqiang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2007年第2期304-310,共7页
The exponential stability is investigated for a class of continuous time linear systems with a finite state Markov chain form process and the impulsive jump at switching moments. The conditions, based on the average d... The exponential stability is investigated for a class of continuous time linear systems with a finite state Markov chain form process and the impulsive jump at switching moments. The conditions, based on the average dwell time and the ratio of expectation of the total time running on all unstable subsystems to the expectation of the total time running on all stable subsystems,assure the exponential stability with a desired stability degree of the system irrespective of the impact of impulsive jump. The uniformly bounded result is realized for the case in which switched system is subjected to the impulsive effect of the excitation signal at some switching moments. 展开更多
关键词 Jump systems Exponential stability Average dwell time markov process.
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FTC of hidden Markov process with application to resource allocation in air operation
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作者 Neng Eva Wu Matthew Charies Ruschmann 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2011年第1期12-21,共10页
This paper investigates the feedback control of hidden Markov process(HMP) in the face of loss of some observation processes.The control action facilitates or impedes some particular transitions from an inferred cur... This paper investigates the feedback control of hidden Markov process(HMP) in the face of loss of some observation processes.The control action facilitates or impedes some particular transitions from an inferred current state in the attempt to maximize the probability that the HMP is driven to a desirable absorbing state.This control problem is motivated by the need for judicious resource allocation to win an air operation involving two opposing forces.The effectiveness of a receding horizon control scheme based on the inferred discrete state is examined.Tolerance to loss of sensors that help determine the state of the air operation is achieved through a decentralized scheme that estimates a continuous state from measurements of linear models with additive noise.The discrete state of the HMP is identified using three well-known detection schemes.The sub-optimal control policy based on the detected state is implemented on-line in a closed-loop,where the air operation is simulated as a stochastic process with SimEvents,and the measurement process is simulated for a range of single sensor loss rates. 展开更多
关键词 hidden markov process(HMP) DECENTRALIZATION information fusion fault tolerant estimation air operation receding horizon control(RHC).
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Optimization of Withering and Fermentation Parameters during the Manufacture of Congou Black Tea of Sichuan 被引量:1
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作者 Hong-Qian Ruan Gang Chen +3 位作者 Xi Zhang Xiao-Yuan Qu Hong-Lin Liu Hua-Rong Tong 《茶叶》 2013年第4期376-380,共5页
A central composite design(CCD),with three variables and three levels,was used to optimize withering and fermentation processing during manufacture of Congou black tea of Sichuan.The three independent variables were w... A central composite design(CCD),with three variables and three levels,was used to optimize withering and fermentation processing during manufacture of Congou black tea of Sichuan.The three independent variables were withering time,fermentation time and fermentation temperature.Each factor was set by three levels.The responses were predicted by analysis of the regression equation.In the study,the models of regression equation were significant by the analysis of variance(ANOVA).The second-order response surface figures were showed that interaction term is correlated with the response.Optimal process parameters for the maximum of TF and TR formation were obtained at withering time of 12 hours,fermentation time of 2 hours,and fermentation temperature of 30℃.The predictions of TF and TR formation were 0.52% and 3.98%.The results obtained in this study showed that the CCD and Response Surface Methodology(RSM) could be an effective tool to optimize the process parameters of Congou black tea manufacture. 展开更多
关键词 制造过程 工夫红茶 优化 发酵参数 萎凋 四川 中心复合设计 发酵时间
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Multi-parameter Fault ProbabilityEvaluation Method of Large Generator 被引量:1
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作者 HE Yingchun WANG Youyuan CHEN Weigen 《高电压技术》 EI CAS CSCD 北大核心 2012年第8期1995-2000,共6页
关键词 局部放电 射频信号 放电量 高电压技术
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Design of Digital Imaging System for Optimization of Control Parameters
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作者 宋勇 郝群 +1 位作者 杨光 孙宏伟 《Defence Technology(防务技术)》 SCIE EI CAS 2007年第1期49-53,共5页
The design of experimental system of digital imaging system for control parameter is discussed in detail. Signal processing of digital CCD imaging system is first analyzed. Then the real time control of CCD driver and... The design of experimental system of digital imaging system for control parameter is discussed in detail. Signal processing of digital CCD imaging system is first analyzed. Then the real time control of CCD driver and digital processing circuit and man-machine interaction are achieved by the design of digital CCD imaging module and control module. Experimental results indicate that the image quality of CCD experimental system makes a good response to the change of control parameters. The system gives an important base for improving image quality and the applicability of micro imaging system in complex environment. 展开更多
关键词 数字成像系统 设计 控制参数 优化 信号处理
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Cookie Baking Process Optimization and Quality Analysis Based on Food 3D Printing
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作者 Liu Chenghai Li Jingyi +2 位作者 Wu Chunsheng Zhao Xinglong Zheng Xianzhe 《Journal of Northeast Agricultural University(English Edition)》 CAS 2024年第1期61-73,共13页
In order to obtain better quality cookies, food 3D printing technology was employed to prepare cookies. The texture, color, deformation, moisture content, and temperature of the cookie as evaluation indicators, the in... In order to obtain better quality cookies, food 3D printing technology was employed to prepare cookies. The texture, color, deformation, moisture content, and temperature of the cookie as evaluation indicators, the influences of baking process parameters, such as baking time, surface heating temperature and bottom heating temperature, on the quality of the cookie were studied to optimize the baking process parameters. The results showed that the baking process parameters had obvious effects on the texture, color, deformation, moisture content, and temperature of the cookie. All of the roasting surface heating temperature, bottom heating temperature and baking time had positive influences on the hardness, crunchiness, crispiness, and the total color difference(ΔE) of the cookie. When the heating temperatures of the surfac and bottom increased, the diameter and thickness deformation rate of the cookie increased. However,with the extension of baking time, the diameter and thickness deformation rate of the cookie first increased and then decreased. With the surface heating temperature of 180 ℃, the bottom heating temperature of 150 ℃, and baking time of 15 min, the cookie was crisp and moderate with moderate deformation and uniform color. There was no burnt phenomenon with the desired quality. Research results provided a theoretical basis for cookie manufactory based on food 3D printing technology. 展开更多
关键词 food 3D printing baking process COOKIE quality analysis optimization of process parameter
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基于马尔可夫判定过程的光纤网络入侵检测方法 被引量:1
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作者 郭海智 贾志诚 李金库 《激光杂志》 北大核心 2025年第3期193-198,共6页
为了可以精准实现光纤网络入侵检测,提出基于马尔可夫判定过程的光纤网络入侵检测方法。通过频域分块技术对光纤网络信号展开信号提纯,利用经验模态分解方法对入侵信号进行初始检测,采用模糊层次分析法确定网络接入行为信用度,对于信用... 为了可以精准实现光纤网络入侵检测,提出基于马尔可夫判定过程的光纤网络入侵检测方法。通过频域分块技术对光纤网络信号展开信号提纯,利用经验模态分解方法对入侵信号进行初始检测,采用模糊层次分析法确定网络接入行为信用度,对于信用度较高的接入行为直接通过,剩余接入行为则利用马尔可夫判定过程展开判定,由此实现入侵检测。实验结果表明,该方法能够快速、准确检测入侵信号,特别是针对Pording数据集所遭受侵入式窃听行为,检出率高达0.985。在整个实验中,该方法检出率的最小值也可以达到0.920,平均检测误判率、平均检测漏判率的最大值分别为0.01、0.02。这说明该方法显著提升光纤网络的安全性和稳定性,为保障网络安全提供有力的支持。 展开更多
关键词 马尔可夫判定过程 光纤网络 经验模态分解 模糊层次分析法 入侵检测
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基于马尔可夫过程的电动汽车电驱动系统共模干扰抑制方法研究 被引量:1
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作者 张长勇 陈炟名 张云蕾 《汽车技术》 北大核心 2025年第1期41-47,共7页
针对电动汽车电驱动系统的共模干扰问题,提出了一种基于马尔可夫(Markov)过程的三段式伪随机载波频率等效零矢量脉宽调制(PRF-AZSPWM)策略。在等效零矢量作用的基础上,该策略引入双态Markov链生成随机合成信号,使载波频率在一定范围内... 针对电动汽车电驱动系统的共模干扰问题,提出了一种基于马尔可夫(Markov)过程的三段式伪随机载波频率等效零矢量脉宽调制(PRF-AZSPWM)策略。在等效零矢量作用的基础上,该策略引入双态Markov链生成随机合成信号,使载波频率在一定范围内随机变化,同时选择合适的传递概率,将谐波能量扩展到更宽的频率范围。仿真结果表明,提出的方案有效降低了电驱动系统的共模干扰水平,并通过样机试验进一步证明了提出策略的有效性。 展开更多
关键词 电动汽车 电驱动系统 共模干扰 伪随机 马尔可夫过程
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