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An optimal design of the liquid-cooling plate channel in a power battery based on response surface methodology
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作者 Jinbo Zheng Jibin Jiang +2 位作者 Xiwei Yu Bingjun Yan Guofu Lian 《中国科学技术大学学报》 北大核心 2025年第2期52-65,51,I0002,共16页
The work takes a new liquid-cooling plate in a power battery with pin fins inside the channel as the object.A mathematical model is established via the central composite design of the response surface to study the rel... The work takes a new liquid-cooling plate in a power battery with pin fins inside the channel as the object.A mathematical model is established via the central composite design of the response surface to study the relationships among the length,width,height,and spacing of pin fins;the maximum temperature and temperature difference of the battery module;and the pressure drop of the liquid-cooling plate.Model accuracy is verified via variance analysis.The new liquid-cooling plate enables the power battery to work within an optimal temperature range.Appropriately increasing the length,width,and height and reducing the spacing of pin fins could reduce the temperature of the power battery module and improve the temperature uniformity.However,the pressure drop of the liquid-cooling plate increases.The structural parameters of the pin fins are optimized to minimize the maximum temperature and the temperature difference of the battery module as well as the pressure drop of the liquid-cooling plate.The errors between the values predicted and actual by the simulation test are 0.58%,4%,and 0.48%,respectively,which further verifies the model accuracy.The results reveal the influence of the structural parameters of the pin fins inside the liquid-cooling plate on its heat dissipation performance and pressure drop characteristics.A theoretical basis is provided for the design of liquid-cooling plates in power batteries and the optimization of structural parameters. 展开更多
关键词 response surface methodology power battery cooling channel optimal design
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A New Discipline of Science-The Study of Open Complex Giant System and Its Methodology 被引量:36
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作者 Qian XuesenChina Association for Science and Technology, Beijing 100863, ChinaYu JingyuanBeijing Institute of Information and Control, P.O.Box 824, Beijing 100037, ChinaDai RuweiInstitute of Automation, Chinese Academy of Sciences, Beijing 100080, China 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1993年第2期2-12,共11页
This paper introduces the conception of open complex giant system and the methodology for dealing with the system, with stress on its profound significance in development of science and technology. The authors conclud... This paper introduces the conception of open complex giant system and the methodology for dealing with the system, with stress on its profound significance in development of science and technology. The authors conclude that the reductionism underlying the exact science is not suitable to open complex giant system, and the only feasible alternative is the meta-synthetic engineering from the qualitative to the quantitative. 展开更多
关键词 Systems science methodology Meta-synthetic engineering.
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Study on Optimization of Extraction Conditions of Platycodon grandiflorum A. DC Polysaccharide Using Response Surface Methodology 被引量:12
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作者 RUAN Zheng ZHOU Quan-cheng +1 位作者 DENG Ze-yuan YIN Yu-long 《食品科学》 EI CAS CSCD 北大核心 2008年第12期283-287,共5页
Platycodon grandiflorum A.DC.(PAl)C)root was taken as experiment material to extract polysaccharide.On the base of single factor tests(extraction time,extraction temperature,liquid-solid ratio,solvent pH value and NaC... Platycodon grandiflorum A.DC.(PAl)C)root was taken as experiment material to extract polysaccharide.On the base of single factor tests(extraction time,extraction temperature,liquid-solid ratio,solvent pH value and NaCl concentration),the study concluded the main factors affecting the extraction of PADC polysaccharide,which are liquid-solid ratio,extraction time and extraction temperature.Then through central-composite test design,the extraction conditions were concluded as liquid-solid ratio 34.43,extraction time 89.83 min and extraction temperature 52.47℃.By means of validation experiments,the adequacy of this model was confirmed. 展开更多
关键词 response surface methodology Platycodon grandiflorum A.DC POLYSACCHARIDE extraction conditions OPTIMIZATION
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Optimal design of butterfly-shaped linear ultrasonic motor using finite element method and response surface methodology 被引量:9
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作者 时运来 陈超 赵淳生 《Journal of Central South University》 SCIE EI CAS 2013年第2期393-404,共12页
A new method for optimizing a butterfly-shaped linear ultrasonic motor was proposed to maximize its mechanical output. The finite element analysis technology and response surface methodology were combined together to ... A new method for optimizing a butterfly-shaped linear ultrasonic motor was proposed to maximize its mechanical output. The finite element analysis technology and response surface methodology were combined together to realize the optimal design of the butterfly-shaped linear ultrasonic motor. First, the operation principle of the motor was introduced. Second, the finite element parameterized model of the stator of the motor was built using ANSYS parametric design language and some structure parameters of the stator were selected as design variables. Third, the sample points were selected in design variable space using latin hypercube Design. Through modal analysis and harmonic response analysis of the stator based on these sample points, the target responses were obtained. These sample points and response values were combined together to build a response surface model. Finally, the simplex method was used to find the optimal solution. The experimental results showed that many aspects of the design requirements of the butterfly-shaped linear ultrasonic motor have been fulfilled. The prototype motor fabricated based on the optimal design result exhibited considerably high dynamic performance, such as no-load speed of 873 ram/s, maximal thrust of 27.5 N, maximal efficiency of 43%, and thrust-weight ratio of 45.8. 展开更多
关键词 linear ultrasonic motor PIEZOELECTRIC optimal design response surface methodology finite element method
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Application of response surface methodology in optimization of bioleaching parameters for high-magnesium nickel sulfide ore 被引量:6
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作者 SUN Jian-zhi WU Biao +1 位作者 CHEN Bo-wei WEN Jian-kang 《Journal of Central South University》 SCIE EI CAS CSCD 2022年第5期1488-1499,共12页
The response surface methodology(RSM)was used to optimize the operating parameters during the bioleaching of Jinchuan high-magnesium nickel sulfide ore.The particle size,acid addition,pulp density and inoculation amou... The response surface methodology(RSM)was used to optimize the operating parameters during the bioleaching of Jinchuan high-magnesium nickel sulfide ore.The particle size,acid addition,pulp density and inoculation amount were chosen as the investigated parameters.To maximize the leaching efficiency of nickel,copper,cobalt and minimize the dissolution of magnesium and iron ions,the model suggested a combination of optimal parameters of particles less than 0.074 mm being 72.11%,sulfuric acid addition being 300 kg/t,pulp density being 5%and inoculation amount being 12.88%.Under the conditions,the average results of three parallel experiments were 89.43%of nickel leaching efficiency,36.78%of copper leaching efficiency,84.07%of cobalt leaching efficiency,49.19%of magnesium leaching efficiency and 0.20 g/L of iron concentration.The model indicated that the most significant factor in response of the leaching efficiency of valuable metal is the particle size,and the most significant factor in response to the leaching efficiency of harmful ions(Mg2+)is the amount of sulfuric acid addition.And according to the suggested models,no significance of the interaction effect between particle size and acid addition was shown.Under the optimized parameters suggested by models,the valuable metals could be separated from harmful ions during the bioleaching process. 展开更多
关键词 high-magnesium nickel sulfide ore BIOLEACHING response surface methodology particle size acid consumption
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Optimization of processing parameters for microwave drying of selenium-rich slag using incremental improved back-propagation neural network and response surface methodology 被引量:4
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作者 李英伟 彭金辉 +2 位作者 梁贵安 李玮 张世敏 《Journal of Central South University》 SCIE EI CAS 2011年第5期1441-1447,共7页
In the non-linear microwave drying process, the incremental improved back-propagation (BP) neural network and response surface methodology (RSM) were used to build a predictive model of the combined effects of ind... In the non-linear microwave drying process, the incremental improved back-propagation (BP) neural network and response surface methodology (RSM) were used to build a predictive model of the combined effects of independent variables (the microwave power, the acting time and the rotational frequency) for microwave drying of selenium-rich slag. The optimum operating conditions obtained from the quadratic form of the RSM are: the microwave power of 14.97 kW, the acting time of 89.58 min, the rotational frequency of 10.94 Hz, and the temperature of 136.407 ℃. The relative dehydration rate of 97.1895% is obtained. Under the optimum operating conditions, the incremental improved BP neural network prediction model can predict the drying process results and different effects on the results of the independent variables. The verification experiments demonstrate the prediction accuracy of the network, and the mean squared error is 0.16. The optimized results indicate that RSM can optimize the experimental conditions within much more broad range by considering the combination of factors and the neural network model can predict the results effectively and provide the theoretical guidance for the follow-up production process. 展开更多
关键词 microwave drying response surface methodology optimization incremental improved back-propagation neural network PREDICTION
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Response surface methodology-based hybrid robust design optimization for complex product under mixed uncertainties 被引量:1
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作者 WAN Liangqi CHEN Hongzhuan OUYANG Linhan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2019年第2期308-318,共11页
Minimizing the impact of the mixed uncertainties(i.e.,the aleatory uncertainty and the epistemic uncertainty) for a complex product of compliant mechanism(CPCM) quality improvement signifies a fascinating research top... Minimizing the impact of the mixed uncertainties(i.e.,the aleatory uncertainty and the epistemic uncertainty) for a complex product of compliant mechanism(CPCM) quality improvement signifies a fascinating research topic to enhance the robustness.However, most of the existing works in the CPCM robust design optimization neglect the mixed uncertainties, which might result in an unstable design or even an infeasible design. To solve this issue, a response surface methodology-based hybrid robust design optimization(RSM-based HRDO) approach is proposed to improve the robustness of the quality characteristic for the CPCM via considering the mixed uncertainties in the robust design optimization. A bridge-type amplification mechanism is used to manifest the effectiveness of the proposed approach. The comparison results prove that the proposed approach can not only keep its superiority in the robustness, but also provide a robust scheme for optimizing the design parameters. 展开更多
关键词 response surface methodology (RSM) HYBRID robust design optimization (HRDO) uncertainty complex product of compliant mechanism (CPCM)
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Deformation prediction and analysis of underground mining during stacking of dry gangue in open-pit based on response surface methodology 被引量:6
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作者 QIU Xian-yang CHEN Jia-yao +3 位作者 SHI Xiu-zhi ZHANG Shu ZHOU Jian CHEN Xin 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第2期406-417,共12页
Deformation prediction and the analysis of underground goaf are important to the safe and efficient recovery of residual ore when shifting from open-pit mining to underground mining.To address the comprehensive proble... Deformation prediction and the analysis of underground goaf are important to the safe and efficient recovery of residual ore when shifting from open-pit mining to underground mining.To address the comprehensive problem of stability in the double mined-out area of the Tong-Lv-Shan(TLS)mine,which employed the dry stacked gangue technology,this paper applies the function fitting theory and a regression analysis method to screen the sensitive interval of four influencing factors based on single-factor experiments and the numerical simulation software FLAC3D.The influencing factors of the TLS mine consist of the column thickness(d),gob area span(D),boundary pillar thickness(h)and height of tailing gangue(H).The fitting degree between the four factors and the displacement of the gob roof(W)is reasonable because the correlation coefficient(R2)is greater than0.9701.After establishing29groups that satisfy the principles of Box-Behnken design(BBD),the dry gangue tailings process was re-simulated for the selected sensitive interval.Using a combination of an analysis of variance(ANOVA),regression equations and a significance analysis,the prediction results of the response surface methodology(RSM)show that the significant degree for the stability of the mined-out area for the factors satisfies the relationship of h>D>d>H.The importance of the four factors cannot be disregarded in a comparison of the prediction results of the engineering test stope in the TLS mine.By comparing the data of monitoring points and function prediction,the proposed method has shown promising results,and the prediction accuracy of RSM model is acceptable.The relative errors of the two test stopes are1.67%and3.85%,respectively,which yield satisfactory reliability and reference values for the mines. 展开更多
关键词 response surface methodology (RSM) Box-Behnken design (BBD) numerical simulation boundary pillar deformation prediction
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Regeneration of waste activated carbon after extracting gold with steam under microwave heating:Optimization using response surface methodology 被引量:2
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作者 左勇刚 张利波 +3 位作者 彭金辉 C.SRINIVASAKANNAN 刘秉国 马爱元 《Journal of Central South University》 SCIE EI CAS 2014年第8期3233-3240,共8页
The technology that waste activated carbon after extracting gold is regenerated with steam under microwave heating was studied. The influence of the activation temperature, activation duration and steam flow rate on i... The technology that waste activated carbon after extracting gold is regenerated with steam under microwave heating was studied. The influence of the activation temperature, activation duration and steam flow rate on iodine adsorption value and regeneration yield of activated carbon was investigated. The response surface methodology (RSM) technique was utilized to optimize the process conditions. The optimum conditions for the preparation of activated carbon are identified to be activation temperature of 831 ℃, activation duration of 40 min and steam flow rate of 2.67 mL/min. The optimum conditions result in an activated carbon with an iodine number of 1048 mg/g and a yield of 40%, and the BET surface area evaluated using nitrogen adsorption isotherm is 1493 m2/g, with total pore volume of 1.242 cm3/g. And the pore structure of activated carbon regenerated is mainly composed of micropores and a small amount of mesopores. 展开更多
关键词 microwave heating STEAM waste activated carbon EXTRACTING response surface methodology
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Artificial Intelligence Embedded Object-Oriented Methodology For Model Based Decision Support 被引量:1
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作者 Feng Shan Tian Yuan Li Tong & Cai Jun (Institute of System Engineering, Department of Automatic Control Engineering Huazhong University of Science and Technology, Wuhan, Hubei, 430074, P. R. China) 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1996年第1期1-14,共14页
The paper presents the coupling of artificial intelligence-AI and Object-oriented methodology applied for the construction of the model-based decision support system MBDSS.The MBDSS is designed for support the strate... The paper presents the coupling of artificial intelligence-AI and Object-oriented methodology applied for the construction of the model-based decision support system MBDSS.The MBDSS is designed for support the strategic decision making lead to the achievemellt of optimal path towardsmarket economy from the central planning situation in China. To meet user's various requirements,a series of innovations in software development have been carried out, such as system formalization with OBFRAMEs in an object-oriented paradigm for problem solving automation and techniques of modules intelligent cooperation, hybrid system of reasoning, connectionist framework utilization,etc. Integration technology has been highly emphasized and discussed in this article and an outlook to future software engineering is given in the conclusion section. 展开更多
关键词 Artificial intelligence Object-oriented methodology Knowledge-based systems Intelligently cooperative systems Neural nets Case hased reasoning Behavioral science Advancedautomation.
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Leaching of copper from chalcopyrite concentrate by using ammonium persulphate in an autoclave:Determination of most suitable impeller type by using response surface methodology 被引量:1
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作者 M.D.Turan H.S.Altundogan 《Journal of Central South University》 SCIE EI CAS 2013年第3期622-628,共7页
Some effective parameters on the copper extraction from Kiire chalcopyrite concentrate were optimized by using response surface methodology (RSM). Experiments designed by RSM were carried out in the presence of ammo... Some effective parameters on the copper extraction from Kiire chalcopyrite concentrate were optimized by using response surface methodology (RSM). Experiments designed by RSM were carried out in the presence of ammonium persulfate (APS) and different types of impeller in an autoclave system. Ammonium persulfate concentration and leaching temperature were defined numerically and three types of impellers were defined categorically as independent variables using experimental design software. The optimum condition for copper extraction from the chalcopyrite concentrate is found to be ammonium persulfate concentration of 277.77 kg/m3, leaching temperature of 389.98 K and wheel type of impeller. The proposed model equation using RSM has shown good agreement with the experimental data, with correlation coefficients R2 and RaZaj for the model as 0.89 and 0.84, respectively. 展开更多
关键词 COPPER CHALCOPYRITE LEACHING response surface methodology ammonium persulfate optimization
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Multiple-response optimization for melting process of aluminum melting furnace based on response surface methodology with desirability function 被引量:3
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作者 周孑民 王计敏 +2 位作者 闫红杰 李世轩 贵广臣 《Journal of Central South University》 SCIE EI CAS 2012年第10期2875-2885,共11页
To reduce the fuel consumption and emissions and also enhance the molten aluminum quality, a mathematical model with user-developed melting model and burning capacity model, were established according to the features ... To reduce the fuel consumption and emissions and also enhance the molten aluminum quality, a mathematical model with user-developed melting model and burning capacity model, were established according to the features of melting process of regenerative aluminum melting furnaces. Based on validating results by heat balance test for an aluminum melting furnace, CFD (computational fluid dynamics) technique, in association with statistical experimental design were used to optimize the melting process of the aluminum melting furnace. Four important factors influencing the melting time, such as horizontal angle between burners, height-to-radius ratio, natural gas mass flow and air preheated temperature, were identified by PLACKETT-BURMAN design. A steepest descent method was undertaken to determine the optimal regions of these factors. Response surface methodology with BOX-BEHNKEN design was adopted to further investigate the mutual interactions between these variables on RSD (relative standard deviation) of aluminum temperature, RSD of furnace temperature and melting time. Multiple-response optimization by desirability function approach was used to determine the optimum melting process parameters. The results indicate that the interaction between the height-to-radius ratio and horizontal angle between burners affects the response variables significantly. The predicted results show that the minimum RSD of aluminum temperature (12.13%), RSD of furnace temperature (18.50%) and melting time (3.9 h) could be obtained under the optimum conditions of horizontal angle between burners as 64°, height-to-radius ratio as 0.3, natural gas mass flow as 599 m3/h, and air preheated temperature as 639 ℃. These predicted values were further verified by validation experiments. The excellent correlation between the predicted and experimental values confirms the validity and practicability of this statistical optimum strategy. 展开更多
关键词 aluminum melting furnace melting process response surface methodology desirability function multiple response parameter optimization numerical simulation PLACKETT-BURMAN design BOX-BEHNKEN design
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A Kind of Systems Methodology——The SPIPRO Principle
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作者 Wang Huanchen Institute of SE, Shanghai Jiaotong University, Shanghai 200052, P.R. China 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1993年第2期35-39,共5页
This paper deals with the Self-Increasing-Difficulty system (SIDIS) separated from general systems, with emphasis on the relevant methodology based on the Spiral Combining Propulsion Principle (SPIPRO principle in sho... This paper deals with the Self-Increasing-Difficulty system (SIDIS) separated from general systems, with emphasis on the relevant methodology based on the Spiral Combining Propulsion Principle (SPIPRO principle in short). The system feature and its causative factors are analysed, and the implications and mechanism of the SPIPRO principle are discussed. Finally, the application possibilities of this methodology are illustrated with some examples. 展开更多
关键词 Systems science Systems engineering methodology Self-increasing-difficulty system.
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A Structured Methodology for Local Network Design Engineering
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作者 Li LayuanWuhan University of Water Transportation Engineering, Wuhan 430063, China 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1992年第1期64-72,共9页
This paper presents a structured methodology for local network design engineering (SMLNDE). A complex and fuzzy project for local network design can be decomposed into a set of simple and particular activities using t... This paper presents a structured methodology for local network design engineering (SMLNDE). A complex and fuzzy project for local network design can be decomposed into a set of simple and particular activities using the SMLNDE. The SMLNDE allows rigorous requirements definition and permits the exhaustive consideration of the large number of factors influencing local network design engineering. The complete and clear design documentations and an optimal design can also be provided by the methodology. The SMLNDE has been implemented using the structured analysis and design technique. The study shows that the SMLNDE is an effective design methodology for the large and complex local networks. 展开更多
关键词 Local network Design engineering Structured methodology.
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Heat treatment optimization for tensile properties of 8011 Al/15% SiCp metal matrix composite using response surface methodology 被引量:7
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作者 V.VEMBU G.GANESAN 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2015年第4期390-395,共6页
In this study,a mathematical model was developed to optimize the heat treatment process for maximum tensile strength and ductility of aluminum(8011) silicon carbide particulate composites.The process parameters are so... In this study,a mathematical model was developed to optimize the heat treatment process for maximum tensile strength and ductility of aluminum(8011) silicon carbide particulate composites.The process parameters are solutionizing time,aging temperature,and aging time.The experiments were performed on an universal testing machine according to centre rotatable design matrix.A mathematical model was developed with the main and interactive effects of the parameters considered.The analysis of variance technique was used to check the adequacy of the developed model.The optimum parameters were obtained for maximum tensile strength.Fractographic examination shows the cracks and dimples on the fractured surfaces of heat-treated specimen. 展开更多
关键词 热处理工艺优化 颗粒复合材料 响应曲面法 拉伸性能 金属基体 万能试验机 开发模型
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Qualification and validation test methodology of the open-source CubeSat FloripaSat-I
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作者 MARCELINO Gabriel Mariano FILHO Edemar Morsch +4 位作者 MARTINEZ Sara Vega DE MATTOS AndréMartins Pio SEMAN Laio Oriel SLONGO Leonardo Kessler BEZERRA Eduardo Augusto 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2020年第6期1230-1244,共15页
The FloripaSat-I project consists of an initiative from the Federal University of Santa Catarina(UFSC),in Brazil,to train students to design,test and integrate innovative space systems.The group just developed its fir... The FloripaSat-I project consists of an initiative from the Federal University of Santa Catarina(UFSC),in Brazil,to train students to design,test and integrate innovative space systems.The group just developed its first open-source CubeSat,the FloripaSat-I,which aims to empower students to develop space systems through a practical approach,where they have full control of the design and test of a real spacecraft.The project has already gone through all the stages of a CubeSat mission prior to the launching and operation stages.A prototype of the satellite,as well the engineering models 1 and 2(EM-I and EM-II)were built.The expertise provided by the engineering models allows the development of a functional flight model(FM).This paper presents the validation and qualification tests that pass various FloripaSat-I models,from the engineering model to the flight model.All stages of the project are described,the tests performed in each phase,as well as the lessons learned.Thus,this paper serves as a guidance for other university teams that want to test their own CubeSats,as well as teams that want to use the open-source hardware and software left as heritage by this project. 展开更多
关键词 embedded system NANOSATELLITE cubesats test methodology
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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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EBD Methodology in the Education in the Mid-west University of China
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作者 Yi Hong Deng Xiaoguang 《学术界》 CSSCI 北大核心 2017年第1期303-308,共6页
Due to the impact of globalization,more and more universities in China dedicate to improve the quality of undergraduate education.The particular emphasis was given on the universities in Mid-west university of China,w... Due to the impact of globalization,more and more universities in China dedicate to improve the quality of undergraduate education.The particular emphasis was given on the universities in Mid-west university of China,where the economics and transportation facility are relatively less developed comparing to other regions.In contrast of the traditional methodologies of social science,this research was conducted using an engineering design methodology,called Environment-Based Design(EBD).The EBD procedure allows to derive the solutions step-by-step based on a holistic environment analysis and thus an identification of major challenges. 展开更多
关键词 中国中西部 教育系统 高校 工程设计方法 教育质量 交通设施 传统方法 社会科学
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我国智慧图书馆建设方法体系识别研究 被引量:1
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作者 吴丹 杨馨梅 +1 位作者 梁少博 何丽英 《国家图书馆学刊》 北大核心 2025年第1期68-78,共11页
在当前数字化、智能化快速发展的时代背景下,图书馆正积极面向用户需求进行智慧化转型升级。在智慧图书馆方法体系研究领域,国内学者围绕技术利用、平台研发、风险防治、模式探究等多方面进行了丰富探索,但目前对于方法体系的系统梳理... 在当前数字化、智能化快速发展的时代背景下,图书馆正积极面向用户需求进行智慧化转型升级。在智慧图书馆方法体系研究领域,国内学者围绕技术利用、平台研发、风险防治、模式探究等多方面进行了丰富探索,但目前对于方法体系的系统梳理与实践应用探析较少。本研究基于文献分析法,调研已有智慧图书馆方法体系研究内容框架,梳理方法体系关键要素及逻辑关系。综合智慧图书馆实践调研所发现的数据整合与挖掘、资源加工与知识发现、数据质量评估与处理规范问题,围绕数据知识语义融合与映射关联、AI赋能自动化处理与智慧交互、数据治理标准化控制与风险预警三方面,提出未来智慧图书馆发展趋势。图1。表2。参考文献38。 展开更多
关键词 智慧图书馆 方法体系 实践应用
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响应面法结合深度神经网络优化刺五加果多糖提取工艺 被引量:3
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作者 苏适 董立强 +3 位作者 黎莉 王双侠 王喜庆 张金凤 《包装与食品机械》 北大核心 2025年第2期66-74,共9页
为提高刺五加果多糖的提取率,提出基于Box-Behnken响应面法与深度神经网络模型(deep neural network,DNN)协同优化的微波辅助离子液体提取工艺。通过响应面设计,筛选微波功率、离子液体浓度、提取时间及料液比等参数,并构建二次回归模型... 为提高刺五加果多糖的提取率,提出基于Box-Behnken响应面法与深度神经网络模型(deep neural network,DNN)协同优化的微波辅助离子液体提取工艺。通过响应面设计,筛选微波功率、离子液体浓度、提取时间及料液比等参数,并构建二次回归模型;利用DNN模型解析多因素间非线性关系,优化工艺条件。结果表明,DNN模型得到的最优工艺条件为微波功率350 W、离子液体浓度0.6 mol/L、提取时间35 min、料液比1∶24(g/mL),多糖提取率为16.71%,高于响应面法优化的提取工艺结果。体外抗氧化试验显示,刺五加果多糖对羟基自由基、DPPH自由基和ABTS^(+)·自由基的半数抑制浓度(IC_(50))分别为2.36,2.05,2.47 mg/mL。研究为刺五加果在功能性食品及抗衰老保健品开发中的应用提供理论依据。 展开更多
关键词 刺五加果 多糖 工艺优化 响应面法 深度神经网络 抗氧化活性
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