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Comparison of continuous homogenous azeotropic and pressure-swing distillation for a minimum azeotropic system ethyl acetate/nhexane separation 被引量:6
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作者 Liping Lü Lin Zhu +2 位作者 Huimin Liu Hang Li Shirui Sun 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2018年第10期2023-2033,共11页
Continuous homogenous azeotropic distillation(CHAD)and pressure-swing distillation(PSD)are explored to separate a minimum-boiling azeotropic system of ethyl acetate and n-hexane.The CHAD process with acetone as the en... Continuous homogenous azeotropic distillation(CHAD)and pressure-swing distillation(PSD)are explored to separate a minimum-boiling azeotropic system of ethyl acetate and n-hexane.The CHAD process with acetone as the entrainer and the PSD process with the pressures of 0.1 MPa and 0.6 MPa in two columns are designed and simulated by Aspen Plus.The operating conditions of the two processes are optimized via a sequential modular approach to obtain the minimum total annual cost(TAC).The computational results show that the partially heat integrated pressure-swing distillation(HIPSD)has reduced in the energy cost and TAC by 40.79%and 35.94%,respectively,than the conventional PSD,and has more greatly reduced the energy cost and TAC by 62.61%and 49.26%respectively compared with the CHAD process.The comparison of CHAD process and partially HIPSD process illustrates that the partially HIPSD has more advantages in averting the product pollution,energy saving,and economy. 展开更多
关键词 Continuous homogenous azeotropic distillation Pressure-swing distillation Ethyl acetate/n-hexane Azeotrope
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Velocity Calculation by Automatic Camera Calibration Based on Homogenous Fog Weather Condition 被引量:4
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作者 Hong-Jun Song Yang-Zhou Chen Yuan-Yuan Gao 《International Journal of Automation and computing》 EI CSCD 2013年第2期143-156,共14页
A novel algorithm for vehicle average velocity detection through automatic and dynamic camera calibration based on dark channel in homogenous fog weather condition is presented in this paper. Camera fixed in the middl... A novel algorithm for vehicle average velocity detection through automatic and dynamic camera calibration based on dark channel in homogenous fog weather condition is presented in this paper. Camera fixed in the middle of the road should be calibrated in homogenous fog weather condition, and can be used in any weather condition. Unlike other researches in velocity calculation area, our traffic model only includes road plane and vehicles in motion. Painted lines in scene image are neglected because sometimes there are no traffic lanes, especially in un-structured traffic scene. Once calibrated, scene distance will be got and can be used to calculate vehicles average velocity. Three major steps are included in our algorithm. Firstly, current video frame is recognized to discriminate current weather condition based on area search method (ASM). If it is homogenous fog, average pixel value from top to bottom in the selected area will change in the form of edge spread function (ESF). Secondly, traffic road surface plane will be found by generating activity map created by calculating the expected value of the absolute intensity difference between two adjacent frames. Finally, scene transmission image is got by dark channel prior theory, camera s intrinsic and extrinsic parameters are calculated based on the parameter calibration formula deduced from monocular model and scene transmission image. In this step, several key points with particular transmission value for generating necessary calculation equations on road surface are selected to calibrate the camera. Vehicles pixel coordinates are transformed to camera coordinates. Distance between vehicles and the camera will be calculated, and then average velocity for each vehicle is got. At the end of this paper, calibration results and vehicles velocity data for nine vehicles in different weather conditions are given. Comparison with other algorithms verifies the effectiveness of our algorithm. 展开更多
关键词 Vehicle velocity calculation homogenous fog weather condition dark channel prior MONOCULAR camera calibration
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Homogenous Balance Method and Exact Analytical Solutions for Whitham-Broer-Kaup Equations in Shallow Water 被引量:1
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作者 XIAZhi 《Chinese Quarterly Journal of Mathematics》 CSCD 2004年第3期240-246,共7页
Based on the homogenous balance method and with the help of mathematica, the Backlund transformation and the transfer heat equation are derived. Analyzing the heat-transfer equation, the multiple soliton solutions and... Based on the homogenous balance method and with the help of mathematica, the Backlund transformation and the transfer heat equation are derived. Analyzing the heat-transfer equation, the multiple soliton solutions and other exact analytical solution for Whitham-Broer-Kaup equations(WBK) are derived. These solutions contain Fan's, Xie's and Yan's results and other new types of analytical solutions, such as rational function solutions and periodic solutions. The method can also be applied to solve more nonlinear differential equations. 展开更多
关键词 improved homogenous balance method Backlund transformation solitary wave solution multiple solution exact analytical solution rational solution
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Development of Electrospray Laser Chemical Vapour Deposition for Homogenous Alumina Coatings 被引量:1
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作者 Teiichi KIMURA 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2016年第1期11-14,共4页
Electrospray,as a liquid source supply system,has been applied to chemical vapour deposition(CVD).In thermal CVD,the microstructure of the obtained films changes from dense to coarse granular because of the decreasi... Electrospray,as a liquid source supply system,has been applied to chemical vapour deposition(CVD).In thermal CVD,the microstructure of the obtained films changes from dense to coarse granular because of the decreasing surface temperature during deposition.Using the electrospray laser chemical vapour deposition method,we prepared homogenous alumina coatings.We found that laser irradiation was effective in compensating the surface temperature decrease,and an alpha-alumina coating with dense columnar microstructures was obtained at a deposition rate of 200 μm/h using 200 W Nd:YAG laser irradiation. 展开更多
关键词 electrospray laser chemical vapour deposition homogenous Alumina coating
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Typhoon Case Comparison Analysis Between Heterogeneous Many-Core and Homogenous Multicore Supercomputing Platforms
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作者 LIU Xin YU Xiaolin +5 位作者 ZHAO Haoran HAN Qiqi ZHANG Jie WANG Chengzhi MA Weiwei XU Da 《Journal of Ocean University of China》 SCIE CAS CSCD 2023年第2期324-334,共11页
In this paper,a typical experiment is carried out based on a high-resolution air-sea coupled model,namely,the coupled ocean-atmosphere-wave-sediment transport(COAWST)model,on both heterogeneous many-core(SW)and homoge... In this paper,a typical experiment is carried out based on a high-resolution air-sea coupled model,namely,the coupled ocean-atmosphere-wave-sediment transport(COAWST)model,on both heterogeneous many-core(SW)and homogenous multicore(Intel)supercomputing platforms.We construct a hindcast of Typhoon Lekima on both the SW and Intel platforms,compare the simulation results between these two platforms and compare the key elements of the atmospheric and ocean modules to reanalysis data.The comparative experiment in this typhoon case indicates that the domestic many-core computing platform and general cluster yield almost no differences in the simulated typhoon path and intensity,and the differences in surface pressure(PSFC)in the WRF model and sea surface temperature(SST)in the short-range forecast are very small,whereas a major difference can be identified at high latitudes after the first 10 days.Further heat budget analysis verifies that the differences in SST after 10 days are mainly caused by shortwave radiation variations,as influenced by subsequently generated typhoons in the system.These typhoons generated in the hindcast after the first 10 days attain obviously different trajectories between the two platforms. 展开更多
关键词 heterogeneous many-core supercomputing platform homogenous multicore supercomputing platform comparison analysis typhoon case
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Structure Elucidation of Hydroxypropyl Cellulose Homogenously Prepared from NaOH/Urea Aqueous Solution
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作者 HaiSong Qi Tao Song Fachuang Lu 《Paper And Biomaterials》 2016年第2期1-7,共7页
Hydroxypropyl celluloses(HPC) were homogenously synthesized by the reaction of cellulose with propylene oxide in NaOH/urea aqueous solution.Water-soluble HPC with molar degree of substitution(MSNMR) in the range of 0.... Hydroxypropyl celluloses(HPC) were homogenously synthesized by the reaction of cellulose with propylene oxide in NaOH/urea aqueous solution.Water-soluble HPC with molar degree of substitution(MSNMR) in the range of 0.52~0.78 was prepared from microcrystalline cellulose,cotton linters,and spruce sulfite pulp.The structure of the HPC samples was characterized by means of FT-IR,NMR,gas chromatography(GC),and size exclusion chromatography(SEC) analyses.Three types of cellulose samples with different molecular weights were found to dissolve well in the NaOH/urea solvent with no obvious differences in reactivity and regioselectivity.The relative reactivity of hydroxyl groups in the glycosyl unit was in the following order:O-6>O-2>O-3.In addition,the results of the study indicated that the tandem reaction during hydroxypropylation could be ignored. 展开更多
关键词 hydroxypropyl cellulose NaOH/urea aqueous solution STRUCTURE homogenous synthesis gas chromatography analysis
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One-pot five-component synthesis of highly functionalized piperidines using oxalic acid dihydrate as a homogenous catalyst 被引量:2
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作者 Seyed Sajad Sajadikhah Malek Taher Maghsoodlou +2 位作者 Nourallah Hazeri Sayyed Mostafa Habibi-Khorassani Anthony C.Willis 《Chinese Chemical Letters》 SCIE CAS CSCD 2012年第5期569-572,共4页
An efficient green protocol is described for the preparation of highly functionalized piperidines via a one-pot five-component reaction between aromatic aldehydes,anilines andβ-ketoesters in the presence of oxalic ac... An efficient green protocol is described for the preparation of highly functionalized piperidines via a one-pot five-component reaction between aromatic aldehydes,anilines andβ-ketoesters in the presence of oxalic acid dihydrate as catalyst in ethanol at ambient temperature.The structure as well as the relative stereochemistry of these compounds was confirmed by single X-ray crystallographic analysis. 展开更多
关键词 PIPERIDINE HETEROCYCLE Homogeneous catalyst Oxalic acid dihydrate Multi-component reaction
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Finite Indeterminacy of Homogenous Polynomial Germs under Some Subgroups R_(I_r) of R 被引量:2
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作者 LIU Heng-xing ZHANG Dun-mu 《Wuhan University Journal of Natural Sciences》 CAS 2005年第5期803-807,共5页
Using the finite determinacy relation with the regular sequence in the Ring Theory and the complete intersection in Analytic Geometry, the finite indeterminacy of homogeneous polynomial germs under some subgroups R1(... Using the finite determinacy relation with the regular sequence in the Ring Theory and the complete intersection in Analytic Geometry, the finite indeterminacy of homogeneous polynomial germs under some subgroups R1(r) of R in both real and complex case is proven by the homogeneity of the polynomial germs. It results in the finite determinacy of homogeneous polynomial germs needn't be discussed respectively. 展开更多
关键词 homogeneous polynomial finitely determined algebraic set regular sequence complete intersection
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Catalytic effect in lithium metal batteries: From heterogeneous catalyst to homogenous catalyst 被引量:2
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作者 Haining Fan Xuan-Wen Gao +3 位作者 Hailong Xu Yichun Ding Shi-Xue Dou Wen-Bin Luo 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2024年第3期305-326,I0008,共23页
Lithium metal batteries are regarded as prominent contenders to address the pressing needs owing to the high theoretical capacity.Toward the broader implementation,the primary obstacle lies in the intricate multi-elec... Lithium metal batteries are regarded as prominent contenders to address the pressing needs owing to the high theoretical capacity.Toward the broader implementation,the primary obstacle lies in the intricate multi-electron,multi-step redox reaction associated with sluggish conversion kinetics,subsequently giving rise to a cascade of parasitic issues.In order to smooth reaction kinetics,catalysts are widely introduced to accelerate reaction rate via modulating the energy barrier.Over past decades,a large amount of research has been devoted to the catalyst design and catalytic mechanism exploration,and thus the great progress in electrochemical performance has been realized.Therefore,it is necessary to make a comprehensive review toward key progress in catalyst design and future development pathway.In this review,the basic mechanism of lithium metal batteries is provided along with corresponding advantages and existing challenges detailly described.The main catalysts employed to accelerate cathode reaction with emphasis on their catalytic mechanism are summarized as well.Finally,the rational design and innovative direction toward efficient catalysts are suggested for future application in metal-sulfur/gas battery and beyond.This review is expected to drive and benefit future research on rational catalyst design with multi-parameter synergistic impacts on the activity and stability of next-generation metal battery,thus opening new avenue for sustainable solution to climate change,energy and environmental issues,and the potential industrial economy. 展开更多
关键词 Energy storage and conversion Metal battery Sulfur battery Air battery Catalytic effect Heterogeneous catalyst Homogeneous catalyst
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Homogenous strength-toughness match for 20Mn2SiCrMoV bainitic large-size parts via processing of VC particles and quenching control
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作者 Yu Tian Zhun-Li Tan +3 位作者 Jin-Zhou Zhang Zheng-Yuan Yuan Min Zhang Bing-Zhe Bai 《Rare Metals》 SCIE EI CAS CSCD 2023年第10期3485-3496,共12页
The problem of insufficient hardenability in general large-size parts always occurs in product manufacturing because of their large size,etc.It is restricted mainly by its own alloy composition with micro-alloy and ke... The problem of insufficient hardenability in general large-size parts always occurs in product manufacturing because of their large size,etc.It is restricted mainly by its own alloy composition with micro-alloy and key quenching and partitioning(Q&P) process.The relationship between the cooling rate and properties of small samples was analyzed as the basis of the initial cooling rate at different positions corresponding to large-size parts combined with controlled austenization temperature in this work.Typical as-treated micro structure after a fast cooling rate is mainly composed of lath bainite,martensite,and retained austenite(RA),while bainite and RA after a slow cooling rate.Simulations showed that cooling control via decreasing spray intensity,meeting higher strength at the surface,and good strength and toughness match can be obtained both at the surface and in the center.As-treated large ring part has~1330 MPa tensile strength and~95 J impact energy at the surface,and meantime,~1191 MPa tensile strength and~70 J impact energy in the center,which narrows the property difference. 展开更多
关键词 Large-size parts Property homogeneity Cooling control BAINITE VC
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Integrability of Hamiltonian Systems with Two Degrees of Freedom and Homogenous Potential of Degree Zero
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作者 Jaume Llibre Claudia Valls 《Journal of Applied Mathematics and Physics》 2018年第11期2192-2201,共10页
We provide necessary conditions in order that the Hamiltonian systems with Hamiltonian ,?and one of the following potentials ?are integrable in the Liouville sense.
关键词 Hamiltonian System LIOUVILLE INTEGRABILITY DARBOUX Points Homogeneous Potentials of DEGREE ZERO
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The Application Effect of Humanistic Care Homogenous Management in Medical Oncology Nursing
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作者 HE Jiangtao 《外文科技期刊数据库(文摘版)医药卫生》 2021年第12期1269-1272,共6页
Objective: to explore the application effect of humanized nursing management in oncology department. Methods: A total of 60 patients treated in the oncology Department of our hospital from January 2019 to October 2021... Objective: to explore the application effect of humanized nursing management in oncology department. Methods: A total of 60 patients treated in the oncology Department of our hospital from January 2019 to October 2021 were randomly divided into control group (n=30) and experimental group (n=30). The control group adopts general nursing methods, and the experimental group adopts humanized nursing and homogeneous management. The satisfaction of breast-feeding patients was compared between the two groups. Results: There was significant difference in nursing effect between the control group and the observation group. The experimental group (96.66%) was significantly higher than the conventional group (66.66%). The difference was statistically significant (P<0.05). Conclusion: Humanized nursing management has a good application effect in the field of internal medicine nursing, can effectively improve the quality of clinical nursing and patient satisfaction with nursing services, should be popularized in practice. 展开更多
关键词 humanistic care homogenization management department of oncology SATISFACTION
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Semi-Homogenous Generalization: Improving Homogenous Generalization for Privacy Preservation in Cloud Computing 被引量:3
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作者 Xian-Mang He Xiaoyang SeanWang +1 位作者 Dong Li Yan-Ni Hao 《Journal of Computer Science & Technology》 SCIE EI CSCD 2016年第6期1124-1135,共12页
Data security is one of the leading concerns and primary challenges for cloud computing. This issue is getting more and more serious with the development of cloud computing. However, the existing privacy-preserving da... Data security is one of the leading concerns and primary challenges for cloud computing. This issue is getting more and more serious with the development of cloud computing. However, the existing privacy-preserving data sharing techniques either fail to prevent the leakage of privacy or incur huge amounts of information loss. In this paper, we propose a novel technique, termed as linking-based anonymity model, which achieves K-anonymity with quasi-identifiers groups (QI-groups) having a size less than K. In the meanwhile, a semi-homogenous generalization is introduced to be against the attack incurred by homogenous generalization. To implement linking-based anonymization model, we propose a simple yet efficient heuristic local recoding method. Extensive experiments on real datasets are also conducted to show that the utility has been significantly improved by our approach compared with the state-of-the-art methods. 展开更多
关键词 privacy preservation cloud computing linking-based anonymization semi-homogenous homogenous generalization
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A homogenous solid polymer electrolyte prepared by facile spray drying method is used for room-temperature solid lithium metal batteries 被引量:4
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作者 Zehao Zhou Tong Sun +4 位作者 Jin Cui Xiu Shen Chuan Shi Shuang Cao Jinbao Zhao 《Nano Research》 SCIE EI CSCD 2023年第4期5080-5086,共7页
The aggregation of inorganic particles with high mass ratio will form a heterogeneous electric field in the solid polymer electrolytes(SPEs),which is difficult to be compatible with lithium anode,leading to inadequate... The aggregation of inorganic particles with high mass ratio will form a heterogeneous electric field in the solid polymer electrolytes(SPEs),which is difficult to be compatible with lithium anode,leading to inadequate ionic conductivity.Herein,a facile spray drying method is adopted to increase the mass ratio of inorganic particles and solve the aggregation problems of fillers simultaneously.The polyvinylidene fluoride(PVDF)with lithium bis(trifluoromethanesulfonyl)imide(LiTFSI)covers the surface of each Li_(6.4)La_(3)Zr_(1.4)Ta_(0.6)O_(12)(LLZTO)granules during the nebulization process,then forming flat solid electrolytes via layer-by-layer deposition.Characterized by the atomic force microscope,the obtained solid electrolytes achieve a homogenous dispersion of Young’s modulus and surface electric field.As a result,the as-prepared SPEs present high tensile strength of 7.1 MPa,high ionic conductivity of 1.86×10^(−4)S·cm^(−1)at room temperature,and wide electrochemical window up to 5.0 V,demonstrating increased mechanical strength and uniform lithium-ion migration channels for SPEs.Thanks to the as-prepared SPEs,the lithiumsymmetrical cells show a highly stable Li plating/stripping cycling for over 1,000 h at 0.1 mA·cm^(−2).The corresponding Li/LCoO_(2)batteries also present good rate capability and excellent cyclic performance with capacity retention of 80%after 100 cycles at room temperature. 展开更多
关键词 solid polymer electrolytes spray drying homogenous dispersion solid lithium batteries polyvinylidene fluoride/Li_(6.4)La_(3)Zr_(1.4)Ta_(0.6)O_(12)(PVDF/LLZTO) surface electric field
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Erratum to: Every Banach space admits a homogenous measure of non-compactness not equivalent to the Hausdorff measure 被引量:1
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作者 Ehmet Ablet Lixin Cheng +1 位作者 Qingjin Cheng Wen Zhang 《Science China Mathematics》 SCIE CSCD 2019年第10期2053-2056,共4页
[1, Theorem 4.4] states that every infinite dimensional Banach space admits a homogenous measure of noncompactness not equivalent to the Hausdorff measure. Howevere, there is a gap in the proof. In fact,we found that ... [1, Theorem 4.4] states that every infinite dimensional Banach space admits a homogenous measure of noncompactness not equivalent to the Hausdorff measure. Howevere, there is a gap in the proof. In fact,we found that [1, Lemma 4.3] is not true. In this erratum, we give a corrected proof of [1, Theorem 4.4]. 展开更多
关键词 HAUSDORFF Erratum to EVERY Banach space admits a homogenous MEASURE of non-compactness not EQUIVALENT to the HAUSDORFF MEASURE
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A simple unilateral homogenous PhOLEDs with enhanced efficiency and reduced efficiency roll-off 被引量:2
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作者 Shaoqing ZHUANG Wenzhi ZHANG Xiao YANG Lei WANG 《Frontiers of Optoelectronics》 EI CSCD 2013年第4期435-439,共5页
In this paper, highly efficient phosphorescent organic lighting emitting diodes (PhOELDs) with low efficiency roll-off are demonstrated by using a unilateral homogenous device structure with wide band-gap material 4... In this paper, highly efficient phosphorescent organic lighting emitting diodes (PhOELDs) with low efficiency roll-off are demonstrated by using a unilateral homogenous device structure with wide band-gap material 4, 4', 4"-tri(N-carbazolyl)-triphenylamine (TCTA) as hole transporting layer and emitting layer (EML). The opti- mized blue device exhibits a high power efficiency of 40 lm/W, external quantum efficiency of 19.2% and current efficiency of 37.7cd/A. More importantly, the device exhibits a low efficiency roll-off at 1000 cd/m^2. In addition, the white homogenous PhOLEDs only exhibits the efficiency roll-off 5.6% and 17.5%, corresponding to the brightness of 1000 and 5000cd/m^2 respectively. These interesting results demonstrate that the simple unilateral homogenous device structure is a promising way to enhance the device efficiency and reduce the efficiency roll-off. 展开更多
关键词 enhance efficiency efficiency roll-off uni-lateral homogenous structures
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Fast computation of Grbner basis of homogenous ideals of F[x,y] 被引量:3
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作者 LU PeiZhong ZOU Yan 《Science in China(Series F)》 2008年第4期368-380,共13页
This paper provides a fast algorithm for Grobnerbases of homogenous ideals of F[x, y] over a finite field F. We show that only the 8-polynomials of neighbor pairs of a strictly ordered finite homogenours generating se... This paper provides a fast algorithm for Grobnerbases of homogenous ideals of F[x, y] over a finite field F. We show that only the 8-polynomials of neighbor pairs of a strictly ordered finite homogenours generating set are needed in the computing of a Grobner base of the homogenous ideal. It reduces dramatically the number of unnecessary 5-polynomials that are processed. We also show that the computational complexity of our new algorithm is O(N^2), where N is the maximum degree of the input generating polynomials. The new algorithm can be used to solve a problem of blind recognition of convolutional codes. This problem is a new generalization of the important problem of synthesis of a linear recurring sequence. 展开更多
关键词 homogenous ideal Grobner basis sequence synthesis Berlekamp-Massey algorithm
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BUDGET CONSTRAINTS IN HOMOGENOUS MULTI-UNIT AUCTIONS
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作者 Yaqiong WU Yong ZHAO +1 位作者 Chaoyuan YUE Xianglin WU 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2012年第3期549-555,共7页
A homogenous multi-unit auction model is studied in two conditions: One is that the bidders face budget constraints and another is that the bidders do not face budget constraints. Two equilibrium bidding strategies o... A homogenous multi-unit auction model is studied in two conditions: One is that the bidders face budget constraints and another is that the bidders do not face budget constraints. Two equilibrium bidding strategies of each bidder are presented in these two conditions. By comparing them, the authors show that the equilibrium unit price bid in the presence of budget constraints will be less than that in the absence of budget constraints. The difference between the two equilibrium bids leads to the reduced revenue of the seller. And this difference will decrease as the number of the bidders increases. 展开更多
关键词 Auctions/bidding budget constraints equilibrium bidding strategy homogenous multi-unit.
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A Hybrid Second-Order Method for Homogenous Polynomial Optimization over Unit Sphere
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作者 Yi-Ju Wang Guang-Lu Zhou 《Journal of the Operations Research Society of China》 EI CSCD 2017年第1期99-109,共11页
In this paper, we propose a hybrid second-order method for homogenouspolynomial optimization over the unit sphere in which the new iterate is generated byemploying the second-order information of the objective functio... In this paper, we propose a hybrid second-order method for homogenouspolynomial optimization over the unit sphere in which the new iterate is generated byemploying the second-order information of the objective function. To guarantee theconvergence, we recall the shifted power method when the second-order method doesnot make an improvement to the objective function. As the Hessian of the objectivefunction can easily be computed and no line search is involved in the second-orderiterative step, the method is not time-consuming. Further, the new iterate is generatedin a relatively larger region and thus the global maximum can be likely obtained. Thegiven numerical experiments show the efficiency of the proposed method. 展开更多
关键词 Second order homogenous polynomial MAXIMUM
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A radiomics approach for predicting gait freezing in Parkinson's disease based on resting-state functional magnetic resonance imaging indices:A cross-sectional study
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作者 Miaoran Guo Hu Liu +6 位作者 Long Gao Hongmei Yu Yan Ren Yingmei Li Huaguang Yang Chenghao Cao Guoguang Fan 《Neural Regeneration Research》 2026年第4期1621-1627,共7页
Freezing of gait is a significant and debilitating motor symptom often observed in individuals with Parkinson's disease.Resting-state functional magnetic resonance imaging,along with its multi-level feature indice... Freezing of gait is a significant and debilitating motor symptom often observed in individuals with Parkinson's disease.Resting-state functional magnetic resonance imaging,along with its multi-level feature indices,has provided a fresh perspective and valuable insight into the study of freezing of gait in Parkinson's disease.It has been revealed that Parkinson's disease is accompanied by widespread irregularities in inherent brain network activity.However,the effective integration of the multi-level indices of resting-state functional magnetic resonance imaging into clinical settings for the diagnosis of freezing of gait in Parkinson's disease remains a challenge.Although previous studies have demonstrated that radiomics can extract optimal features as biomarkers to identify or predict diseases,a knowledge gap still exists in the field of freezing of gait in Parkinson's disease.This cross-sectional study aimed to evaluate the ability of radiomics features based on multi-level indices of resting-state functional magnetic resonance imaging,along with clinical features,to distinguish between Parkinson's disease patients with and without freezing of gait.We recruited 28 patients with Parkinson's disease who had freezing of gait(15 men and 13 women,average age 63 years)and 30 patients with Parkinson's disease who had no freezing of gait(16 men and 14 women,average age 64 years).Magnetic resonance imaging scans were obtained using a 3.0T scanner to extract the mean amplitude of low-frequency fluctuations,mean regional homogeneity,and degree centrality.Neurological and clinical characteristics were also evaluated.We used the least absolute shrinkage and selection operator algorithm to extract features and established feedforward neural network models based solely on resting-state functional magnetic resonance imaging indicators.We then performed predictive analysis of three distinct groups based on resting-state functional magnetic resonance imaging indicators indicators combined with clinical features.Subsequently,we conducted 100 additional five-fold cross-validations to determine the most effective model for each classification task and evaluated the performance of the model using the area under the receiver operating characteristic curve.The results showed that when differentiating patients with Parkinson's disease who had freezing of gait from those who did not have freezing of gait,or from healthy controls,the models using only the mean regional homogeneity values achieved the highest area under the receiver operating characteristic curve values of 0.750(with an accuracy of 70.9%)and 0.759(with an accuracy of 65.3%),respectively.When classifying patients with Parkinson's disease who had freezing of gait from those who had no freezing of gait,the model using the mean amplitude of low-frequency fluctuation values combined with two clinical features achieved the highest area under the receiver operating characteristic curve of 0.847(with an accuracy of 74.3%).The most significant features for patients with Parkinson's disease who had freezing of gait were amplitude of low-frequency fluctuation alterations in the left parahippocampal gyrus and two clinical characteristics:Montreal Cognitive Assessment and Hamilton Depression Scale scores.Our findings suggest that radiomics features derived from resting-state functional magnetic resonance imaging indices and clinical information can serve as valuable indices for the identification of freezing of gait in Parkinson's disease. 展开更多
关键词 amplitude of low-frequency fluctuation degree centrality feedforward neural network freezing of gait machine learning parahippocampal gyrus Parkinson's disease receiver operating characteristic regional homogeneity resting-state functional magnetic resonance imaging
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