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Case Retrieval Strategy of Turning Process Based on Grey Relational Analysis
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作者 Jianfeng Zhao Yunliang Huo +3 位作者 Ji Xiong Junbo Liu Zhixing Guo Qingxian Li 《Computer Modeling in Engineering & Sciences》 SCIE EI 2024年第2期1663-1678,共16页
To solve the problem of long response time when users obtain suitable cutting parameters through the Internet based platform,a case-based reasoning framework is proposed.Specifically,a Hamming distance and Euclidean d... To solve the problem of long response time when users obtain suitable cutting parameters through the Internet based platform,a case-based reasoning framework is proposed.Specifically,a Hamming distance and Euclidean distance combined method is designed to measure the similarity of case features which have both numeric and category properties.In addition,AHP(Analytic Hierarchy Process)and entropy weight method are integrated to provide features weight,where both user preferences and comprehensive impact of the index have been concerned.Grey relation analysis is used to obtain the similarity of a new problem and alternative cases.Finally,a platform is also developed on Visual Studio 2015,and a case study is demonstrated to verify the practicality and efficiency of the proposed method.This method can obtain cutting parameters which is suitable without iterative calculation.Compared with the traditional PSO(Particle swarm optimization algorithm)and GA(Genetic algorithm),it can obtain faster response speed.This method can provide ideas for selecting processing parameters in industrial production.While guaranteeing the characteristic information is similar,this approach can select processing parameters which is the most appropriate for the production process and a lot of time can be saved. 展开更多
关键词 CBR turning process grey relation AHP entropy weight
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Materials Selection of Thermoplastic Matrices of Natural Fibre Composites for Cyclist Helmet Using an Integration of DMAIC Approach in Six Sigma Method Together with Grey Relational Analysis Approach
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作者 N.A.Maidin S.M.Sapuan +1 位作者 M.T.Mastura M.Y.M.Zuhri 《Journal of Renewable Materials》 SCIE EI 2023年第5期2381-2397,共17页
Natural fibre reinforced polymer composite(NFRPC)materials are gaining popularity in the modern world due to their eco-friendliness,lightweight nature,life-cycle superiority,biodegradability,low cost,and noble mechani... Natural fibre reinforced polymer composite(NFRPC)materials are gaining popularity in the modern world due to their eco-friendliness,lightweight nature,life-cycle superiority,biodegradability,low cost,and noble mechanical properties.Due to the wide variety of materials available that have comparable attributes and satisfy the requirements of the product design specification,material selection has become a crucial component of design for engineers.This paper discusses the study’s findings in choosing the suitable thermoplastic matrices of Natural Fibre Composites for Cyclist Helmet utilising the DMAIC,and GRA approaches.The results are based on integrating two decision methods implemented utilising two distinct decision-making approaches:qualitative and quantitative.This study suggested thermoplastic polyethylene as a particularly ideal matrix in composite cyclist helmets during the selection process for the best thermoplastic matrices material using the 6σtechnique,with the decision based on the highest performance,the lightest weight,and the most environmentally friendly criteria.The DMAIC and GRA approach significantly influenced the material selection process by offering different tools for each phase.In the future study,selection technique may have been more exhaustive if more information from other factors had been added. 展开更多
关键词 Material selection DMAIC Six Sigma grey relational analysis thermoplastic matrices natural fibre polymerreinforced composites
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Multi-Criteria Group Decision-Making Method Based on an Improved Single-Valued Neutrosophic Hamacher Weighted Average Operator and Grey Relational Analysis
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作者 Ye Mei Junjie Yang Bo Chen 《Journal of Computer and Communications》 2023年第3期167-188,共22页
This paper proposes a multi-criteria decision-making (MCGDM) method based on the improved single-valued neutrosophic Hamacher weighted averaging (ISNHWA) operator and grey relational analysis (GRA) to overcome the lim... This paper proposes a multi-criteria decision-making (MCGDM) method based on the improved single-valued neutrosophic Hamacher weighted averaging (ISNHWA) operator and grey relational analysis (GRA) to overcome the limitations of present methods based on aggregation operators. First, the limitations of several existing single-valued neutrosophic weighted averaging aggregation operators (i.e. , the single-valued neutrosophic weighted averaging, single-valued neutrosophic weighted algebraic averaging, single-valued neutrosophic weighted Einstein averaging, single-valued neutrosophic Frank weighted averaging, and single-valued neutrosophic Hamacher weighted averaging operators), which can produce some indeterminate terms in the aggregation process, are discussed. Second, an ISNHWA operator was developed to overcome the limitations of existing operators. Third, the properties of the proposed operator, including idempotency, boundedness, monotonicity, and commutativity, were analyzed. Application examples confirmed that the ISNHWA operator and the proposed MCGDM method are rational and effective. The proposed improved ISNHWA operator and MCGDM method can overcome the indeterminate results in some special cases in existing single-valued neutrosophic weighted averaging aggregation operators and MCGDM methods. 展开更多
关键词 Single-Valued Neutrosophic Numbers Single-Valued Neutrosophic Hamacher Weighted Averaging Operator Grey relational Analysis Multi-Criteria Decision-Making Multi-Criteria Group Decision-Making
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Comprehensive security risk factor identification for small reservoirs with heterogeneous data based on grey relational analysis model 被引量:6
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作者 Jing-chun Feng Hua-ai Huang +1 位作者 Yao Yin Ke Zhang 《Water Science and Engineering》 EI CAS CSCD 2019年第4期330-338,共9页
Identification of security risk factors for small reservoirs is the basis for implementation of early warning systems.The manner of identification of the factors for small reservoirs is of practical significance when ... Identification of security risk factors for small reservoirs is the basis for implementation of early warning systems.The manner of identification of the factors for small reservoirs is of practical significance when data are incomplete.The existing grey relational models have some disadvantages in measuring the correlation between categorical data sequences.To this end,this paper introduces a new grey relational model to analyze heterogeneous data.In this study,a set of security risk factors for small reservoirs was first constructed based on theoretical analysis,and heterogeneous data of these factors were recorded as sequences.The sequences were regarded as random variables,and the information entropy and conditional entropy between sequences were measured to analyze the relational degree between risk factors.Then,a new grey relational analysis model for heterogeneous data was constructed,and a comprehensive security risk factor identification method was developed.A case study of small reservoirs in Guangxi Zhuang Autonomous Region in China shows that the model constructed in this study is applicable to security risk factor identification for small reservoirs with heterogeneous and sparse data. 展开更多
关键词 Security risk factor identification Heterogeneous data Grey relational analysis model relational degree Information entropy Conditional entropy Small reservoir GUANGXI
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Nutritional evaluation of different cultivars of potatoes(Solanum tuberosum L.) from China by grey relational analysis(GRA) and its application in potato steamed bread making 被引量:21
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作者 ZHOU Liang MU Tai-hua +3 位作者 MA Meng-mei ZHANG Ruo-fang SUN Qing-hua XU Yan-wen 《Journal of Integrative Agriculture》 SCIE CAS CSCD 2019年第1期231-245,共15页
Chemical composition(moisture,protein,starch,ash,fiber,fat),vitamins(vitamin C,vitamin B1,vitamin B2),total polyphenol content,antioxidant capacity,minerals,and amino acid of 14 potato cultivars in China were evaluate... Chemical composition(moisture,protein,starch,ash,fiber,fat),vitamins(vitamin C,vitamin B1,vitamin B2),total polyphenol content,antioxidant capacity,minerals,and amino acid of 14 potato cultivars in China were evaluated.The results indicated that all parameters varied significantly among different potato cultivars.The total starch,crude protein and fat content ranged between 57.42–67.83%,10.88–14.10% and 0.10–0.73% dry weight(DW),respectively.Moreover,the consumption of potato increased remarkably the dietary intake of vitamins,K,Mn and Cu.In addition,the chemical score of amino acid varied considerably between different cultivars,which ranged from 54(Neida 3 and Neida 41) to 71(Neida 34).Grey relational analysis(GRA) indicated that Neida 26 exhibited the most comprehensive nutritional values among potato cultivars,followed by Neida 42.Different potato flours had a significant effect on the quality parameters of potato steamed bread(PSB),Neida 26 and Neida 34 were more suitable for making PSB. 展开更多
关键词 POTATOES CULTIVARS nutritional components grey relational analysis POTATO STEAMED BREAD
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Multi-response optimization of process parameters in friction stir welded AM20 magnesium alloy by Taguchi grey relational analysis 被引量:5
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作者 Prakash Kumar Sahu Sukhomay Pal 《Journal of Magnesium and Alloys》 SCIE EI CAS 2015年第1期36-46,共11页
The purpose of this paper is to optimize the process parameter to get the better mechanical properties of friction stir welded AM20 magnesium alloy using Taguchi Grey relational analysis(GRA).The considered process pa... The purpose of this paper is to optimize the process parameter to get the better mechanical properties of friction stir welded AM20 magnesium alloy using Taguchi Grey relational analysis(GRA).The considered process parameters are welding speed,tool rotation speed,shoulder diameter and plunging depth.The experiments were carried out by using Taguchi's L18 factorial design of experiment.The processes parameters were optimized and ranked the parameters based on the GRA.The percentage influence of each process parameter on the weld quality was also quantified.A validation experimental run was conducted using optimal process condition,which was obtained from the analysis,to show the improvement in mechanical properties of the joint.This study also shows the feasibility of the GRA with Taguchi technique for improvement in welding quality of magnesium alloy. 展开更多
关键词 Friction stir welding Magnesium alloy Tensile strength Bending strength Micro-hardness OPTIMIZATION Taguchi Grey relational analysis
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Grey information coverage interaction relational decision making and its application 被引量:3
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作者 XIAO Qinzi SHAN Miyuan +1 位作者 GAO Mingyun XIAO Xinping 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2020年第2期359-369,共11页
This study aims to reflect the information coverage grey number and the interaction between attributes in grey relational decision making. Therefore, a multi-attribute decision method based on the grey information cov... This study aims to reflect the information coverage grey number and the interaction between attributes in grey relational decision making. Therefore, a multi-attribute decision method based on the grey information coverage interaction relational degree(GIRD) is proposed. Firstly, this paper defines the information coverage grey number, and establishes the GIRD model by using the Choquet fuzzy integral and grey relational principle. It proves that the proposed model not only is the general and unified form of the point relational degree, interval relational degree, mixed relational degree and grey fuzzy integral relational degree, but also can effectively deal with the interaction between attributes. Further,a decision making example of evaluating the industrial operation quality for 14 cities in Hunan province of China is provided to highlight the implementation, availability, and feasibility of the proposed decision model. 展开更多
关键词 GREY information COVERAGE interaction effect fuzzy INTEGRAL GREY relational DEGREE industrial quality evaluation
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Optimization of green sand mould system using Taguchi based grey relational analysis 被引量:3
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作者 Srinivasa Rao Pulivarti Anil Kumar Birru 《China Foundry》 SCIE 2018年第2期152-159,共8页
The strength of the mould cavity in sand casting is very much significant to attain high-quality castings. Optimization of green sand process parameters plays a vital role in minimizing casting defects. In the present... The strength of the mould cavity in sand casting is very much significant to attain high-quality castings. Optimization of green sand process parameters plays a vital role in minimizing casting defects. In the present research work, the effect of process parameters such as AFS grain fineness number, water, molasses, bentonite, fly ash, and ramming, and their levels on the resultant mould properties were investigated and optimized using Taguchi based grey relational analysis. The Taguchi L18 orthogonal array and analysis of variance(ANOVA) were used. The quality characteristics viz., green compression strength, permeability, bulk density, mould hardness and shatter index of green sand mould were optimized using grey relational grade, based on the experiments designed using Taguchi's Design of Experiments. ANOVA analysis indicated that water content is the most influential parameter followed by bentonite, and degree of ramming that contributes to the quality characteristics. The results are confirmed by calculating confidence intervals, which lies within the interval limits. Finally, microstructure observations and X-ray diffraction analysis have been performed for the optimal sand parametric combination. Results show that presence of maximum amount of SiO_2, which might be the reason for enhancement of the physical properties of the sand. 展开更多
关键词 green sand BENTONITE fly ash MOLASSES Taguchi based grey relational analysis grain fineness number
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Multi objective prediction and optimization of control parameters in the milling of aluminium hybrid metal matrix composites using ANN and Taguchi-grey relational analysis 被引量:2
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作者 S.Ajith Arul Daniel R.Pugazhenthi +1 位作者 R.Kumar S.Vijayananth 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2019年第4期545-556,共12页
This study aims to optimize the input parameters such as mass fraction and particle size of SiC along with depth of cut,feed and cutting speed in the milling of Al5059/SiC/MoS2.The hybrid metal matrix composites are g... This study aims to optimize the input parameters such as mass fraction and particle size of SiC along with depth of cut,feed and cutting speed in the milling of Al5059/SiC/MoS2.The hybrid metal matrix composites are generally fabricated by reinforcing of different sizes(10,20,40 μm)of SiC with aluminium at a different levels(5%,10%& 15%)whereas the MoS2 addition is fixed as 2%.The effect of each control factor on response variables are analyzed through Taguchi S/N ratio method.Also,the most significant method for prediction of response parameters is satisfied by ANN model than the regression model.Analysis of variance(ANOVA)results envisage that mass fraction of SiC,feed rate is the most domineering factor on response variable. 展开更多
关键词 Silicon CARBIDE Temperature Surface ROUGHNESS Cutting FORCES Artificial neural network GREY relational analysis
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GREY RELATIONAL ANALYSIS: A NEW STATISTICAL METHOD OF MULTIFACTORIAL ANALYSIS IN MEDICINE 被引量:3
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作者 谭学瑞 邓聚龙 《Journal of Pharmaceutical Analysis》 CAS 1997年第1期59-65,共7页
The concept, fundamental theory, analytical steps and formulae of grey relational analysis (GRA)-a new statistical method or multifactorial analysis in the field of medicine were introduced. GRA of grouping sequence t... The concept, fundamental theory, analytical steps and formulae of grey relational analysis (GRA)-a new statistical method or multifactorial analysis in the field of medicine were introduced. GRA of grouping sequence that is applied to medical study was built by the authors. An example was given to demonstrate it. The superiority of GRA was recounted briefly. 展开更多
关键词 GREY relational ANALYSIS MULTIFACTORIAL ANALYSIS STATISTICS MEDICINE
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The Evaluation on Ecological Agricultural Development in Sichuan Province on the Basis of Grey Relational Analysis 被引量:4
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作者 JIANG Ling,QI Yan-bin School of Economics and Management,Sichuan Agricultural University,Chengdu 611130,China 《Asian Agricultural Research》 2011年第5期123-127,共5页
By using the grey relational model,14 indexes of ecological agricultural development in Sichuan Province from 1997 to 2008 are analyzed.According to the relational degree results,the ecological agricultural developmen... By using the grey relational model,14 indexes of ecological agricultural development in Sichuan Province from 1997 to 2008 are analyzed.According to the relational degree results,the ecological agricultural development in 12 years can be divided into three stages:the first stage is from 1997 to 2000,with the shape of inverted U;the second stage is from 2001 to 2004,belonging to transition stage with slow growth rate;the third stage is from 2005 to 2008,belonging to the stage of rapid growth.It draws conclusion that per capita grain yield is an important element for evaluating ecological agricultural construction.Besides,reducing the energy consumption of per unit production,improving labor productivity and increasing agricultural science and technology application and input on agricultural infrastructure construction are the engine for developing Sichuan ecological agriculture. 展开更多
关键词 ECOLOGICAL AGRICULTURE GREY relational degree Sich
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Correlation between social relational quality and hope among patients with permanent colostomies 被引量:2
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作者 Bao-Jia Luo Hui-Ying Qin Mei-Chun Zheng 《International Journal of Nursing Sciences》 2014年第4期405-409,共5页
Purpose:This study examined the correlation between social relational quality and hope among patients with permanent colostomies.Methods:Eighty-six eligible patients with permanent colostomies were recruited from a Cl... Purpose:This study examined the correlation between social relational quality and hope among patients with permanent colostomies.Methods:Eighty-six eligible patients with permanent colostomies were recruited from a Class A tertiary hospital from July to December 2012.A self-designed demographic questionnaire,the Social Relational Quality Scale(SRQS),and the Herth Hope Index(HHI)were administered to all patients.Results:The total social relationship quality and hope scores were 49.42±4.98 and 38.52±4.64,respectively.The total scale score and composing subscale scores for social relationship quality and hope showed a statistically significant positive correlation with each other(r?0.324e0.680;p<0.01).Conclusions:A positive correlation exists between social relational quality and hope among patients with permanent colostomies.This finding suggests that such patients should be given hope and that their families should be encouraged to provide more support for better acceptance and adjustment. 展开更多
关键词 HOPE Permanent colostomy Social relational quality
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基于Relational Database的企业员工远程教学平台信息库建设的浅谈
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作者 李学强 孙圣民 《科技创新与应用》 2013年第14期96-96,共1页
文章对Relation database库结构进行分析,研究基于Relation database建设远程教学信息库的可行性,并以企业员工远程教学管理系统中信息库的构建为案例,说明Relation database库的优势。
关键词 relational DATABASE 远程教学平台 信息库
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Fuzzy MCDM Based on Fuzzy Relational Degree Analysis 被引量:1
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作者 Song Yexin Dept. of Basic Courses, Naval University of Engineering, Wuhan 430033,P.R.China Chen Mianyun Dept. of Control Science and Engineering, Huazhong University of Science and Technology, Wuhan 430074,P.R.China 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2002年第1期1-7,共7页
This paper presents a new fuzzy multiple criteria (both qualitative and quantitative) decision making (MCDM) method based on fuzzy relational degree analysis. The concepts of fuzzy set theory are used to construct a w... This paper presents a new fuzzy multiple criteria (both qualitative and quantitative) decision making (MCDM) method based on fuzzy relational degree analysis. The concepts of fuzzy set theory are used to construct a weighted suitability decision matrix to evaluate the weighted suitability of different alternatives versus various criteria. The positive ideal solution and negative ideal solution are then obtained by using a method of ranking fuzzy numbers, and the fuzzy relational degrees of different alternatives versus positive ideal solution and negative ideal solution are calculated by using the proposed arithmetic. Finally, the relative relational degrees of various alternatives versus positive ideal solution are ranked to determine the best alternative. A numerical example is provided to illustrate the proposed method at the end of this 展开更多
关键词 FUZZY MCDM Trapezoidal FUZZY numbers FUZZY relational DEGREE analysis RANKING alternatives.
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Grey Relational Analysis Coupled with Principal Component Analysis Method For Optimization Design of Novel Crash Box Structure 被引量:1
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作者 Shuang Wang Dengfeng Wang 《Journal of Beijing Institute of Technology》 EI CAS 2019年第3期577-584,共8页
Crashworthiness and lightweight optimization design of the crash box are studied in this paper. For the initial model, a physical test was performed to verify the model. Then, a parametric model using mesh morphing te... Crashworthiness and lightweight optimization design of the crash box are studied in this paper. For the initial model, a physical test was performed to verify the model. Then, a parametric model using mesh morphing technology is used to optimize and decrease the maximum collision force (MCF) and increase specific energy absorption (SEA) while ensure mass is not increased. Because MCF and SEA are two conflicting objectives, grey relational analysis (GRA) and principal component analysis (PCA) are employed for design optimization of the crash box. Furthermore, multi-objective analysis can convert to a single objective using the grey relational grade (GRG) simultaneously, hence, the proposed method can obtain the optimal combination of design parameters for the crash box. It can be concluded that the proposed method decreases the MCF and weight to 16.7% and 29.4% respectively, while increasing SEA to 16.4%. Meanwhile, the proposed method in comparison to the conventional NSGA-Ⅱ method, reduces the time cost by 103%. Hence, the proposed method can be properly applied to the optimization of the crash box. 展开更多
关键词 CRASH box optimization maximum COLLISION force (MCF) specific energy absorption (SEA) GREY relational ANALYSIS (GRA) principal component ANALYSIS (PCA)
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Comprehensive Evaluation of New Self-cultivated Sugarcane Lines by Grey Relational Analysis 被引量:1
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作者 Wenqing MA Qiang GUO +3 位作者 Chizhang WEI Hengrui LI Chong PENG Zhenhua LIANG 《Asian Agricultural Research》 2014年第9期85-88,共4页
The grey relational analysis( GRA) was used to evaluate the 10 sugarcane lines by 13 main agronomic characters. The result showed that the grey correlation degree of self-cultivated lines GNY08- 320(0. 7502),GNY08- 33... The grey relational analysis( GRA) was used to evaluate the 10 sugarcane lines by 13 main agronomic characters. The result showed that the grey correlation degree of self-cultivated lines GNY08- 320(0. 7502),GNY08- 336(0. 7409),GNY08- 186(0. 7369),and GNY08- 225(0. 7277) were higher than ROC22(CK),so the 4 lines can be further tested,and the others were worse than CK that should be further observed or eliminated. 展开更多
关键词 SUGARCANE GREY relational analysis LINES Comprehen
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Relational Reinforcement Learning with Continuous Actions by Combining Behavioural Cloning and Locally Weighted Regression 被引量:2
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作者 Julio H. Zaragoza Eduardo F. Morales 《Journal of Intelligent Learning Systems and Applications》 2010年第2期69-79,共11页
Reinforcement Learning is a commonly used technique for learning tasks in robotics, however, traditional algorithms are unable to handle large amounts of data coming from the robot’s sensors, require long training ti... Reinforcement Learning is a commonly used technique for learning tasks in robotics, however, traditional algorithms are unable to handle large amounts of data coming from the robot’s sensors, require long training times, and use dis-crete actions. This work introduces TS-RRLCA, a two stage method to tackle these problems. In the first stage, low-level data coming from the robot’s sensors is transformed into a more natural, relational representation based on rooms, walls, corners, doors and obstacles, significantly reducing the state space. We use this representation along with Behavioural Cloning, i.e., traces provided by the user;to learn, in few iterations, a relational control policy with discrete actions which can be re-used in different environments. In the second stage, we use Locally Weighted Regression to transform the initial policy into a continuous actions policy. We tested our approach in simulation and with a real service robot on different environments for different navigation and following tasks. Results show how the policies can be used on different domains and perform smoother, faster and shorter paths than the original discrete actions policies. 展开更多
关键词 relational Reinforcement Learning BEHAVIOURAL CLONING CONTINUOUS ACTIONS ROBOTICS
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On the Different Views on Sex between Chinese and Westerners in the Perspective of Relational Orientation
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作者 方旭燕 《海外英语》 2014年第11X期179-180,共2页
This paper, in light of Kluckhohn's relational orientation, discusses the different sex values between Chinese and westerners, and intends to conclude that Chinese are more conserved in sex behaviors, love express... This paper, in light of Kluckhohn's relational orientation, discusses the different sex values between Chinese and westerners, and intends to conclude that Chinese are more conserved in sex behaviors, love expression and more material-oriented in choosing a marriage than westerners. 展开更多
关键词 Kluckhohn relational ORIENTATION SEX Chinese weste
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A Discussion on the Relational Process of Business Negotiation
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作者 刘茜 《海外英语》 2013年第13期292-293,共2页
It is widely known that business negotiation is an indispensable part in international trade and probably the most common type of negotiation.Generally speaking,business negotiation is a process which business negotia... It is widely known that business negotiation is an indispensable part in international trade and probably the most common type of negotiation.Generally speaking,business negotiation is a process which business negotiators would make the interaction in order to get specific exchange goals.Because of the important role of business negotiations in business world,many Chinese researchers have engaged in study of business and achieved many useful findings.Although there are many researches in the field of business negotiation,focusing on the analysis of relational process of business negotiation is less,which is the main con cern of this thesis.The aim of this thesis is to find the language mechanism and characteristic of business negotiation.At the meantime,negotiators are more likely to attain the deep perception in choosing the better words and structure among the negotiation. 展开更多
关键词 BUSINESS NEGOTIATION relational PROCESS
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PORLES:A Parallel Object Relational Database System
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作者 Sun Yong\|qiang, Xu Shu\|ting, Zhu Feng\|hua, Lai Shu\|huaDepartment of Computer Science and Engineering, Shanghai Jiaotong University, Shanghai 200030,China 《Wuhan University Journal of Natural Sciences》 CAS 2001年第Z1期100-109,共10页
We developed a parallel object relational DBMS named PORLES. It uses BSP model as its parallel computing model, and monoid calculus as its basis of data model. In this paper, we introduce its data model, parallel quer... We developed a parallel object relational DBMS named PORLES. It uses BSP model as its parallel computing model, and monoid calculus as its basis of data model. In this paper, we introduce its data model, parallel query optimization, transaction processing system and parallel access method in detail. 展开更多
关键词 PARALLEL OBJECT relational database BSP MODEL data MODEL query optimization
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