计算机工程
計算機工程
계산궤공정
COMPUTER ENGINEERING
2014年
9期
275-279
,共5页
多智能体系统%日志文件%数学建模%偏最小二乘法%回归分析%多重共线性
多智能體繫統%日誌文件%數學建模%偏最小二乘法%迴歸分析%多重共線性
다지능체계통%일지문건%수학건모%편최소이승법%회귀분석%다중공선성
Multi-Agent System ( MAS )%log file%mathematical modeling%Partial Least Square ( PLS )%regression analysis%multi-collinearity
传球动作是RoboCup仿真足球比赛得以进行的纽带,进球并赢得比赛是球队的最终目标,分析传球与比赛胜负的关系,采用数据挖掘的思想,用C语言程序解析仿真比赛日志文件的方法来收集所需的传球数据,基于距离将传球分为5种类型,以5种类型的传球作为解释变量,以比分作为因变量,采用偏最小二乘法搭建数学模型,用SIMCA-P软件进行仿真实验,并采用相关图形进行分析与说明。在包含解释变量72.8%、因变量74.4%信息量的情况下,5个解释变量对因变量的投影重要性指标值分别为0.08114,0.99666,1.0289,1.08806,1.32573。实验结果表明,对传球来说,长传球对比赛胜负的影响最大。
傳毬動作是RoboCup倣真足毬比賽得以進行的紐帶,進毬併贏得比賽是毬隊的最終目標,分析傳毬與比賽勝負的關繫,採用數據挖掘的思想,用C語言程序解析倣真比賽日誌文件的方法來收集所需的傳毬數據,基于距離將傳毬分為5種類型,以5種類型的傳毬作為解釋變量,以比分作為因變量,採用偏最小二乘法搭建數學模型,用SIMCA-P軟件進行倣真實驗,併採用相關圖形進行分析與說明。在包含解釋變量72.8%、因變量74.4%信息量的情況下,5箇解釋變量對因變量的投影重要性指標值分彆為0.08114,0.99666,1.0289,1.08806,1.32573。實驗結果錶明,對傳毬來說,長傳毬對比賽勝負的影響最大。
전구동작시RoboCup방진족구비새득이진행적뉴대,진구병영득비새시구대적최종목표,분석전구여비새성부적관계,채용수거알굴적사상,용C어언정서해석방진비새일지문건적방법래수집소수적전구수거,기우거리장전구분위5충류형,이5충류형적전구작위해석변량,이비분작위인변량,채용편최소이승법탑건수학모형,용SIMCA-P연건진행방진실험,병채용상관도형진행분석여설명。재포함해석변량72.8%、인변량74.4%신식량적정황하,5개해석변량대인변량적투영중요성지표치분별위0.08114,0.99666,1.0289,1.08806,1.32573。실험결과표명,대전구래설,장전구대비새성부적영향최대。
Passing ball action runs through the RoboCup simulation games,both teams spare no effort to win the game. The paper studies the connection between passing ball action and the game deeply. It puts forward to adopt the idea of data mining,analyzes games’ log files by C language program in order to collect the required passing ball data,divides passing ball into 5 types which are seen as independent variables and see score as dependent variable, then establishes mathematical model combining with Partial Least Square( PLS) . A few relevant figures are used to analyze and verify the experimental result which comes from SIMCA-P. The result shows that with 72. 8% of independent variables information and 74. 4% of dependent variable information, the VIP values of 5 independent variables to dependent variable are as follows:0. 081 14,0. 996 66,1. 028 9,1. 088 06,1. 325 73. After linking theoretical result with practical scene, it is concluded that long pass plays a major role in a game for passing ball.