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Fuzzy Controller Designed by GA for Two-wheeled Mobile Robots

並列摘要


A GA-based fuzzy controller design method is proposed for a two-wheeled mobile robot to independently control two velocities of its left-wheeled motor and right-wheeled motor so that the controlled robot can move fast and efficiently to the desired position. First, the kinematics model of the considered two-wheeled robot is described and a 4-input-and-2-output motion fuzzy control structure with two 2-input-and-1-output fuzzy systems is proposed. Then a GA-based method is proposed, where a ratio coefficient coding method and a variable fitness function in the genetic algorithm are proposed to choose the input and output membership functions of these two fuzzy systems so that the selected controller has a good performance in the robot's motion. From the control results of the proposed method in the 3D Robot Soccer Simulator of FIRA, we can see that the proposed motion control method for two-wheeled mobile robots is feasible and effective.

被引用紀錄


詹翔閔(2013)。多軸機器人之機構的最佳化設計〔博士論文,淡江大學〕。華藝線上圖書館。https://doi.org/10.6846/TKU.2013.00332
賴柏澔(2012)。應用粒子群最佳化演算法結合擾動法於新型四足機器人之步態運動規劃與控制〔碩士論文,國立臺北科技大學〕。華藝線上圖書館。https://doi.org/10.6841/NTUT.2012.00220
呂朋樺(2010)。結合廻歸模糊與田口方法發展表面粗糙度預測系統之研究〔碩士論文,中原大學〕。華藝線上圖書館。https://doi.org/10.6840/cycu201000906
李政昕(2010)。嵌入式系統在移動機器人上之應用〔碩士論文,國立臺灣大學〕。華藝線上圖書館。https://doi.org/10.6342/NTU.2010.01714
柯致中(2010)。四足機器人穩定爬升樓梯步態之軌跡規劃〔碩士論文,國立臺灣大學〕。華藝線上圖書館。https://doi.org/10.6342/NTU.2010.00828

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