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基于關(guān)聯(lián)規則挖掘的全向輪移動(dòng)機器人目標跟蹤控制系統設計
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菏澤市科學(xué)技術(shù)信息研究所

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Design of target tracking control system for omnidirectional wheel mobile robot based on association rule mining
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    摘要:

    為使全向輪機器人在移動(dòng)過(guò)程中所捕獲到的目標對象能夠完全符合理想目標設定條件,準確追蹤目標節點(diǎn)的運動(dòng)行為,設計基于關(guān)聯(lián)規則挖掘的全向輪移動(dòng)機器人目標跟蹤控制系統。根據CAN主控框架的部署形式,按需連接核心管控電路與I/O跟蹤模塊,分別以轉向控制器、速度控制器為例,完善全向輪控制結構的物理作用能力,實(shí)現機器人目標跟蹤控制系統的應用結構部件設計。在此基礎上,定義頻繁項集合,按照具體的關(guān)聯(lián)規則特征描述結果,確定挖掘程序指令的執行能力,得到準確的關(guān)聯(lián)離散度指標計算結果,實(shí)現控制系統的關(guān)聯(lián)規則挖掘,再聯(lián)合相關(guān)硬件設備結構,完成基于關(guān)聯(lián)規則挖掘的全向輪移動(dòng)機器人目標跟蹤控制系統設計。分析對比實(shí)驗結果可知,隨著(zhù)關(guān)聯(lián)規則挖掘控制系統的應用,全向輪機器人在移動(dòng)過(guò)程中所捕獲到的目標對象能夠將理想目標完全包含在內,可以輔助全向輪移動(dòng)機器人更加準確地追蹤目標節點(diǎn)的運動(dòng)行為,符合實(shí)際應用需求。

    Abstract:

    In order to make the target objects captured by the omnidirectional wheel robot in the moving process fully meet the ideal target setting conditions and accurately track the motion behavior of the target node, an omnidirectional wheel mobile robot target tracking control system based on association rule mining is designed. According to the deployment form of the CAN main control framework, connect the core control circuit and the I/O tracking module as needed, take the steering controller and the speed controller as examples, improve the physical function of the omnidirectional wheel control structure, and realize the robot target tracking control design of application structural components of the system. On this basis, define the frequent item set, describe the results according to the specific association rule characteristics, determine the execution ability of the mining program instructions, obtain the accurate calculation result of the association dispersion index, realize the association rule mining of the control system, and then combine the relevant hardware equipment. structure, and complete the design of target tracking control system for omnidirectional wheel mobile robot based on association rule mining. Analysis and comparison of the experimental results show that with the application of the association rule mining control system, the target object captured by the omnidirectional wheel robot during the movement process can completely include the ideal target, which can assist the omnidirectional wheel mobile robot to track more accurately The motion behavior of the target node meets the actual application requirements.

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高劍,于連生,崔倍寧,張乾.基于關(guān)聯(lián)規則挖掘的全向輪移動(dòng)機器人目標跟蹤控制系統設計計算機測量與控制[J].,2022,30(7):154-159.

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歷史
  • 收稿日期:2022-04-20
  • 最后修改日期:2022-05-16
  • 錄用日期:2022-05-16
  • 在線(xiàn)發(fā)布日期: 2022-07-19
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