国产欧美精品一区二区,中文字幕专区在线亚洲,国产精品美女网站在线观看,艾秋果冻传媒2021精品,在线免费一区二区,久久久久久青草大香综合精品,日韩美aaa特级毛片,欧美成人精品午夜免费影视

預警機制的鯨魚(yú)算法及時(shí)間約束的航跡規劃
DOI:
CSTR:
作者:
作者單位:

南京航空航天大學(xué)自動(dòng)化學(xué)院

作者簡(jiǎn)介:

通訊作者:

中圖分類(lèi)號:

基金項目:

國家自然科學(xué):52272369


Whale Optimization Algorithm Based on Early Warning Mechanism and Path Planning with Time Constraint
Author:
Affiliation:

Fund Project:

  • 摘要
  • |
  • 圖/表
  • |
  • 訪(fǎng)問(wèn)統計
  • |
  • 參考文獻
  • |
  • 相似文獻
  • |
  • 引證文獻
  • |
  • 資源附件
  • |
  • 文章評論
    摘要:

    針對高實(shí)時(shí)性要求的固定翼無(wú)人機航跡規劃問(wèn)題,在模型中引入算法的運行時(shí)間以契合實(shí)際工程要求,并提出基于預警機制的改進(jìn)鯨魚(yú)優(yōu)化算法完成求解;該算法通過(guò)對適應度進(jìn)行排序定義個(gè)體的預警概率,并借此控制個(gè)體更新機制的選取;隨后引入與預警概率關(guān)聯(lián)的權重系數控制螺旋更新機制的收縮擴張,同時(shí)使用萊維飛行改進(jìn)隨機游走機制加快收斂,達到平衡各機制開(kāi)發(fā)與探索能力的目的;有效地改善算法收斂速度慢、精度低的缺陷;使用基準函數測試并驗證算法的有效性,并在不同維度與距離的航跡規劃對比仿真實(shí)驗中量化改進(jìn)算法在收斂精度與收斂速度的優(yōu)越性;仿真實(shí)驗表明,面對低維度航跡規劃時(shí),算法精度可提高8.0%;面對高緯度航跡規劃時(shí),算法收斂速度可提高50%;

    Abstract:

    For the fixed wing UAV path planning with high real-time requirements, time cost is introduced into the optimization model to fit the actual project, and the new improved whale optimization algorithm with early warning mechanism is proposed to complete the optimization solution. The algorithm establishes individual early warning probability by ranking fitness of the population, and uses it to control the selection of update mechanism. By introducing the weight coefficient associated with the early warning probability to control the expansion and contraction of the spiral update mechanism, and using Lévy flight to improve the random walk mechanism to accelerate the convergence, the goal of balancing the development and exploration capabilities of each mechanism is achieved, which is beneficial to alleviate the problems of whale optimization algorithm, such as slow convergence speed and low convergence accuracy. The simulation experiment uses benchmark function to prove the effectiveness of the algorithm, and the simulation of path planning in different dimensions and distances shows the superiority of the improved algorithm. The simulation results show that the algorithm accuracy can be improved by 8.0% when dealing with low dimension path planning and the convergence speed of algorithm can be improved by 50%.

    參考文獻
    相似文獻
    引證文獻
引用本文

閆浩泉,楊柳慶,張勇.預警機制的鯨魚(yú)算法及時(shí)間約束的航跡規劃計算機測量與控制[J].,2023,31(10):140-146.

復制
分享
文章指標
  • 點(diǎn)擊次數:
  • 下載次數:
  • HTML閱讀次數:
  • 引用次數:
歷史
  • 收稿日期:2022-11-16
  • 最后修改日期:2022-12-20
  • 錄用日期:2023-01-03
  • 在線(xiàn)發(fā)布日期: 2023-10-26
  • 出版日期:
文章二維碼
弥渡县| 苏尼特右旗| 奉化市| 南江县| 甘洛县| 德化县| 凤台县| 阳朔县| 宾阳县| 黎川县| 永定县| 海伦市| 沽源县| 伊通| 钟山县| 福鼎市| 石景山区| 琼中| 吉安县| 拉萨市| 天台县| 汨罗市| 沐川县| 宾川县| 曲沃县| 泰顺县| 泗阳县| 临夏市| 岳池县| 沛县| 延川县| 利津县| 石嘴山市| 竹溪县| 洮南市| 股票| 长丰县| 新巴尔虎右旗| 安达市| 类乌齐县| 吉首市|