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領域QoS與資源感知的物流服務動態優化組合方法

徐園園 劉志中 賈宗璞

徐園園, 劉志中, 賈宗璞. 領域QoS與資源感知的物流服務動態優化組合方法[J]. 工程科學學報, 2018, 40(7): 882-891. doi: 10.13374/j.issn2095-9389.2018.07.015
引用本文: 徐園園, 劉志中, 賈宗璞. 領域QoS與資源感知的物流服務動態優化組合方法[J]. 工程科學學報, 2018, 40(7): 882-891. doi: 10.13374/j.issn2095-9389.2018.07.015
XU Yuan-yuan, LIU Zhi-zhong, JIA Zong-pu. Domain QoS and resource-aware logistics web service dynamic optimal composition[J]. Chinese Journal of Engineering, 2018, 40(7): 882-891. doi: 10.13374/j.issn2095-9389.2018.07.015
Citation: XU Yuan-yuan, LIU Zhi-zhong, JIA Zong-pu. Domain QoS and resource-aware logistics web service dynamic optimal composition[J]. Chinese Journal of Engineering, 2018, 40(7): 882-891. doi: 10.13374/j.issn2095-9389.2018.07.015

領域QoS與資源感知的物流服務動態優化組合方法

doi: 10.13374/j.issn2095-9389.2018.07.015
詳細信息
  • 中圖分類號: TP393.09

Domain QoS and resource-aware logistics web service dynamic optimal composition

  • 摘要: 為了提高物流服務優化組合的動態性、可靠性與用戶滿意度,本文提出了一種基于全局服務質量(quality of service,QoS)約束分解的能夠感知領域質量與資源需求的物流服務優化組合方法.該研究工作首先把學習機制引入人工蜂群算法(artificial bee colony algorithm,ABC),形成了具有自主學習能力的改進型人工蜂群算法(LABC);之后,應用學習人工蜂群算法(LABC)將全局QoS約束分解成每個物流子任務需要滿足的局部QoS約束,從而將QoS感知的物流服務優化組合這一全局優化問題轉化成以領域質量為依據的局部最優服務選擇問題;其次,在物流服務流程執行的過程中,在感知物流任務節點對資源需求的前提下,為每一個物流任務節點選擇一個具有最優領域QoS的物流服務;與已有的研究工作相比,該方法能夠實現物流服務動態可靠的優化組合.最后,通過模擬實驗驗證了本文所提出的方法是可行有效的.

     

  • [4] Zeng L Z, Benatallah B, Ngu A H H, et al. QoS-aware middleware for web services composition.IEEE Trans Software Eng, 2004, 30(5):311
    [11] Yu Y, Chen J, Lin S Q, et al.A dynamic QoS-aware logistics service composition algorithm based on social network. IEEE Trans Emerg Topics Comput, 2014, 2(4):399
    [12] Yang R, Li B, Cheng C. Adaptable service composition for intelligent logistics:a middleware approach//2014 International Conference on Cloud Computing and Big Data (CCBD). Wuhan, 2014:75
    [13] Liu Z Z, Xue X, Shen J Q, et al. Web service dynamic composition based on decomposition of global QoS constraints.Int J Adv Manuf Technol, 2013, 69(9-12):2247
    [14] Karaboga D, Gorkemli B, Ozturk C, et al. A comprehensive survey:artificial bee colony (ABC) algorithm and applications.Artif Intell Rev, 2014, 42(1):21
    [15] Graf S, Bekele R. Forming heterogeneous groups for intelligent collaborative learning systems with ant colony optimization//International Conference on Intelligent Tutoring Systems. Springer-Verlag, 2006:217
    [16] Liu Z Z, Jia Z P, Xue X, et al. Reliable Web service composition based on QoS dynamic prediction. Soft Comput, 2015, 19(5):1409
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  • 被引次數: 0
出版歷程
  • 收稿日期:  2017-10-09

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