College of Mechanical and Electrical Engineering, Harbin Engineering University, Harbin 150001, China.
Comput Intell Neurosci. 2022 Jan 21;2022:3655621. doi: 10.1155/2022/3655621. eCollection 2022.
In order to improve the management efficiency of the safety status of Industry 4.0 engineering products, the multigranularity access control model (MGACM) Industry 4.0 engineering product life cycle management (PLM) is adopted to optimize the safety management mode of Industry 4.0 engineering products in this paper. The multigranularity access control model is constructed in this paper, which has strong nonlinearity and better fault tolerance. In addition, the parameters of PLM are optimized through the multiparticle access control model, and PLM search is enabled. Taking into account the slow and easy convergence of the multigranular access control model, a niche technology with full life cycle heterogeneity and elimination mechanism is proposed to solve the premature convergence problem of the multigranular access control model. The final simulation results of this paper show that, compared with traditional algorithms, the proposed multigranularity access control model is more reliable and effective and has faster convergence speed and higher management efficiency.
为了提高工业 4.0 工程产品安全状况的管理效率,采用多粒度访问控制模型(MGACM)工业 4.0 工程产品全生命周期管理(PLM)来优化工业 4.0 工程产品的安全管理模式。本文构建了多粒度访问控制模型,该模型具有较强的非线性和较好的容错性。此外,通过多粒子访问控制模型对 PLM 参数进行优化,并进行 PLM 搜索。考虑到多粒度访问控制模型的收敛速度较慢且容易出现早熟现象,提出了一种具有全生命周期异质性和消除机制的小生境技术来解决多粒度访问控制模型的早熟收敛问题。本文的最终仿真结果表明,与传统算法相比,所提出的多粒度访问控制模型更加可靠有效,且具有更快的收敛速度和更高的管理效率。