数字化车间虚拟监控系统研究

传统的虚拟监控系统管理层与执行层信息交互能力不足,不能满足当前车间监控需求,基于虚拟现实技术与信息集成技术,建立车间状态监控系统,实现整个车间内人员、物料、设备等位置及状况的实时监控.系统以三维制造资源模型为基础构建数据逻辑模型;采用XML规范建立系统模块间的数据接口;利用实时状态数据驱动三维虚拟模型;利用Unity3D技术实现虚拟场景的渲染与实时人机交互,最后通过实例验证了系统的有效性.     

Recent progress of machine learning in flow modeling and active flow control

In terms of multiple temporal and spatial scales, massive data from experiments, flow field measurements, and high-fidelity numerical simulations have greatly promoted the rapid development of fluid mechanics. Machine Learning(ML) provides a wealth of analysis methods to extract potential information from a large amount of data for in-depth understanding of the underlying flow mechanism or for further applications. Furthermore, machine learning algorithms can enhance flow information and automat...