Locally generalised multi-agent reinforcement learning for demand and capacity balancing with customised neural networks

Reinforcement Learning (RL) techniques are being studied to solve the Demand and Capacity Balancing (DCB) problems to fully exploit their computational performance. A locally generalised Multi-Agent Reinforcement Learning (MARL) for real-world DCB problems is proposed. The proposed method can deploy trained agents directly to unseen scenarios in a specific Air Traffic Flow Management (ATFM) region to quickly obtain a satisfactory solution. In this method, agents of all flights in a scenario form a multi-agent decision-making system based on partial observation. The trained agent with the customised neural network can be deployed directly on the corresponding flight, allowing it to solve the DCB problem jointly. A cooperation coefficient is introduced in the reward function, which is used to adjust the agent’s cooperation preference in a multi-agent system, thereby controlling the distribution of flight delay time allocation. A multi-iteration mechanism is designed for the DCB decision-making framework to deal with problems arising from non-stationarity in MARL and to ensure that all hotspots are eliminated. Experiments based on large-scale high-complexity real-world scenarios are conducted to verify the effectiveness and efficiency of the method. From a statistical point of view, it is proven that the proposed method is generalised within the scope of the flights and sectors of interest, and its optimisation performance outperforms the standard computer-assisted slot allocation and state-of-the-art RL-based DCB methods. The sensitivity analysis preliminarily reveals the effect of the cooperation coefficient on delay time allocation.     

一种涵道螺旋桨性能预测的CFD方法

为适应高性能涵道螺旋浆精细化设计需求,基于雷诺平均Navier—Stokes控制方程和非结构网格旋转／静止滑移面技术,开展了涵道与螺旋桨动／静部件干扰的非定常流及性能预测数值模拟方法研究。提出了．静止与旋转域的多块网格布局策略及转／静滑移面技术,研究了涵道壁而与螺旋桨桨梢间隙的网格布局形式,有效解决了螺旋桨旋转流及螺旋...     

考虑界面损伤的立式贮存药柱结构完整性研究

为了进一步结合实际分析固体火箭发动机药柱在立式贮存条件下的结构完整性，考虑推进剂/衬层界面损伤模式在复杂应力条件下具有多样性。以某型固体火箭发动机为例，与常规将衬层设置为粘接单元相比，模型在推进剂与绝热层之间设置粘接接触。对固体火箭发动机在立式贮存环境时经历固化降温、充气内压和重力载荷联合作用下有无界面损伤时的发动机进行仿真分析。结果表明:界面损伤的存在导致推进剂/绝热层界面这个薄弱环节更危险；该型固体火箭发动机药柱在充气内压增大过程中在人工脱粘层根部部位应力呈先增大后减小趋势；在充气内压达到0.085MPa之前，推进剂与绝热层之间考虑界面损伤时，推进剂在垂直于轴向的靠近人工脱粘层根部部分更容易损伤，之后则推进剂垂直于轴向的初始点更容易损伤。该结论可以为固体火箭发动机结构完整性精确仿真提供一定的指导。     

基于模拟场景的接收机授时接口测试方法

介绍了接收机授时接口的工作原理，提出了一种基于模拟工作场景的接收机授时接口新型测试方法，通过设计程控IRIG-B时间码发生器模拟产生异常时码，测试了接收机授时接口的容错性，并以长期授时测试场景用例检验了接收机授时接口工作稳定性，解决了实验室条件下接收机数据时间戳乱序、长期工作中时间戳跳变以及接收机授时信号异常控制等授时接口测试的难题。     

面向功能的测试设备驱动器设计与实现

在各种定制化测试设备中,由于很多仪器驱动不符合现有的标准,从而降低了测试软件的开发效率和质量。为此,提出了一种面向功能的测试设备驱动器的设计与实现方法。通过对特定类别测试设备所需实现功能的分析,获得了脱离硬件环境的功能项目集合,并建立了规范化的设备驱动接口。在驱动组件的内部,封装了对硬件仪器的控制,并描述了实际测试设备的功能实现。测试设备驱动器为上层软件提供了统一的开发和运行基础,便于测试程序针对这些虚拟化的功能接口进行开发,避免了硬件的差异性对业务逻辑的影响。应用实例表明,该方法提高了测试程序的移植性和开发质量,尤其适用于各种系列化的、含有非标准驱动程序的测试软件的开发。     

军用飞机维修大纲修订流程研究

本文首先论述了维修大纲修订的必要性和实际状况,接着介绍了B777、Y8和某型军机的维修大纲修订情况,以及波音的维修大纲修订实施程序,最后重点阐述了如何从实际情况出发,并借鉴波音的经验,建立一套适用于我国军用飞机维修大纲修订工作的实施流程,以有效地指导该项工作,提高军用飞机的可用度,降低维修成本。