基于生成式摘要模型和知识蒸馏算法的铁路调度命令解析算法研究

随着铁路信息化的发展，利用算法自动解析大量铁路调度命令（简称:调令）的重要性日益凸显。文章提出了一种基于生成式摘要模型和知识蒸馏算法的铁路调令解析算法，该算法利用生成式摘要模型端到端解析铁路调令，拥有较高的精度和较强的鲁棒性，适应写法多样的调令。采用知识蒸馏算法等多种轻量化策略，设计了新的损失函数和多种模型初始化策略，精简模型尺寸，提升算法速度。该算法在铁路调令数据集上取得了21.6342的Rouge-2分数，推理时间达103 ms，为铁路调令解析技术在铁路场景中的部署提供了参考。     

CONTENTS

ROADS ＆ COMMUNICATION
Discussion on Design of Green Road Peng Kun （1）
Abstract： The road design is the leading factor for the following work of road construction, operation and management curing, and the premise of ensuring road engineering quality and safety, strengthening energy saving and environmental protection, and carrying out sustainable development scientific development outlook. Based on the position of road design in road road construction, introduces some effective design green road design.
Keywords： green road, design, method, importance construction, the article puts forward a new idea of green methods of green road, and sets forth the importance of