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书面调度命令信息智能识别与提取方法研究

Research on intelligent recognition and extraction methods of written dispatching command information

  • 摘要: 调度命令是铁路运输调度指挥工作的核心指令,准确、快速地传达调度命令,是保障铁路系统在复杂运营环境中安全、高效、有序运转的前提条件。目前,铁路运输生产中存在诸多书面调度命令传递的场景,需要由人工读取书面调度命令信息,并完成相关数据录入,耗时费力、效率较低,且易出现信息错误录入和漏传等问题。基于书面调度命令的特点,文章研究书面调度命令信息智能识别与提取方法,将图像分割处理与经典光学字符识别(OCR,Optical Character Recognition)算法相结合,增强对表格结构和文本内容的识别能力,更为精确地分割、定位和识别书面调度命令中的文字信息;并结合调度命令模板和用语规范,完成关键信息的提取。实验结果表明,在字符识别前先进行表格分割处理,对于提高调度命令文字识别准确率效果显著,便于后续调度命令结构化数据的自动提取。

     

    Abstract: Dispatching commands are the core instructions of railway transportation dispatching and command. Accurately and quickly conveying dispatching commands is a prerequisite for ensuring the safe, efficient and orderly operation of the railway system in a complex operating environment. At present, there are many scenarios in the process of railway transportation production where written dispatching commands are conveyed. It is required to read the written dispatching command information manually and complete the related data entry work, which is time-consuming, labor-intensive, inefficient, and prone to problems such as incorrect information entry and missed transmission. Based on the characteristics of written dispatching commands, this article studies the intelligent recognition and extraction methods of written dispatching command information. It combines image segmentation processing with the classic OCR algorithm to enhance the recognition ability of table structure and text content, and more accurately segment, locate and recognize the text data in written dispatching commands. Combined with the dispatching command template and language norms, the extraction of key information included in dispatching command is realized. The experimental results show that performing table segmentation processing before character recognition has a significant effect on improving the accuracy of text recognition of dispatching commands and is convenient for the subsequent automatic extraction of structured data of dispatching commands.

     

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