自动语音识别(ASR)和自然语言处理(NLP)的道路导航系统

Pooja Withanage, Tharaka Liyanage, Naditha Deeyakaduwe, Eshan Dias, S. Thelijjagoda
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引用次数: 7

摘要

在一个高度发展的技术时代,语音导航系统在弥合人与机器之间的差距方面发挥着重要作用。为了克服用户语音指令难以理解和理解的问题,模拟自然语言,根据用户的转弯方向处理路线,同时提及街道名称、地标、兴趣点、路口等关键实体,并在交互界面中绘制路线,我们提出了一款以用户为中心的路线图导航移动应用“Direct Me”。在生成用户首选路线的方法上,系统首先使用Pocket Sphinx Library通过自动语音识别器(ASR)将音频流转换为文本,然后利用Stanford CoreNLP框架进行自然语言处理(NLP),检索导航相关信息,并根据用户请求使用谷歌Map API在地图中处理路线。该系统提供了一种将自然语言方向转换为机器可理解格式的有效方法,将有利于基于语音导航的人机界面的发展。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Road Navigation System Using Automatic Speech Recognition (ASR) And Natural Language Processing (NLP)
In a highly evolving technical era, Voice-based Navigation Systems play a major role to bridge the gap between human and machine. To overcome the difficulty in taking and understanding user's voice commands, simulating the natural language, process the route with user's turn by turn directions while mentioning key entities like street names, landmarks, point of interests, junctions and map the route in an interactive interface, we propose a user-centric roadmap navigation mobile application called “Direct Me”. The approach of generating the user preferred route, system will first convert the audio streams into text through Automatic Speech Recognizer (ASR) using Pocket Sphinx Library, followed by Natural Language Processing (NLP) by utilizing Stanford CoreNLP Framework to retrieve the navigation-associated information and process the route in the Map using Google Map API upon the user request. This system is used to provide an efficient approach to translate natural language directions to a machine-understandable format and will benefit the development of voice-based navigation-oriented humanmachine interface.
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