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A Speech to Machine Interface Based on Perceptual Linear Prediction and Classification

机译:基于感知线性预测和分类的语音到机器接口

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The recent technological advancements are focusing on developing the smart systems to facilitate the subscribers and to improve their lifestyle. The machine learning algorithms and artificial intelligence are becoming the elementary tools, which are used i n the establishment of smart cities and smart buildings across the globe. In this context, automatic speech recognition based system is devised. It can be effectively integrated in smart spaces like buildings, offices, homes, etc. The system digitally processes the acquired speech command and extracts its Perceptual Linear Predictive Coding Coefficients (PLPCC). IN next step a comparison of the extracted parameters is made with the templates in order to recognize the incoming command. The command recognition is achieved with a specifically developed voting based classifier. The classification algorithm is described. A method to characterize the developed classifier is also discussed. On the detection of a command the embedded controller is piloted by a specific flag. The front-end controller decodes this flag and performs a desired action by piloting a specific actuator. A system prototype is realized. Preliminary, its application is demonstrated as a speech driven curtain controller. The front end controller is implemented with an Arduino board and motors are employed as curtain drivers. The prototype functionality is successfully tested and results are presented.
机译:最近的技术进步集中在开发智能系统上,以方便用户并改善他们的生活方式。机器学习算法和人工智能正在成为基本工具,这些工具被用于在全球范围内建立智慧城市和智慧建筑。在这种情况下,设计了基于自动语音识别的系统。它可以有效地集成在建筑物,办公室,房屋等智能空间中。系统对获取的语音命令进行数字处理,并提取其感知线性预测编码系数(PLPCC)。在下一步中,将提取的参数与模板进行比较,以便识别传入的命令。使用专门开发的基于投票的分类器可以实现命令识别。描述了分类算法。还讨论了表征开发的分类器的方法。在检测到命令时,嵌入式控制器将通过特定标志进行引导。前端控制器对该标志进行解码,并通过操纵特定的执行器来执行所需的操作。实现了系统原型。初步,它的应用被演示为语音驱动的窗帘控制器。前端控制器通过Arduino板实现,电机用作窗帘驱动器。原型功能已成功测试,并给出了结果。

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