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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机器接口的语音

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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:最近的技术进步专注于开发智能系统,以促进订阅者并提高其生活方式。机器学习算法和人工智能正在成为基本的工具,这些工具是在全球建立智能城市和智能建筑的建立。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,房屋等等智能空间中。系统数字地处理所获取的语音命令并提取其感知线性预测编码系数(PLPCC)。在下一步骤中,利用模板进行提取的参数的比较,以识别传入命令。通过专门开发的基于投票的分类器实现命令识别。描述了分类算法。还讨论了表征开发分类器的方法。在检测到命令时,嵌入式控制器被特定标志驾驶。前端控制器通过驾驶特定执行器进行解码并执行所需的操作。实现了系统原型。初步后,其应用被证明为语音驱动窗帘控制器。前端控制器用Arduino板实现,电动机用作窗帘驱动器。成功测试了原型功能,并提出了结果。

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