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Morphological Analysis of Speech Translation into Indonesian Sign Language System (SIBI) on Android Platform

机译:在Android平台上将语音翻译成印尼手语系统(SIBI)的形态分析

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The main problem that occurs with people with hearing impairment is the difficulty of communicating, both among fellow deaf and non-hearing impaired. This difficulty is caused by not all non-hearing impairments have skills in using sign language such as the Sistem Isyarat Bahasa Indonesia (SIBI). The presence of a SIBI dictionary cannot be used practically and less effective if people want to translate sentences to sign language. The goal that will be achieved in this research is to create assistive applications that can change the speech in form of sentences into SIBI so that it can facilitate communication between people with hearing impairment and people with non-hearing impairment. The specific target to be achieved in this research is the creation of an android application that can change the speech in form of sentences into SIBI using morphological analysis with modification of the Enhanced Confix Stripping (ECS) stemming algorithm. The method used consists of literature studies and requirement analysis, Android Speech API integration, parsing the sentence (through morphological analysis with modification of the ECS stemming algorithm), creating SIBI video datasets, testing algorithms, and testing overall. The results showed that the average accuracy of the Android Speech API is 94.06%, the average accuracy rate of morphological analysis with modification of the ECS stemming algorithm is 95%, and the overall level of conformity is 80,71%. These results indicate that overall the speech translator into SIBI is working very well.
机译:听力障碍者出现的主要问题是聋哑人和非听力障碍者之间的沟通困难。造成这种困难的原因是,并非所有非听力障碍者都具有使用手语的技能,例如印度尼西亚Sistem Isyarat Bahasa(SIBI)。如果人们想要将句子翻译成手语,那么SIBI词典的存在将无法实际使用并且效率会降低。这项研究将要实现的目标是创建辅助应用程序,该应用程序可以将句子形式的语音更改为SIBI,从而可以促进听力障碍者和非听力障碍者之间的交流。这项研究中要实现的特定目标是创建一个Android应用程序,该应用程序可以使用形态学分析并通过增强型增强剥离(ECS)词干算法的修改,将句子形式的语音转换为SIBI。使用的方法包括文献研究和需求分析,Android Speech API集成,解析句子(通过形态分析和ECS词干算法的修改),创建SIBI视频数据集,测试算法以及整体测试。结果表明,Android Speech API的平均准确度为94.06%,通过对ECS词干算法进行修改,形态分析的平均准确度为95%,总体一致性等级为80,71%。这些结果表明,整体而言,翻译成SIBI的语音翻译效果很好。

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