Bousdekis Alexandros, Foosherian Mina, Fikardos Mattheos, Wellsandt Stefan, Lepenioti Katerina, Bosani Enrica, Mentzas Gregoris, Thoben Klaus-Dieter
Information Management Unit (IMU), Institute of Communication and Computer Systems (ICCS), National Technical University of Athens (NTUA), Athens, Greece.
BIBA - Bremer Institut für Produktion und Logistik GmbH at the University of Bremen, Bremen, Germany.
Front Artif Intell. 2025 Mar 4;8:1538840. doi: 10.3389/frai.2025.1538840. eCollection 2025.
Augmented intelligence puts together human and artificial agents to create a socio-technological system, so that they co-evolve by learning and optimizing decisions through intuitive interfaces, such as conversational, voice-enabled interfaces. However, existing research works on voice assistants relies on knowledge management and simulation methods instead of data-driven algorithms. In addition, practical application and evaluation in real-life scenarios are scarce and limited in scope. In this paper, we propose the integration of voice assistance technology with Automated Machine Learning (AutoML) in order to enable the realization of the augmented intelligence paradigm in the context of Industry 5.0. In this way, the user is able to interact with the assistant through Speech-To-Text (STT) and Text-To-Speech (TTS) technologies, and consequently with the Machine Learning (ML) pipelines that are automatically created with AutoML, through voice in order to receive immediate insights while performing their task. The proposed approach was evaluated in a real manufacturing environment. We followed a structured evaluation methodology, and we analyzed the results, which demonstrates the effectiveness of our proposed approach.
增强智能将人类和人工智能主体结合在一起,创建一个社会技术系统,使它们通过直观界面(如对话式、语音启用界面)进行学习和优化决策,从而共同进化。然而,现有的语音助手研究工作依赖于知识管理和模拟方法,而非数据驱动算法。此外,在现实场景中的实际应用和评估稀缺且范围有限。在本文中,我们提议将语音辅助技术与自动化机器学习(AutoML)集成,以便在工业5.0背景下实现增强智能范式。通过这种方式,用户能够通过语音转文本(STT)和文本转语音(TTS)技术与助手交互,进而通过语音与由AutoML自动创建的机器学习(ML)管道交互,以便在执行任务时立即获得见解。所提出的方法在实际制造环境中进行了评估。我们遵循了结构化评估方法,并分析了结果,结果证明了我们所提方法的有效性。