Bridging minds and machines in Industry 5.0: neurobiological approach

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS
Valentina Rueda-Castro, Jose Daniel Azofeifa, Julian Chacon, Patricia Caratozzolo
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Abstract

IntroductionIn transitioning from Industry 4.0 to the forthcoming Industry 5.0, this research explores the fusion of the humanistic view and technological developments to redefine Continuing Engineering Education (CEE). Industry 5.0 introduces concepts like biomanufacturing and human-centricity, embodying the integration of sustainability and resiliency principles in CEE, thereby shaping the upskilling and reskilling initiatives for the future workforce. The interaction of sophisticated concepts such as Human-Machine Interface and Brain-Computer Interface (BCI) forms a conceptual bridge toward the approaching Fifth Industrial Revolution, allowing one to understand human beings and the impact of their biological development across diverse and changing workplace settings.MethodsOur research is based on recent studies into Knowledge, Skills, and Abilities taxonomies, linking these elements with dynamic labor market profiles. This work intends to integrate a biometric perspective to conceptualize and describe how cognitive abilities could be represented by linking a Neuropsychological test and a biometric assessment. We administered the brief Neuropsychological Battery in Spanish (Neuropsi Breve). At the same time, 15 engineering students used the Emotiv insight device that allowed the EEG recollection to measure performance metrics such as attention, stress, engagement, and excitement.ResultsThe findings of this research illustrate a methodology that allowed the first approach to the cognitive abilities of engineering students to be from neurobiological and behavioral perspectives. Additionally, two profiles were extracted from the results. The first illustrates the Neuropsi test areas, its most common mistakes, and its performance ratings regarding the students' sample. The second profile shows the interaction between the EEG and Neuropsi test, showing engineering students' cognitive and emotional states based on biometric levels.DiscussionsThe study demonstrates the potential of integrating neurobiological assessment into engineering education, highlighting a significant advancement in addressing the skills requirements of Industry 5.0. The results suggest that obtaining a comprehensive understanding of students' cognitive abilities is possible, and educational interventions can be adapted by combining neuropsychological approaches with EEG data collection. In the future, it is essential to refine these evaluation methods further and explore their applicability in different engineering disciplines. Additionally, it is necessary to investigate the long-term impact of these methods on workforce preparation and performance.
在工业 5.0 中架起思维与机器的桥梁:神经生物学方法
引言 在从工业 4.0 向即将到来的工业 5.0 过渡的过程中,本研究探讨了如何将人文视角与技术发展相融合,以重新定义继续工程教育(CEE)。工业 5.0 引入了生物制造和以人为本等概念,体现了在继续工程教育中融入可持续性和弹性原则,从而塑造未来劳动力的技能提升和再培训计划。人机界面(Human-Machine Interface)和脑机界面(BCI)等复杂概念的相互作用,为即将到来的第五次工业革命架起了一座概念桥梁,使人们能够了解人类及其生物发展对不同和不断变化的工作场所环境的影响。这项工作旨在结合生物统计学的视角,通过将神经心理学测试和生物统计学评估联系起来,构思并描述如何体现认知能力。我们用西班牙语进行了简短的神经心理学测试(Neuropsi Breve)。与此同时,15 名工科学生使用了 Emotiv insight 设备,该设备可通过脑电图回顾来测量注意力、压力、参与度和兴奋度等表现指标。 结果这项研究的结果表明,该方法首次从神经生物学和行为学的角度对工科学生的认知能力进行了研究。此外,还从研究结果中提取了两组数据。第一个概况说明了 Neuropsi 测试的领域、最常见的错误以及对学生样本的性能评级。第二个剖面图显示了脑电图和 Neuropsi 测试之间的交互作用,显示了基于生物测量水平的工科学生的认知和情绪状态。 讨论 该研究证明了将神经生物学评估整合到工程教育中的潜力,凸显了在满足工业 5.0 的技能要求方面取得的重大进展。研究结果表明,全面了解学生的认知能力是可能的,通过将神经心理学方法与脑电图数据收集相结合,可以调整教育干预措施。今后,必须进一步完善这些评估方法,并探索它们在不同工程学科中的适用性。此外,有必要研究这些方法对劳动力准备和绩效的长期影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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