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A Review of Theoretical and Practical Challenges of Trusted Autonomy in Big Data

机译:中国可信自治理论与实践挑战述评   大数据

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摘要

Despite the advances made in artificial intelligence, software agents, androbotics, there is little we see today that we can truly call a fullyautonomous system. We conjecture that the main inhibitor for advancing autonomyis lack of trust. Trusted autonomy is the scientific and engineering field toestablish the foundations and ground work for developing trusted autonomoussystems (robotics and software agents) that can be used in our daily life, andcan be integrated with humans seamlessly, naturally and efficiently. In this paper, we review this literature to reveal opportunities forresearchers and practitioners to work on topics that can create a leap forwardin advancing the field of trusted autonomy. We focus the paper on the `trust'component as the uniting technology between humans and machines. Our inquiryinto this topic revolves around three sub-topics: (1) reviewing and positioningthe trust modelling literature for the purpose of trusted autonomy; (2)reviewing a critical subset of sensor technologies that allow a machine tosense human states; and (3) distilling some critical questions for advancingthe field of trusted autonomy. The inquiry is augmented with conceptual modelsthat we propose along the way by recompiling and reshaping the literature intoforms that enables trusted autonomous systems to become a reality. The paperoffers a vision for a Trusted Cyborg Swarm, an extension of our previousCognitive Cyber Symbiosis concept, whereby humans and machines meld together ina harmonious, seamless, and coordinated manner.
机译:尽管在人工智能,软件代理和机器人技术方面取得了进步,但是今天我们几乎看不到我们可以真正地称为全自动系统。我们推测,推进自治的主要障碍是缺乏信任。受信任的自治是为开发受信任的自治系统(机器人和软件代理)奠定基础和基础工作的科学和工程领域,这些自治系统可以用在我们的日常生活中,并且可以与人类无缝,自然和高效地集成。在本文中,我们回顾了这些文献,为研究人员和从业人员提供了研究课题的机会,这些课题可以为推进可信赖的自治领域带来飞跃。我们将本文重点放在“信任”组件上,作为人与机器之间的结合技术。我们对该主题的询问围绕三个子主题展开:(1)出于信任自主的目的审阅和定位信任建模文献; (2)审查允许机器感知人类状态的传感器技术的关键子集; (3)提炼一些重要问题,以推进可信赖的自治领域。我们在此过程中通过重新编译和重新整理文献使其成为可信赖的自治系统成为现实的形式,提出了概念模型,从而进一步增加了这种查询。论文提出了“可信赖的机器人群”的构想,这是我们以前的认知网络共生概念的扩展,人与机器以和谐,无缝和协调的方式融合在一起。

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