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The detection of pilots' mental states is important due to the potential for their abnormal mental states to result in catastrophic accidents. This study introduces the feasibility of employing deep learning techniques to classify different…

信号处理 · 电气工程与系统科学 2023-12-18 Dae-Hyeok Lee , Sung-Jin Kim , Si-Hyun Kim , Seong-Whan Lee

The common theory is that human pilot's performance degrades when responsible for an increased number of uncrewed aircraft systems (UAS). This theory was developed in the early 2010's for ground robots and not highly autonomous UAS. It has…

Effective cognitive workload management has a major impact on the safety and performance of pilots. Integrating brain-computer interfaces (BCIs) presents an opportunity for real-time workload assessment. Leveraging cognitive workload data…

Communication delays in mobile robot teleoperation adversely affect human-machine collaboration. Understanding delay effects on human operational performance and neurocognition is essential for resolving this issue. However, no previous…

机器人学 · 计算机科学 2025-08-26 Zhaokun Chen , Wenshuo Wang , Wenzhuo Liu , Yichen Liu , Junqiang Xi

Navigating through a physical environment to reach a desired location involves a complex interplay of cognitive, sensory, and motor functions. When navigating with others, experiencing a degree of behavioral and cognitive synchronization is…

神经元与认知 · 定量生物学 2024-06-11 Chun-Hsiang Chuang , Po-Hsun Peng , Yi-Chieh Chen

Aerial robotics for transporting suspended payloads as the form of freely-floating manipulator are growing great interest in recent years. However, the force/torque caused by payload and residual dynamics will introduce unmodeled…

机器人学 · 计算机科学 2025-05-13 Ao Jin , Chenhao Li , Qinyi Wang , Ya Liu , Panfeng Huang , Fan Zhang

Mental simulation is a critical cognitive function for goal-directed behavior because it is essential for assessing actions and their consequences. When a self-generated or externally specified goal is given, a sequence of actions that is…

机器人学 · 计算机科学 2019-03-13 Minju Jung , Takazumi Matsumoto , Jun Tani

How the brain co-ordinates the actions of distant regions in an efficient manner is an open problem. Many believe that cross-frequency coupling between the amplitude of high frequency local field potential oscillations in one region and the…

神经元与认知 · 定量生物学 2016-04-04 Thomas E. Gorochowski , Rafal Bogacz , Matthew Jones

Passive brain-computer interfaces offer a potential source of implicit feedback for alignment of large language models, but most mental state decoding has been done in controlled tasks. This paper investigates whether established EEG…

人机交互 · 计算机科学 2026-02-03 Lucija Mihić Zidar , Philipp Wicke , Praneel Bhatia , Rosa Lutz , Marius Klug , Thorsten O. Zander

Robot-assisted therapy can deliver high-dose, task-specific training after neurologic injury, but most systems act primarily at the limb level-engaging the impaired neural circuits only indirectly-which remains a key barrier to truly…

We here study a network of synaptic relations mingling excitatory and inhibitory neuron nodes that displays oscillations quite similar to electroencephalogram (EEG) brain waves, and identify abrupt variations brought about by swift synaptic…

神经元与认知 · 定量生物学 2021-02-17 Jorge Pretel , Joaquin J. Torres , J. Marro

Unlike digital computers, the brain exhibits spontaneous activity even during complete rest, despite the evolutionary pressure for energy efficiency. Inspired by the critical brain hypothesis, which proposes that the brain operates…

神经元与认知 · 定量生物学 2025-07-15 Narumitsu Ikeda , Dai Akita , Hirokazu Takahashi

Cognitive load, the mental effort required during working memory, is central to neuroscience, psychology, and human-computer interaction. Accurate assessment is vital for adaptive learning, clinical monitoring, and brain-computer…

机器学习 · 计算机科学 2026-02-12 Nusaibah Farrukh , Malavika Pradeep , Akshay Sasi , Rahul Venugopal , Elizabeth Sherly

The decision logic for the ACAS X family of aircraft collision avoidance systems is represented as a large numeric table. Due to storage constraints of certified avionics hardware, neural networks have been suggested as a way to…

系统与控制 · 电气工程与系统科学 2020-05-07 Kyle D. Julian , Mykel J. Kochenderfer

Working memory is responsible for the temporary manipulation and storage of information to support reasoning, learning and comprehension in the human brain. Background oscillations from subcortical structures may drive a gating or switching…

神经元与认知 · 定量生物学 2016-01-29 Utku Çelikok , Eva M. Navarro-López , Neslihan S. Şengör

Air traffic control (ATC) is a safety-critical service system that demands constant attention from ground air traffic controllers (ATCos) to maintain daily aviation operations. The workload of the ATCos can have negative effects on…

机器学习 · 计算机科学 2023-07-25 Yutian Pang , Jueming Hu , Christopher S. Lieber , Nancy J. Cooke , Yongming Liu

The detection of pilots' mental states is critical, as abnormal mental states have the potential to cause catastrophic accidents. This study demonstrates the feasibility of using deep learning techniques to classify different fatigue…

信号处理 · 电气工程与系统科学 2024-11-18 Dae-Hyeok Lee , Sung-Jin Kim , Si-Hyun Kim

Brain responses related to working memory originate from distinct brain areas and oscillate at different frequencies. EEG signals with high temporal correlation can effectively capture these responses. Therefore, estimating the functional…

机器学习 · 计算机科学 2024-05-01 Harshini Gangapuram , Vidya Manian

The ability to accurately predict the trajectory of surrounding vehicles is a critical hurdle to overcome on the journey to fully autonomous vehicles. To address this challenge, we pioneer a novel behavior-aware trajectory prediction model…

机器人学 · 计算机科学 2023-12-18 Haicheng Liao , Zhenning Li , Huanming Shen , Wenxuan Zeng , Dongping Liao , Guofa Li , Shengbo Eben Li , Chengzhong Xu

Deep artificial neural networks have surpassed human-level performance across a diverse array of complex learning tasks, establishing themselves as indispensable tools in both social applications and scientific research. Despite these…

无序系统与神经网络 · 物理学 2025-09-03 Chuanbo Liu , Jin Wang
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