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Brain-computer interfaces (BCIs) enable direct communication between the brain and external devices. This review highlights the core decoding algorithms that enable multimodal BCIs, including a dissection of the elements, a unified view of…

Human-Computer Interaction · Computer Science 2025-02-06 Siyang Li , Hongbin Wang , Xiaoqing Chen , Dongrui Wu

Future warfare will require Command and Control (C2) decision-making to occur in more complex, fast-paced, ill-structured, and demanding conditions. C2 will be further complicated by operational challenges such as Denied, Degraded,…

Human-Computer Interaction · Computer Science 2024-03-29 Kaleb McDowell , Ellen Novoseller , Anna Madison , Vinicius G. Goecks , Christopher Kelshaw

Brain-computer interfaces (BCIs) are evolving from research prototypes into clinical, assistive, and performance enhancement technologies. Despite the rapid rise and promise of implantable technologies, there is a need for better and more…

Neurons and Cognition · Quantitative Biology 2025-11-27 Gao Wang , Yingying Huang , Lars Muckli , Daniele Faccio

A Brain-Computer Interface (BCI) acquires brain signals, analyzes and translates them into commands that are relayed to actuation devices for carrying out desired actions. With the widespread connectivity of everyday devices realized by the…

Human-Computer Interaction · Computer Science 2018-10-24 Xiang Zhang , Lina Yao , Shuai Zhang , Salil S. Kanhere , Quan Z. Sheng , Yunhao Liu

Research on Brain-Computer Interface (BCI) began in the 1970s and has increased in volume and diversified significantly since then. Today BCI is widely used for applications like assistive devices for physically challenged users, mental…

Human-Computer Interaction · Computer Science 2023-09-26 Ritam Ghosh

In modern warfare, real-time and accurate battle situation analysis is crucial for making strategic and tactical decisions. The proposed real-time battle situation intelligent awareness system (BSIAS) aims at meta-learning analysis and…

Machine Learning · Computer Science 2025-01-30 Yuchun Li , Zihan Lin , Xize Wang , Chunyang Liu , Liaoyuan Wu , Fang Zhang

Military human robot interaction (MHRI) presents a novel opportunity to blend the capabilities of autonomous and Artificial Intelligence (AI)-enabled systems with the skills and expertise of humans. The concept promises military advantages…

Human-Computer Interaction · Computer Science 2026-04-13 Adam Hepworth , Zena Assaad , Austin Wyatt , Hussein Abbass

Mental imagery-based brain-computer interfaces (BCIs) allow to interact with the external environment by naturally bypassing the musculoskeletal system. Making BCIs efficient and accurate is paramount to improve the reliability of real-life…

Neurons and Cognition · Quantitative Biology 2023-10-16 Tristan Venot , Arthur Desbois , Marie-Constance Corsi , Laurent Hugueville , Ludovic Saint-Bauzel , Fabrizio De Vico Fallani

In brain-machine interface (BMI) applications, a key challenge is the low information content and high noise level in neural signals, severely affecting stable robotic control. To address this challenge, we proposes a cooperative shared…

Robotics · Computer Science 2024-10-15 Junjie Yang , Ling Liu , Shengjie Zheng , Lang Qian , Gang Gao , Xin Chen , Xiaojian Li

Computers have a direct impact on our lives nowadays. Human's interaction with the computer has modified with the passage of time as improvement in technology occurred the better the human computer interaction became. Today we are…

Human-Computer Interaction · Computer Science 2011-07-21 Umer Farooq , M. Aqeel Iqbal , Sohail Nazir

Brain-computer interfaces (BCIs) make possible to interact with the external environment by decoding the mental intention of individuals. BCIs can therefore be used to address basic neuroscience questions but also to unlock a variety of…

Neurons and Cognition · Quantitative Biology 2021-02-12 Juliana Gonzalez-Astudillo , Tiziana Cattai , Giulia Bassignana , Marie-Constance Corsi , Fabrizio De Vico Fallani

Computers have a direct impact on our lives nowadays. Human's interaction with the computer has modified with the passage of time as improvement in technology occurred the better the human computer interaction became. Today we are…

Human-Computer Interaction · Computer Science 2011-07-22 Umer Farooq , M. Aqeel Iqbal , Sohail Nazir

A brain-computer interface (BCI) is a system that allows a human operator to use only mental commands in controlling end effectors that interact with the world around them. Such a system consists of a measurement device to record the human…

Signal Processing · Electrical Eng. & Systems 2022-05-31 Gregory Canal , Yancy Diaz-Mercado , Magnus Egerstedt , Christopher Rozell

Brain computer interface (BCI) applications in robotics are becoming more famous and famous. People with disabilities are facing a real-time problem of doing simple activities such as grasping, handshaking etc. in order to aid with this…

Robotics · Computer Science 2024-10-30 Ihab A. Satam , Róbert Szabolcsi

Future intelligent system will involve very various types of artificial agents, such as mobile robots, smart home infrastructure or personal devices, which share data and collaborate with each other to execute certain tasks.Designing an…

Human-Computer Interaction · Computer Science 2020-10-29 Chao Wang , Stephan Hasler , Manuel Muehlig , Frank Joublin , Antonello Ceravola , Joerg Deigmoeller , Lydia Fischer

The present paper examines the viability of a radically novel idea for brain-computer interface (BCI), which could lead to novel technological, experimental and clinical applications. BCIs are computer-based systems that enable either…

Neurons and Cognition · Quantitative Biology 2021-12-03 Vahid Salari , Serafim Rodrigues , Erhan Saglamyurek , Christoph Simon , Daniel Oblak

Detailed exploration on Brain Computer Interface (BCI) and its recent trends has been done in this paper. Work is being done to identify objects, images, videos and their color compositions. Efforts are on the way in understanding speech,…

Human-Computer Interaction · Computer Science 2012-11-13 T. Kameswara Rao , M. Rajya Lakshmi , T. V. Prasad

Brain-Computer Interface (BCI) is a powerful communication tool between users and systems, which enhances the capability of the human brain in communicating and interacting with the environment directly. Advances in neuroscience and…

Signal Processing · Electrical Eng. & Systems 2020-01-31 Xiaotong Gu , Zehong Cao , Alireza Jolfaei , Peng Xu , Dongrui Wu , Tzyy-Ping Jung , Chin-Teng Lin

In order to increase productivity, capability, and data exploitation, numerous defense applications are experiencing an integration of state-of-the-art machine learning and AI into their architectures. Especially for defense applications,…

Human-Computer Interaction · Computer Science 2020-03-24 Chris J. Michael , Dina Acklin , Jaelle Scheuerman

An ever increasing number of battlefield devices that are capable of collecting, processing, storing, and communicating information are rapidly becoming interconnected. The staggering number of connected devices on the battlefield greatly…

Cryptography and Security · Computer Science 2019-05-15 Michael J. De Lucia , Allison Newcomb , Alexander Kott