Accelerating Edge Intelligence via Integrated Sensing and Communication
Southern University of Science and Technology（南方科技大学）；Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences（中国科学院深圳先进技术研究院）；Shenzhen Research Institute of Big Data（深圳市大数据研究院）
Tong Zhang, Shuai Wang, Guoliang Li, Fan Liu, Guangxu Zhu, Rui Wang
Realizing edge intelligence consists of sensing, communication, training, and inference stages. Conventionally, the sensing and communication stages are executed sequentially, which results in excessive amount of dataset generation and uploading time. This paper proposes to accelerate edge intelligence via integrated sensing and communication (ISAC). As such, the sensing and communication stages are merged so as to make the best use of the wireless signals for the dual purpose of dataset generation and uploading. However, ISAC also introduces additional interference between sensing and communication functionalities. To address this challenge, this paper proposes a classification error minimization formulation to design the ISAC beamforming and time allocation. The globally optimal solution is derived via the rank-1 guaranteed semidefinite relaxation, and performance analysis is performed to quantify the ISAC gain over that of conventional edge intelligence. Simulation results are provided to verify the effectiveness of the proposed ISAC-assisted edge intelligence system. Interestingly, we find that ISAC is always beneficial, when the duration of generating a sample is more than the duration of uploading a sample. Otherwise, the ISAC gain can vanish or even be negative. Nevertheless, we still derive a sufficient condition, under which a positive ISAC gain is feasible.
Inertial Sensing Meets Artificial Intelligence: Opportunity or Challenge?
University of Calgary（卡尔加里大学）；Wuhan University（武汉大学）；China University of Geosciences (Beijing)（中国地质大学（北京））；Beijing University of Posts and Telecommunications（北京邮电大学）
Toward Integrated Sensing, Communications, and Edge Intelligence Networks
CEA-Leti, Université Grenoble Alpes（法国原子能与替代能源委员会列蒂实验室，格勒诺布尔阿尔卑斯大学）；WINGS ICT Solutions（WINGS ICT 解决方案公司）；CNIT（意大利电信与信息技术研究中心）；Sapienza University of Rome（罗马智慧大学）；National and Kapodistrian University of Athens（雅典国立卡波迪斯特里亚斯大学）
EEG-based Brain-Computer Interfaces (BCIs): A Survey of Recent Studies on Signal Sensing Technologies and Computational Intelligence Approaches and their Applications
University of Tasmania, Australia（塔斯马尼亚大学）；Macquarie University, Australia（麦考瑞大学）；University of Electronic Science and Technology of China, China（电子科技大学）；Huazhong University of Science and Technology, China（华中科技大学）；University of California, San Diego, USA（加利福尼亚大学圣地亚哥分校）；University of Technology Sydney, Australia（悉尼科技大学）
Holographic Intelligence Surface Assisted Integrated Sensing and Communication
Fudan University（复旦大学）；University of Electronic Science and Technology of China（电子科技大学）；Nanjing University of Posts and Telecommunications（南京邮电大学）；Weizmann Institute of Science（魏茨曼科学研究所）
Curriculum-Guided Heterogeneous Multi-Agent Intelligence for Multi-UAV Cooperative ISAC
University of Electronic Science and Technology of China（电子科技大学）；Nanjing University（南京大学）；Southeast University（东南大学）；China Mobile Zijin Innovation Institute（中国移动紫金创新研究院）
Cross-Domain Continual Learning for Edge Intelligence in Wireless ISAC Networks
College of Computing and Data Science, Nanyang Technological University（南洋理工大学计算与数据科学学院）；School of Cyber Science and Engineering, Xi’an Jiaotong University（西安交通大学网络空间安全学院）
Task-Oriented Integrated Sensing, Computation and Communication for Wireless Edge AI
The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州））；The Hong Kong University of Science and Technology（香港科技大学）；Shenzhen Research Institute of Big Data（深圳大数据研究院）；University of Glasgow（格拉斯哥大学）；The University of Hong Kong（香港大学）；Shenzhen University（深圳大学）
Towards a Collective Agenda on AI for Earth Science Data Analysis
Wageningen University（瓦赫宁根大学）；Ecole Polytechnique Fédérale de Lausanne（洛桑联邦理工学院）；University of Bonn（波恩大学）；ETH Zurich（苏黎世联邦理工学院）；University of Kentucky（肯塔基大学）；Technical University of Munich（慕尼黑工业大学）；German Aerospace Center（德国航空航天中心）；Universitat de València（瓦伦西亚大学）
