لطفا منتظر بمانید ...
0% Complete
صفحه اصلی
/
سی و چهارمین کنفرانس بین المللی مهندسی برق
GNN-Empowered Predictive Beamforming and UAV Deployment for Energy-Efficient aerial ISAC in Cluttered Vehicular Network
نویسندگان :
Sedighe Mirbolouk
1
Mohammad Amin Choukali
2
1- دانشگاه ارومیه
2- دانشگاه ارومیه
کلمات کلیدی :
Graph neural network (GNN)،Integrated sensing and communication (ISAC)،Unmanned aerial vehicle (UAV)
چکیده :
UAV-enabled integrated sensing and communication (ISAC) has recently become a prominent research topic for sixth-generation (6G) wireless networks, where the unmanned aerial vehicles serve as aerial platforms to improve coverage and strengthen both sensing and communication capabilities. This paper proposes a joint predictive beamforming and UAV deployment scheme in a cluttered ISAC scenario to maximize the energy efficiency and meet the sensing Cramer-Rao lower bounds and vehicles’ quality of service (QoS). A graph learning based method is established to address the non-convexity of the considered optimization problem, where GNN and LSTM modules are employed to extract spatial and temporal dependencies of historical estimated channels. In this way, our method directly determines the UAV location and beamforming (BF) design for the subsequent time slot without any explicit channel state information. Finally, simulation results show the efficacy of the proposed method compared to other benchmarks.
لیست مقالات
لیست مقالات بایگانی شده
An Investigation on Transfer Learning for Classification of COVID-19 Chest X-Ray Images with Pre-trained Convolutional-based Architecture
Mobina Abdoli Nemati - ََAmirreza Baba Ahmadi
A Novel Method to Estimate Thevenin Equivalent Circuit Using Local Measurements
Pouria Akbarzadeh Aghdam - Hamid Khoshkhoo
ساخت حسگر مقاومتی گاز سولفید هیدروژن با استفاده از ترکیب نانوذرات اکسید تیتانیوم و گرافن اکسید کاهش یافته
محمد دیانتی - سمانه حامدی
Joint Space Control of a Deployable Cable Driven Parallel Robot with Redundant Actuators
S. Ahmad Khalilpour - Ali Hassani - Rohollah Khorambakht - A.R. Zahedi - Abbas Bataleblu - Hamid D. Taghirad
طراحی کنترلکننده مد لغزشی دینامیک برای سیستم تعلیق فعال غیر خطی با عملگر غیرایدهآل
مونا عظیمی - الهه مرادی
Reactive Power Management of PV Systems by Distributed Cooperative Control in Low Voltage Distribution Networks
Saeed Mahdavian Rostami - Mohsen Hamzeh
بررسی اثر فیدبک نوری بر مشخصه های دینامیکی لیزرهای قفل مد سیلیکونی
محمد شکرپور - محمد حسن یاوری
A Novel Estimation Law for Impedance-Controlled Bilateral Teleoperation to Enhance Human-Environment Interaction
Mobina Kameli - Mohammad Motaharifar - Negin Sayyaf
High efficiency Continuous class J/B power amplifier design with 130% Fractional Bandwidth
Sara Aghajani - Mahmoud Kamarei - Marzieh Chegini
Koopman-based Disturbance-Aware Trajectory Tracking via Neural Residual MPC for Autonomous Omnidirectional Wheeled Robots
Ashkan Jelodar - Kevin Babakhanloo - Mohammad Olyai - Khalil Alipour - Bahram Tarvirdizadeh - Mohammad Ghamari
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 44.7.2
