A multi-armed bandit framework for efficient UAV-based cooperative jamming coverage
نویسندگان
چکیده
In this paper, the position control of multiple unmanned aerial vehicles, acting as cooperative jammers, is proposed to improve security level a legitimate ground transmission, where precoder designed nullify jamming signals at receiver. scenario, maximization weighted secrecy coverage, which measures efficiency over confined region, addressed by following multi armed bandit-based algorithm. The results show that our proposal converges one obtained exhaustive search, and it shows significant improvement projected gradient-descent benchmark, while offering shorter running-time. that, for considered system employed precoder, inclusion more than two UAVs does not lead advantages in terms performance.
منابع مشابه
MULTI–ARMED BANDIT FOR PRICING Multi–Armed Bandit for Pricing
This paper is about the study of Multi–Armed Bandit (MAB) approaches for pricing applications, where a seller needs to identify the selling price for a particular kind of item that maximizes her/his profit without knowing the buyer demand. We propose modifications to the popular Upper Confidence Bound (UCB) bandit algorithm exploiting two peculiarities of pricing applications: 1) as the selling...
متن کاملOnline Multi-Armed Bandit
We introduce a novel variant of the multi-armed bandit problem, in which bandits are streamed one at a time to the player, and at each point, the player can either choose to pull the current bandit or move on to the next bandit. Once a player has moved on from a bandit, they may never visit it again, which is a crucial difference between our problem and classic multi-armed bandit problems. In t...
متن کاملA Change-Detection based Framework for Piecewise-stationary Multi-Armed Bandit Problem
The multi-armed bandit problem has been extensively studied under the stationary assumption. However in reality, this assumption often does not hold because the distributions of rewards themselves may change over time. In this paper, we propose a change-detection (CD) based framework for multiarmed bandit problems under the piecewise-stationary setting, and study a class of change-detection bas...
متن کاملCombinatorial Multi-Armed Bandit: General Framework, Results and Applications
We define a general framework for a large class of combinatorial multi-armed bandit (CMAB) problems, where simple arms with unknown distributions form super arms. In each round, a super arm is played and the outcomes of its related simple arms are observed, which helps the selection of super arms in future rounds. The reward of the super arm depends on the outcomes of played arms, and it only n...
متن کاملMonotone multi-armed bandit allocations
We present a novel angle for multi-armed bandits (henceforth abbreviated MAB) which follows from the recent work on MAB mechanisms (Babaioff et al., 2009; Devanur and Kakade, 2009; Babaioff et al., 2010). The new problem is, essentially, about designing MAB algorithms under an additional constraint motivated by their application to MAB mechanisms. This note is self-contained, although some fami...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: IEEE Transactions on Vehicular Technology
سال: 2023
ISSN: ['0018-9545', '1939-9359']
DOI: https://doi.org/10.1109/tvt.2023.3299670