Mean-field systemOptimal controlPareto gameThe Pareto game for the model-free continuous-time stochastic system is studied through approximate/adaptive dynamic programming (ADP) in this paper. Firstly, the model-based online iterative algorithm is proposed, and it is proved that the control iterative...
摘要: In this article, we provide the first systemic study on discrete time partially observable mean field systems in the presence of a common noise. Each player makes decision solely based on the observab关键词: Common noise Discrete-time Mean field game Mean field type stochastic control ...
The B-ACM includes three regions of neurons in coordination with mean-field control: 1) Reward region to approximate the optimal cost function, 2) MAS Population Estimation region to predict the effects from other agents, and 3) Action region to compute the optimal control. Moreover, the ...
We first solve a mean field game problem, which gives the best response of followers to the leader's strategy. After applying the followers' strategies, the leader is faced to an optimal control problem driven by a high-dimensional forward-backward stochastic differential equations (FBS-DEs). ...
However, the previously learned hierarchical features are developed by learning local spatial association in a field that is receptive (local region/patch convolved with a filter) within the same feature map. Finally, a new association between these feature maps is learned. 4.4. Classification Block...
Variational Mean Field Games This paper is a brief presentation of those Mean Field Games with congestion penalization which have a variational structure, starting from the deterministic dynamical framework. The stochastic framework (i.e. with diffusion) is also pre... Jean-David Benamou∗,...
1. Field of the Invention The present invention relates to the field of telecommunications. More particularly, the present invention relates to reducing interference in code division multiple access (CDMA) communication systems. 2. Acronyms The written description provided herein contains acronyms which ...
In this work, a new class of stochastic gradient algorithm is developed based on q-calculus. Unlike the existing q-LMS algorithm, the proposed approach ful
sinusoidal and audio denoising i.e., to obtain an original sinusoidal signal and the audio signal back from the same which was corrupted using a random noise .The application had been performed over an FPGA (field-programmable gate arrays) Spartan 3 from Xilinx, using Matlab and System ...
Although the historical background of this field goes as far back as to Galileo, it was formally defined and introduced to the statistical communities by late (Kendall 1977). He defines the shape of an object as the whole geometrical information left when the location, scale and rotation ...