Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: CL-ADMM: A Cooperative Learning Based Optimization Framework for
  Resource Management in MEC   We consider the problem of intelligent and efficient resource management
framework in mobile edge computing (MEC), which can reduce delay and energy
consumption, featuring distributed optimization and efficient congestion
avoidance mechanism. In this paper, we present a Cooperative Learning framework
for resource management in MEC from an Alternating Direction Method of
Multipliers (ADMM) perspective, called CL-ADMM framework. First, in order to
caching task efficiently in a group, a novel task popularity estimating scheme
is proposed, which is based on semi-Markov process model, then a greedy task
cooperative caching mechanism has been established, which can effectively
reduce delay and energy consumption. Secondly, for addressing group congestion,
a dynamic task migration scheme based on cooperative improved Q-learning is
proposed, which can effectively reduce delay and alleviate congestion. Thirdly,
for minimizing delay and energy consumption for resources allocation in a
group, we formulate it as an optimization problem with a large number of
variables, and then exploit a novel ADMM based scheme to address this problem,
which can reduce the complexity of problem with a new set of auxiliary
variables, these sub-problems are all convex problems, and can be solved by
using a primal-dual approach, guaranteeing its convergences. Then we prove that
the convergence by using Lyapunov theory. Numerical results demonstrate the
effectiveness of the CL-ADMM and it can effectively reduce delay and energy
consumption for MEC.

15
The categories of this paper are: nucl-ex
25
The categories of this paper are: patt-sol
5
The categories of this paper are: gr-qc
34
The categories of this paper are: chem-ph
8
The categories of this paper are: hep-ex
3
The categories of this paper are: physics
0
The categories of this paper are: hep-ph
13
The categories of this paper are: quant-ph
20
The categories of this paper are: acc-phys
29
The categories of this paper are: funct-an
23
The categories of this paper are: solv-int
37
The categories of this paper are: supr-con
33
The categories of this paper are: plasm-ph
16
The categories of this paper are: stat
11
The categories of this paper are: hep-lat
18
The categories of this paper are: econ