Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: An Efficient Framework for Floor-plan Prediction of Dynamic Runtime
  Reconfigurable Systems   Several embedded application domains for reconfigurable systems tend to
combine frequent changes with high performance demands of their workloads such
as image processing, wearable computing and network processors. Time
multiplexing of reconfigurable hardware resources raises a number of new
issues, ranging from run-time systems to complex programming models that
usually form a Reconfigurable hardware Operating System (ROS). The Operating
System performs online task scheduling and handles resource management. There
are many challenges in adaptive computing and dynamic reconfigurable systems.
One of the major understudied challenges is estimating the required resources
in terms of soft cores, Programmable Reconfigurable Regions (PRRs), the
appropriate communication infrastructure, and to predict a near optimal layout
and floorplan of the reconfigurable logic fabric. Some of these issues are
specific to the application being designed, while others are more general and
relate to the underlying run-time environment. Static resource allocation for
Run- Time Reconfiguration (RTR) often leads to inferior and unacceptable
results. In this paper, we present a novel adaptive and dynamic methodology,
based on a Machine Learning approach, for predicting and estimating the
necessary resources for an application based on past historical information. An
important feature of the proposed methodology is that the system is able to
learn and generalize and, therefore, is expected to improve its accuracy over
time. The goal of the entire process is to extract useful hidden knowledge from
the data. This knowledge is the prediction and estimation of the necessary
resources for an unknown or not previously seen application.

30
The categories of this paper are: q-alg
13
The categories of this paper are: quant-ph
29
The categories of this paper are: funct-an
22
The categories of this paper are: chao-dyn
0
The categories of this paper are: hep-ph
6
The categories of this paper are: astro-ph
32
The categories of this paper are: atom-ph
33
The categories of this paper are: plasm-ph
31
The categories of this paper are: ao-sci
36
The categories of this paper are: cmp-lg
5
The categories of this paper are: gr-qc
27
The categories of this paper are: comp-gas
24
The categories of this paper are: dg-ga
25
The categories of this paper are: patt-sol
2
The categories of this paper are: math
8
The categories of this paper are: hep-ex