Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Incentivizing Reliable Demand Response with Customers' Uncertainties and
  Capacity Planning   One of the major issues with the integration of renewable energy sources into
the power grid is the increased uncertainty and variability that they bring. If
this uncertainty is not sufficiently addressed, it will limit the further
penetration of renewables into the grid and even result in blackouts. Compared
to energy storage, Demand Response (DR) has advantages to provide reserves to
the load serving entities (LSEs) in a cost-effective and environmentally
friendly way. DR programs work by changing customers' loads when the power grid
experiences a contingency such as a mismatch between supply and demand.
Uncertainties from both the customer-side and LSE-side make designing
algorithms for DR a major challenge.
  This paper makes the following main contributions: (i) We propose DR control
policies based on the optimal structures of the offline solution. (ii) A
distributed algorithm is developed for implementing the control policies
without efficiency loss. (iii) We further offer an enhanced policy design by
allowing flexibilities into the commitment level. (iv) We perform real world
trace based numerical simulations which demonstrate that the proposed
algorithms can achieve near optimal social cost. Details can be found in our
extended version.

33
The categories of this paper are: plasm-ph
4
The categories of this paper are: cond-mat
5
The categories of this paper are: gr-qc
24
The categories of this paper are: dg-ga
23
The categories of this paper are: solv-int
8
The categories of this paper are: hep-ex
35
The categories of this paper are: mtrl-th
26
The categories of this paper are: bayes-an
25
The categories of this paper are: patt-sol
9
The categories of this paper are: nlin
28
The categories of this paper are: alg-geom
31
The categories of this paper are: ao-sci
27
The categories of this paper are: comp-gas
10
The categories of this paper are: q-bio
29
The categories of this paper are: funct-an
32
The categories of this paper are: atom-ph