Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Data-Driven Online Interactive Bidding Strategy for Demand Response   Demand response (DR), as one of the important energy resources in the
future's grid, provides the services of peak shaving, enhancing the efficiency
of renewable energy utilization with a short response period, and low cost.
Various categories of DR are established, e.g. automated DR, incentive DR,
emergency DR, and demand bidding. However, with the practical issue of the
unawareness of residential and commercial consumers' utility models, the
researches about demand bidding aggregator involved in the electricity market
are just at the beginning stage. For this issue, the bidding price and bidding
quantity are two required decision variables while considering the
uncertainties due to the market and participants. In this paper, we determine
the bidding and purchasing strategy simultaneously employing the smart meter
data and functions. A two-agent deep deterministic policy gradient method is
developed to optimize the decisions through learning historical bidding
experiences. The online learning further utilizes the daily newest bidding
experience attained to ensure trend tracing and self-adaptation. Two
environment simulators are adopted for testifying the robustness of the model.
The results prove that when facing diverse situations the proposed model can
earn the optimal profit via off/online learning the bidding rules and robustly
making the proper bid.

33
The categories of this paper are: plasm-ph
5
The categories of this paper are: gr-qc
36
The categories of this paper are: cmp-lg
21
The categories of this paper are: adap-org
19
The categories of this paper are: eess
37
The categories of this paper are: supr-con
26
The categories of this paper are: bayes-an
22
The categories of this paper are: chao-dyn
14
The categories of this paper are: math-ph
12
The categories of this paper are: nucl-th
0
The categories of this paper are: hep-ph
18
The categories of this paper are: econ
28
The categories of this paper are: alg-geom
13
The categories of this paper are: quant-ph
25
The categories of this paper are: patt-sol
15
The categories of this paper are: nucl-ex