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In this paper, we develop a Supervised Actor-Critic algorithm to optimally bid the energy of a price-maker grid-scale battery on the electricity market. In addition, we use a shield as well as a penalty term in the reward to avoid dangerous actions.
Several papers explore optimal bidding algorithms on the electricity market when bids influence the clearing price, i.e. the market player is a price-maker. Some relevant examples include the following: Oren et al. computed the optimal bidding strategy with dynamic programming by estimating other market players.
J. Arteaga et al. develop a robust and stochastic optimization for the bidding on the Real-Time and Day-Ahead market in which the battery is a price-taker. They also study participation in the ancillary services market where the storage system is price-maker due to the battery efficiency in ramping up and down under emergency.
The current work explores the use of adaptive control for optimizing the bidding strategy of a price-maker agent participating in a regular wholesale market. Several papers explore optimal bidding algorithms on the electricity market when bids influence the clearing price, i.e. the market player is a price-maker.
First, we model consumers with batteries, generators with batteries, and accumulators, all of whom strive to maximize th…
We study a novel battery swapping cabinet location-routing problem (BSC-LRP) with multiple depots, which jointly optimiz…
Introduction The rbattery package provides tools for the analysis of business strategies with Battery Energy Storage Sol…
We compare the supervised Actor-Critic algorithm with the MPC algorithm as a supervisor, finding that the former reaps h…
On-demand urban delivery increasingly relies on electric delivery bicycles (EDBs), yet their limited battery capacity cr…
On top of these two sources of temporal arbitrage within markets, since the day-ahead and intraday markets run in parall…
To fill these gaps, we implement an online Supervised Actor-Critic (SAC) algorithm, supervised with a model-based contro…
Discover how to boost battery storage profits with smart bidding strategies, price forecasting, and market participation…
A. Desired algorithm output In a DAM, the prices for the next day are determined through an auction process that typical…
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