A Comparison of Nash Equilibria Analysis and Agent-based Modelling for Power Markets
نویسندگان
چکیده
In this paper we compare Nash equilibria analysis and agent-based modelling for assessing the market dynamics of network-constrained pool markets. Power suppliers submit their bids to the market place in order to maximize their payoffs, where we apply reinforcement learning as a behavioral agent model. The market clearing mechanism is based on the locational marginal pricing scheme. Simulations are carried out on a benchmark power system. We show how the evolution of the agent-based approach relates to the existence of a unique Nash equilibrium or multiple equilibria in the system. Additionally, the parameter sensitivity of the results is discussed.
منابع مشابه
Impact of Participants’ Market Power and Transmission Constraints on GenCos’ Nash Equilibrium Point
Unlike perfect competitive markets, in oligopoly electricity markets due to strategic producers and transmission constraints GenCos may increase their own profit through strategic biddings. This paper investigates the problem of developing optimal bidding strategies of GenCos considering participants’ market power and transmission constraints. The problem is modeled as a bi-level optimizati...
متن کاملDiscrete Nondeterminism and Nash Equilibria for Strategy-Based Games
Several notions of game enjoy a Nash-like notion of equilibrium without guarantee of existence. There are different ways of weakening a definition of Nash-like equilibrium in order to guarantee the existence of a weakened equilibrium. Nash’s approach to the problem for strategic games is probabilistic, i.e. continuous, and static. CP and BR approaches for CP and BR games are discrete and dynami...
متن کاملDynamical selection of Nash equilibria using Experience Weighted Attraction Learning: emergence of heterogeneous mixed equilibria
We study the distribution of strategies in a large game that models how agents choose among different double auction markets. We classify the possible mean field Nash equilibria, which include potentially segregated states where an agent population can split into subpopulations adopting different strategies. As the game is aggregative, the actual equilibrium strategy distributions remain undete...
متن کاملDiscrete Non Neterminism and Nash Equilibria for Strategy-Based Games
Several notions of game enjoy a Nash-like notion of equilibrium without guarantee of existence. There are different ways of weakening a definition of Nash-like equilibrium in order to guarantee the existence of a weakened equilibrium. Nash’s approach to the problem for strategic games is probabilistic, i.e. continuous, and static. CP and BR approaches for CP and BR games are discrete and dynami...
متن کاملar X iv : 1 10 3 . 39 50 v 1 [ cs . G T ] 2 1 M ar 2 01 1 Non - Price Equilibria in Markets of Discrete Goods ( working paper )
We study markets of indivisible items in which price-based (Walrasian) equilibria often do not exist due to the discrete non-convex setting. Instead we consider Nash equilibria of the market viewed as a game, where players bid for items, and where the highest bidder on an item wins it and pays his bid. We first observe that pure Nash-equilibria of this game excatly correspond to price-based equ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2005