[HTML][HTML] Energy management in residential microgrid using model predictive control-based reinforcement learning and Shapley value
This paper presents an Energy Management (EM) strategy for residential microgrid systems
using Model Predictive Control (MPC)-based Reinforcement Learning (RL) and Shapley …
using Model Predictive Control (MPC)-based Reinforcement Learning (RL) and Shapley …
Energy storage in datacenters: what, where, and how much?
Energy storage-in the form of UPS units-in a datacenter has been primarily used to fail-over
to diesel generators upon power outages. There has been recent interest in using these …
to diesel generators upon power outages. There has been recent interest in using these …
Pricing data center demand response
Demand response is crucial for the incorporation of renewable energy into the grid. In this
paper, we focus on a particularly promising industry for demand response: data centers. We …
paper, we focus on a particularly promising industry for demand response: data centers. We …
Optimal control of end-user energy storage
An increasing number of retail energy markets show price fluctuations, providing users with
the opportunity to buy energy at lower than average prices. We propose to temporarily store …
the opportunity to buy energy at lower than average prices. We propose to temporarily store …
Optimal demand response with energy storage management
We consider the problem of optimal demand response with energy storage management for
a power consuming entity. The entity's objective is to find an optimal control policy for …
a power consuming entity. The entity's objective is to find an optimal control policy for …
Optimal energy storage control policies for the smart power grid
I Koutsopoulos, V Hatzi… - 2011 IEEE International …, 2011 - ieeexplore.ieee.org
Electric energy storage devices are prime candidates for demand load management in the
smart power grid. In this work, we address the optimal energy storage control problem from …
smart power grid. In this work, we address the optimal energy storage control problem from …
Managing energy storage in microgrids: A multistage stochastic programming approach
A Bhattacharya, JP Kharoufeh… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
A microgrid is a small-scale version of a centralized power grid that generates, distributes
and regulates electricity flow to local entities using distributed generation and the main grid …
and regulates electricity flow to local entities using distributed generation and the main grid …
Smartcharge: Cutting the electricity bill in smart homes with energy storage
Market-based electricity pricing provides consumers an opportunity to lower their electric bill
by shifting consumption to low price periods. In this paper, we explore how to lower electric …
by shifting consumption to low price periods. In this paper, we explore how to lower electric …
Harmony search optimization of renewable energy charging with energy storage system
We propose an efficient harmony search algorithm for charge scheduling of an energy
storage system (ESS) with renewable power generators under time-of-use pricing and …
storage system (ESS) with renewable power generators under time-of-use pricing and …
A review of equivalent-circuit model, degradation characteristics and economics of Li-ion battery energy storage system for grid applications
Abstract Lithium-ion (Li-ion) battery energy storage systems (BESSs) have been
increasingly deployed in renewable energy generation systems, with applications including …
increasingly deployed in renewable energy generation systems, with applications including …