Market-Based Coordination of Thermostatically Controlled Loads—Part I: A Mechanism Design Formulation
Journal Article
·
· IEEE Transactions on Power Systems
This paper focuses on the coordination of a population of Thermostatically Controlled Loads (TCLs) with unknown parameters to achieve group objectives. The problem involves designing the bidding and market clearing strategy to motivate self-interested users to realize efficient energy allocation subject to a peak power constraint. Using the mechanism design approach, we propose a market-based coordination framework, which can effectively incorporate heterogeneous load dynamics, systematically deal with user preferences, account for the unknown load model parameters, and enable the real-world implementation with limited communication resources. This paper is divided into two parts. Part I presents a mathematical formulation of the problem and develops a coordination framework using the mechanism design approach. Part II presents a learning scheme to account for the unknown load model parameters, and evaluates the proposed framework through realistic simulations.
- Research Organization:
- Pacific Northwest National Lab. (PNNL), Richland, WA (United States)
- Sponsoring Organization:
- USDOE
- DOE Contract Number:
- AC05-76RL01830
- OSTI ID:
- 1337243
- Report Number(s):
- PNNL-SA--104887
- Journal Information:
- IEEE Transactions on Power Systems, Journal Name: IEEE Transactions on Power Systems Journal Issue: 2 Vol. 31; ISSN 0885-8950
- Publisher:
- IEEE
- Country of Publication:
- United States
- Language:
- English
Similar Records
Market-Based Coordination of Thermostatically Controlled Loads—Part II: Unknown Parameters and Case Studies
On Market-Based Coordination of Thermostatically Controlled Loads With User Preference
Coordination of thermostatically controlled loads with unknown parameters
Journal Article
·
Mon Feb 29 23:00:00 EST 2016
· IEEE Transactions on Power Systems
·
OSTI ID:1337244
On Market-Based Coordination of Thermostatically Controlled Loads With User Preference
Conference
·
Sun Dec 14 23:00:00 EST 2014
·
OSTI ID:1179530
Coordination of thermostatically controlled loads with unknown parameters
Patent
·
Mon Feb 18 23:00:00 EST 2019
·
OSTI ID:1503294