Projects per year
Abstract
This paper proposes an innovative two-stage data-driven optimization framework for a multi-energy system. Enormous energy conversion technologies are incorporated in the system to enhance the overall energy utilization efficiency, i.e., combined heat and power, power-to-gas, gas furnace, and ground source heat pump. Furthermore, a demand response program is adopted for stimulating the load shift of customers. Accordingly, both the economic performance and system reliability can be improved. The endogenous solar generation brings about high uncertainty and variability, which affects the decision making of the system operator. Therefore, a two-stage data-driven distributionally robust optimization (TSDRO) method is utilized to capture the uncertainty. A tractable semidefinite programming reformulation is obtained based on the duality theory. Case studies are implemented to demonstrate the effectiveness of applying the TSDRO on energy management.
Original language | English |
---|---|
Title of host publication | UbiComp/ISWC 2020 Adjunct - Proceedings of the 2020 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2020 ACM International Symposium on Wearable Computers |
Publisher | Association for Computing Machinery |
Pages | 588-595 |
Number of pages | 8 |
ISBN (Electronic) | 9781450380768 |
DOIs | |
Publication status | Published - 10 Sept 2020 |
Event | 2020 ACM International Joint Conference on Pervasive and Ubiquitous Computing and 2020 ACM International Symposium on Wearable Computers, UbiComp/ISWC 2020 - Virtual, Online, Mexico Duration: 12 Sept 2020 → 17 Sept 2020 |
Publication series
Name | UbiComp/ISWC 2020 Adjunct - Proceedings of the 2020 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2020 ACM International Symposium on Wearable Computers |
---|
Conference
Conference | 2020 ACM International Joint Conference on Pervasive and Ubiquitous Computing and 2020 ACM International Symposium on Wearable Computers, UbiComp/ISWC 2020 |
---|---|
Country/Territory | Mexico |
City | Virtual, Online |
Period | 12/09/20 → 17/09/20 |
Keywords
- demand response
- energy hub systems
- multi-energy systems
ASJC Scopus subject areas
- Computer Networks and Communications
- Software
- Hardware and Architecture
Fingerprint
Dive into the research topics of 'A two-stage data-driven multi-energy management considering demand response'. Together they form a unique fingerprint.Projects
- 1 Finished
-
Fellowship - Multi-Vector Energy Distribution System Modelling and Optimisation with Integrated Demand Side Response
Gu, C. (PI)
Engineering and Physical Sciences Research Council
1/09/14 → 31/08/17
Project: Research council