Journal of Shanghai Jiao Tong University ›› 2024, Vol. 58 ›› Issue (1): 1-10.doi: 10.16183/j.cnki.jsjtu.2022.321

• New Type Power System and the Integrated Energy •     Next Articles

Low-Carbon Operation Strategy of Integrated Energy System Based on User Classification

ZHANG Chunyan1, DOU Zhenlan1, BAI Bingqing2, WANG Lingling2(), JIANG Chuanwen2, XIONG Zhan2   

  1. 1. State Grid Shanghai Integrated Energy Service Co., Ltd., Shanghai 200023, China
    2. Key Laboratory of Control of Power Transmission and Conversion of the Ministry of Education, Shanghai Jiao Tong University, Shanghai 200240, China
  • Received:2022-08-19 Revised:2022-09-28 Accepted:2022-10-27 Online:2024-01-28 Published:2024-01-16

Abstract:

Integrated energy system (IES) is an important means to achieve the goal of “carbon peaking and carbon neutrality”. However, different types of users in the system have different energy consumption behaviors, which makes the coordinated optimization and low-carbon operation of the integrated energy system more difficult. In order to give full play to the subjective initiative of users, the user behavior of the integrated energy system is modelled based on user behavior analysis, and users are classified into aggressive and conservative types by convolutional neural network (CNN). Then, the decision model of integrated energy system operator is constructed to determine the supply mode of electric heating energy, and the corresponding energy package is designed for different types of users. Finally, the effectiveness of the above models and methods is analyzed based on actual data, and the value of user classification in low-carbon operation of integrated energy systems is verified.

Key words: user classification, user behavior, integrated energy system (IES), low-carbon operation

CLC Number: