Differential Privacy Algorithm for Integrated Energy System Based on Improved K-means

Lv, Zhengquan; Wei, Liang; Chen, Yijun; Lou, Yuan; Li, Chaoyang; Peng, Daogang

doi:10.1109/icpre52634.2021.9635361

Cited by 2 publications

(1 citation statement)

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“…It is an important means to achieve carbon emission reduction goals. Therefore, it has received widespread attention from countries around the world (Lv et al, 2021). Therefore, in the context of green and low-carbon development, this article focuses on the planning of integrated energy systems and conducts research on multi-stage green and low-carbon comprehensive energy planning considering carbon emissions, providing theoretical and technical support for relevant researchers and planners.…”

Section: Introductionmentioning

confidence: 99%

Multi-stage low-carbon planning of an integrated energy system considering demand response

Huan,

Ding,

et al. 2023

Front. Energy Res.

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In the context of energy crisis, the development of low-carbon integrated energy systems has become a prominent research area. This article addresses the challenges posed by high energy consumption and emissions in integrated energy systems by proposing a multi-stage planning method for low-carbon integrated energy that considers load time transfer characteristics. The first step involves examining the time transfer characteristics of demand response and analyzing the economic benefits of integrated energy systems participating in the electricity–carbon market. Subsequently, a multi-stage green low-carbon planning model for the integrated energy system is constructed. To validate the effectiveness of the proposed model, actual calculation results are obtained. These results demonstrate that the demand response, specifically in data centers, can significantly reduce the operational costs of integrated energy systems. Furthermore, the multi-stage low-carbon planning approach is shown to be more reasonable and economically beneficial compared to single-stage planning. Overall, this research article provides insights into the development of low-carbon integrated energy systems within the context of energy crisis. By considering load time transfer characteristics and employing a multi-stage planning method, this article highlights the potential for reducing costs and improving the overall efficiency of integrated energy systems.

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Section: Introductionmentioning

confidence: 99%