Flexibility improvement and stochastic multi-scenario hybrid optimization for an integrated energy system with high-proportion renewable energy

被引:103
作者
Yan, Rujing [1 ,2 ]
Wang, Jiangjiang [1 ]
Huo, Shuojie [1 ]
Qin, Yanbo [1 ]
Zhang, Jing [2 ]
Tang, Saiqiu [3 ]
Wang, Yuwei [4 ]
Liu, Yan [4 ]
Zhou, Lin [4 ]
机构
[1] North China Elect Power Univ, Sch Energy Power & Mech Engn, Baoding, Hebei, Peoples R China
[2] Guizhou Univ, Elect Engn Coll, Guiyang, Guizhou, Peoples R China
[3] Elect Power Res Inst Guizhou Power Grid Co Ltd, Guiyang, Guizhou, Peoples R China
[4] North China Elect Power Univ, Sch Econ & Management, Baoding, Hebei, Peoples R China
基金
中国国家自然科学基金;
关键词
Integrated energy system (IES); Multiple uncertainties; Hybrid optimization; Flexibility improvement; Variable condition property; Renewable energy curtailment; POWER-TO-HEAT; WIND POWER; GAS; ELECTRICITY; STATIONS; STORAGE;
D O I
10.1016/j.energy.2022.125779
中图分类号
O414.1 [热力学];
学科分类号
摘要
A strong heat-power coupling limitation, uncontrollable renewable energy, and the grid's limited adjustment capacity deteriorate the operational performance and increase the renewable energy curtailment for the inte-grated energy system (IES) with high-proportion renewable energy. This paper presents the unavailable oper-ating region problem of the traditional IES and its flexibility improvement mechanism of integrating with the gas boiler, electric boiler, power-to-gas (P2G), electrical energy storage and thermal energy storage. Subsequently, a two-stage optimization method is proposed to minimize the total cost containing the device investment, oper-ation, carbon emission penalty and renewable energy curtailment penalty and further determine the capacity of such five devices. The hybrid model incorporates deterministic capacity optimization and uncertain operating optimization of considering variable condition properties of devices. Herein, the multiple uncertainties are captured by a series of stochastic scenarios generated by a stochastic hierarchy scenario generation model of integrating a Latin hypercube sampling method with a repeatable 0-1 scenario curtailment model based on Wasserstein distance. Eventually, a comparative analysis of the integration of five devices in terms of economic performance and renewable energy accommodation is presented by using an industrial park case. The results show that the integration of the gas boiler possesses the best economic promotion effectiveness and reduces the total cost by 49.56%. The integration of such five devices can reduce the renewable energy curtailment rate. Especially, the electric boiler and P2G can decline this rate to zero. However, the promoted results of P2G's integration are at the expense of sharp growth in the total cost.
引用
收藏
页数:14
相关论文
共 62 条
[1]   Dynamic parsimonious model and experimental validation of a gas microturbine at part-load conditions [J].
Badami, Marco ;
Ferrero, Mauro Giovanni ;
Portoraro, Armando .
APPLIED THERMAL ENGINEERING, 2015, 75 :14-23
[2]   Robust Optimization of the Flexibility-constrained Energy Management Problem for a Smart Home with Rooftop Photovoltaic and an Energy Storage [J].
Bahramara, S. .
JOURNAL OF ENERGY STORAGE, 2021, 36
[3]   Experimental determination of the building envelope?s dynamic thermal characteristics in consideration of hygrothermal modelling ? Assessment of methods and sources of uncertainty [J].
Bishara, Nadja ;
Pernigotto, Giovanni ;
Prada, Alessandro ;
Baratieri, Marco ;
Gasparella, Andrea .
ENERGY AND BUILDINGS, 2021, 236
[4]   Power-to-heat for renewable energy integration: A review of technologies, modeling approaches, and flexibility potentials [J].
Bloess, Andreas ;
Schill, Wolf-Peter ;
Zerrahn, Alexander .
APPLIED ENERGY, 2018, 212 :1611-1626
[5]   Control power provision with power-to-heat plants in systems with high shares of renewable energy sources - An illustrative analysis for Germany based on the use of electric boilers in district heating grids [J].
Boettger, Diana ;
Goetz, Mario ;
Theofilidi, Myrto ;
Bruckner, Thomas .
ENERGY, 2015, 82 :157-167
[6]   Study of different parameters estimation methods of Weibull distribution to determine wind power density using ground based Doppler SODAR instrument [J].
Chaurasiya, Prem Kumar ;
Ahmed, Siraj ;
Warudkar, Vilas .
ALEXANDRIA ENGINEERING JOURNAL, 2018, 57 (04) :2299-2311
[7]   Supply adequacy assessment of the gas pipeline system based on the Latin hypercube sampling method under random demand [J].
Chen, Qian ;
Zuo, Lili ;
Wu, Changchun ;
Bu, Yaran ;
Huang, Yanfei ;
Chen, Feng ;
Chen, Jie .
JOURNAL OF NATURAL GAS SCIENCE AND ENGINEERING, 2019, 71
[8]   Optimal operation of integrated energy system considering dynamic heat-gas characteristics and uncertain wind power [J].
Chen, Xi ;
Wang, Chengfu ;
Wu, Qiuwei ;
Dong, Xiaoming ;
Yang, Ming ;
He, Suoying ;
Liang, Jun .
ENERGY, 2020, 198
[9]   Estimation of the wind energy potential for coastal locations in India using the Weibull model [J].
Deep, Sneh ;
Sarkar, Arnab ;
Ghawat, Mayur ;
Rajak, Manoj Kumar .
RENEWABLE ENERGY, 2020, 161 :319-339
[10]  
[邓婷婷 Deng Tingting], 2019, [电力系统自动化, Automation of Electric Power Systems], V43, P34