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Day-ahead Complementary Operation for a Wind-hydro-thermal System Considering Multi-dimensional Uncertainty
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作者 Xiaoyu Shi Rong Jia +6 位作者 Qiang Huang Guohe Huang Xuewen Lei Jiangfeng Li Bo Ming Zeqian Zhao Le Li 《CSEE Journal of Power and Energy Systems》 SCIE EI CSCD 2024年第6期2483-2494,共12页
Along with the wide-ranging addition of wind power into power systems,multiple uncertainties are produced due to continuous changes of wind power,which in turn will affect the dispatching and operational process of th... Along with the wide-ranging addition of wind power into power systems,multiple uncertainties are produced due to continuous changes of wind power,which in turn will affect the dispatching and operational process of the power grid.In this process,excessive pursuit of the lowest risk of wind energy may bring an apparent influence on the economic effect of the multi-energy complementary power generation system because a continuous imbalance between demand and supply may lead to wind curtailment.To solve these issues,a new model that couples the multi-dimensional uncertainty model with the day-ahead complementary operation model is developed for a wind-hydrothermal system.A multi-dimensional uncertainty model(MU)is used to deal with wind uncertainty because it can quantitatively describe the complex features of error distribution of hourly dayahead wind power forecasting.The multi-dimensional interval scenes attained by the MU model can reflect hour-to-hour uncertain interaction in the day-ahead complementary operation for the wind-hydro-thermal system.This new model can make up for the shortcomings of the day-ahead operation model by reducing wind power risk and optimizing the operational costs.A two-layer nested approach with the hierarchical structure is applied to handle the wind-hydro-thermal system’s complex equality and inequality constraints.The new model and algorithm’s effectiveness can be evaluated by applying them to the Shaanxi Electric Power Company in China.Results demonstrated that:compared with the conventional operation strategies,the proposed model can save the operational cost of the units by 7.92%and the hybrid system by 0.995%,respectively.This study can offer references for the impact of renewable energy on the power grid within the context of the day-ahead electricity market. 展开更多
关键词 Complementary operation deep learning multi-dimensional uncertainty risk analysis wind-hydrothermal system wind driven optimization
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考虑发电运行弹性空间的风水火联合优化调度与效益评估 被引量:3
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作者 代伟 刘林虎 +3 位作者 杨知方 余娟 谢开贵 古济铭 《全球能源互联网》 2019年第3期232-240,共9页
随着负荷增长和新能源接入,电网运行的安全裕度逐渐降低。为保证电网安全、经济运行,需要在现有设备基础上,挖掘电网的运行弹性空间,扩大电网运行安全域。为此,提出一种考虑发电运行弹性空间的风水火联合优化调度方法,通过挖掘发电设备... 随着负荷增长和新能源接入,电网运行的安全裕度逐渐降低。为保证电网安全、经济运行,需要在现有设备基础上,挖掘电网的运行弹性空间,扩大电网运行安全域。为此,提出一种考虑发电运行弹性空间的风水火联合优化调度方法,通过挖掘发电设备的运行空间潜力,评估其产生的经济效益和可再生能源的消纳情况。文中提出两种提高发电运行弹性空间的方式及其建模方法:1)考虑火电机组最小出力的灵活调整,建立火电深度调峰运行弹性空间模型;2)考虑水电机组限制运行区的短时稳定特征,建立水电限制运行区运行弹性空间模型。在此基础上,建立一种考虑发电运行弹性空间的风水火联合优化调度模型。最后通过IEEE 30节点系统与某实际电网数据评估了所提方法的经济效益。仿真表明,该方法相较于常规调度方法可以有效降低电网运行成本,促进可再生能源消纳。 展开更多
关键词 发电运行弹性空间 火电深度调峰 水电限制运行区 风水火联合优化调度
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